diff --git a/.DS_Store b/.DS_Store new file mode 100644 index 0000000000000000000000000000000000000000..382f48d124349a625d0966eef9eb1db16db3fba8 Binary files /dev/null and b/.DS_Store differ diff --git a/Assets/.DS_Store b/Assets/.DS_Store new file mode 100644 index 0000000000000000000000000000000000000000..e5db11e72e3ee0974230a761f0d4d8c0039a5d9e Binary files /dev/null and b/Assets/.DS_Store differ diff --git a/Assets/.ipynb_checkpoints/countries-checkpoint.csv b/Assets/.ipynb_checkpoints/countries-checkpoint.csv new file mode 100644 index 0000000000000000000000000000000000000000..edaac5c08d1e251e263f4a56fd398de72d815de0 --- /dev/null +++ b/Assets/.ipynb_checkpoints/countries-checkpoint.csv @@ -0,0 +1,195 @@ +Country,Continent +Algeria,Africa +Angola,Africa +Benin,Africa +Botswana,Africa +Burkina,Africa +Burundi,Africa +Cameroon,Africa +Cape Verde,Africa +Central African Republic,Africa +Chad,Africa +Comoros,Africa +Congo,Africa +"Congo, Democratic Republic of",Africa +Djibouti,Africa +Egypt,Africa +Equatorial Guinea,Africa +Eritrea,Africa +Ethiopia,Africa +Gabon,Africa +Gambia,Africa +Ghana,Africa +Guinea,Africa +Guinea-Bissau,Africa +Ivory Coast,Africa +Kenya,Africa +Lesotho,Africa +Liberia,Africa +Libya,Africa +Madagascar,Africa +Malawi,Africa +Mali,Africa +Mauritania,Africa +Mauritius,Africa +Morocco,Africa +Mozambique,Africa +Namibia,Africa +Niger,Africa +Nigeria,Africa +Rwanda,Africa +Sao Tome and Principe,Africa +Senegal,Africa +Seychelles,Africa +Sierra Leone,Africa +Somalia,Africa +South Africa,Africa +South Sudan,Africa +Sudan,Africa +Swaziland,Africa +Tanzania,Africa +Togo,Africa +Tunisia,Africa +Uganda,Africa +Zambia,Africa +Zimbabwe,Africa +Afghanistan,Asia +Bahrain,Asia +Bangladesh,Asia +Bhutan,Asia +Brunei,Asia +Burma (Myanmar),Asia +Cambodia,Asia +China,Asia +East Timor,Asia +India,Asia +Indonesia,Asia +Iran,Asia +Iraq,Asia +Israel,Asia +Japan,Asia +Jordan,Asia +Kazakhstan,Asia +"Korea, North",Asia +"Korea, South",Asia +Kuwait,Asia +Kyrgyzstan,Asia +Laos,Asia +Lebanon,Asia +Malaysia,Asia +Maldives,Asia +Mongolia,Asia +Nepal,Asia +Oman,Asia +Pakistan,Asia +Philippines,Asia +Qatar,Asia +Russian Federation,Asia +Saudi Arabia,Asia +Singapore,Asia +Sri Lanka,Asia +Syria,Asia +Tajikistan,Asia +Thailand,Asia +Turkey,Asia +Turkmenistan,Asia +United Arab Emirates,Asia +Uzbekistan,Asia +Vietnam,Asia +Yemen,Asia +Albania,Europe +Andorra,Europe +Armenia,Europe +Austria,Europe +Azerbaijan,Europe +Belarus,Europe +Belgium,Europe +Bosnia and Herzegovina,Europe +Bulgaria,Europe +Croatia,Europe +Cyprus,Europe +CZ,Europe +Denmark,Europe +Estonia,Europe +Finland,Europe +France,Europe +Georgia,Europe +Germany,Europe +Greece,Europe +Hungary,Europe +Iceland,Europe +Ireland,Europe +Italy,Europe +Latvia,Europe +Liechtenstein,Europe +Lithuania,Europe +Luxembourg,Europe +Macedonia,Europe +Malta,Europe +Moldova,Europe +Monaco,Europe +Montenegro,Europe +Netherlands,Europe +Norway,Europe +Poland,Europe +Portugal,Europe +Romania,Europe +San Marino,Europe +Serbia,Europe +Slovakia,Europe +Slovenia,Europe +Spain,Europe +Sweden,Europe +Switzerland,Europe +Ukraine,Europe +United Kingdom,Europe +Vatican City,Europe +Antigua and Barbuda,North America +Bahamas,North America +Barbados,North America +Belize,North America +Canada,North America +Costa Rica,North America +Cuba,North America +Dominica,North America +Dominican Republic,North America +El Salvador,North America +Grenada,North America +Guatemala,North America +Haiti,North America +Honduras,North America +Jamaica,North America +Mexico,North America +Nicaragua,North America +Panama,North America +Saint Kitts and Nevis,North America +Saint Lucia,North America +Saint Vincent and the Grenadines,North America +Trinidad and Tobago,North America +US,North America +Australia,Oceania +Fiji,Oceania +Kiribati,Oceania +Marshall Islands,Oceania +Micronesia,Oceania +Nauru,Oceania +New Zealand,Oceania +Palau,Oceania +Papua New Guinea,Oceania +Samoa,Oceania +Solomon Islands,Oceania +Tonga,Oceania +Tuvalu,Oceania +Vanuatu,Oceania +Argentina,South America +Bolivia,South America +Brazil,South America +Chile,South America +Colombia,South America +Ecuador,South America +Guyana,South America +Paraguay,South America +Peru,South America +Suriname,South America +Uruguay,South America +Venezuela,South America \ No newline at end of file diff --git a/Assets/Countries/.ipynb_checkpoints/Country-Data-Origin-checkpoint.md b/Assets/Countries/.ipynb_checkpoints/Country-Data-Origin-checkpoint.md new file mode 100644 index 0000000000000000000000000000000000000000..37c51688b22365b186390d61df79051abeffea46 --- /dev/null +++ b/Assets/Countries/.ipynb_checkpoints/Country-Data-Origin-checkpoint.md @@ -0,0 +1,4 @@ +# Origin of the country data used in this project + +I started by getting a list of countries on Github, from [ +Daina Bouquin](https://github.com/dbouquin/IS_608/blob/master/NanosatDB_munging/Countries-Continents.csv), because it seemed relatively completey and contained continents. Then I started to think about secondary data that might be useful for exposing the bias in an algorithm and opted for the [World Happiness Report 2021](https://worldhappiness.report/ed/2021/#appendices-and-data). I added the continents to the countries in that file to ensure I could retain the initial categorization I used. \ No newline at end of file diff --git a/Assets/Countries/.ipynb_checkpoints/clean-countries-checkpoint.ipynb b/Assets/Countries/.ipynb_checkpoints/clean-countries-checkpoint.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..191d1ac34c35ae699c376b58870bd961d6d167e1 --- /dev/null +++ b/Assets/Countries/.ipynb_checkpoints/clean-countries-checkpoint.ipynb @@ -0,0 +1,2273 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "daf46b53-319f-4973-9bb6-664135dd328e", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd, spacy, nltk, numpy as np, re, ssl" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "id": "3cae7a11-7696-40fc-967e-7ecafcb2b0da", + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.read_excel(\"Assets/Countries/DataPanelWHR2021C2.xls\")" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "id": "c1ebf3f3-1d38-4919-b60a-dc15e7bf907b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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CountryyearLife LadderLog GDP per capitaSocial supportHealthy life expectancy at birthFreedom to make life choicesGenerosityPerceptions of corruptionPositive affectNegative affect
0Afghanistan20083.7235907.3701000.45066250.7999990.7181140.1676400.8816860.5176370.258195
1Afghanistan20094.4017787.5399720.55230851.2000010.6788960.1900990.8500350.5839260.237092
2Afghanistan20104.7583817.6467090.53907551.5999980.6001270.1205900.7067660.6182650.275324
3Afghanistan20113.8317197.6195320.52110451.9199980.4959010.1624270.7311090.6113870.267175
4Afghanistan20123.7829387.7054790.52063752.2400020.5309350.2360320.7756200.7103850.267919
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CountryyearLife LadderLog GDP per capitaSocial supportHealthy life expectancy at birthFreedom to make life choicesGenerosityPerceptions of corruptionPositive affectNegative affect
1948Zimbabwe20203.1598027.8287570.71724356.7999990.643303-0.0086960.7885230.7025730.345736
174Benin20204.4077468.1022920.50663655.0999980.783115-0.0834890.5318840.6085850.304512
1835United Kingdom20206.79817710.6258110.92935372.6999970.8846240.2025080.4902040.7581640.224655
1394Philippines20205.0795859.0614430.78114062.0999980.932042-0.1155430.7442840.8035620.326889
785Iraq20204.7851659.1671860.70784761.4000020.700215-0.0207480.8491090.6444640.531539
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" + ], + "text/plain": [ + " Country year Life Ladder Log GDP per capita Social support \\\n", + "1948 Zimbabwe 2020 3.159802 7.828757 0.717243 \n", + "174 Benin 2020 4.407746 8.102292 0.506636 \n", + "1835 United Kingdom 2020 6.798177 10.625811 0.929353 \n", + "1394 Philippines 2020 5.079585 9.061443 0.781140 \n", + "785 Iraq 2020 4.785165 9.167186 0.707847 \n", + "\n", + " Healthy life expectancy at birth Freedom to make life choices \\\n", + "1948 56.799999 0.643303 \n", + "174 55.099998 0.783115 \n", + "1835 72.699997 0.884624 \n", + "1394 62.099998 0.932042 \n", + "785 61.400002 0.700215 \n", + "\n", + " Generosity Perceptions of corruption Positive affect Negative affect \n", + "1948 -0.008696 0.788523 0.702573 0.345736 \n", + "174 -0.083489 0.531884 0.608585 0.304512 \n", + "1835 0.202508 0.490204 0.758164 0.224655 \n", + "1394 -0.115543 0.744284 0.803562 0.326889 \n", + "785 -0.020748 0.849109 0.644464 0.531539 " + ] + }, + "execution_count": 60, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_sorted.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "id": "abb8954c-106f-42d1-bf2a-0200b8927306", + "metadata": {}, + "outputs": [], + "source": [ + "df_dedup = df_sorted.drop_duplicates(subset=['Country'])" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "id": "969f5fcf-5dc6-4ce3-93f7-0f35473f3c73", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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CountryyearLife LadderLog GDP per capitaSocial supportHealthy life expectancy at birthFreedom to make life choicesGenerosityPerceptions of corruptionPositive affectNegative affect
1948Zimbabwe20203.1598027.8287570.71724356.7999990.643303-0.0086960.7885230.7025730.345736
174Benin20204.4077468.1022920.50663655.0999980.783115-0.0834890.5318840.6085850.304512
1835United Kingdom20206.79817710.6258110.92935372.6999970.8846240.2025080.4902040.7581640.224655
1394Philippines20205.0795859.0614430.78114062.0999980.932042-0.1155430.7442840.8035620.326889
785Iraq20204.7851659.1671860.70784761.4000020.700215-0.0207480.8491090.6444640.531539
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" + ], + "text/plain": [ + " Country year Life Ladder Log GDP per capita Social support \\\n", + "1948 Zimbabwe 2020 3.159802 7.828757 0.717243 \n", + "174 Benin 2020 4.407746 8.102292 0.506636 \n", + "1835 United Kingdom 2020 6.798177 10.625811 0.929353 \n", + "1394 Philippines 2020 5.079585 9.061443 0.781140 \n", + "785 Iraq 2020 4.785165 9.167186 0.707847 \n", + "\n", + " Healthy life expectancy at birth Freedom to make life choices \\\n", + "1948 56.799999 0.643303 \n", + "174 55.099998 0.783115 \n", + "1835 72.699997 0.884624 \n", + "1394 62.099998 0.932042 \n", + "785 61.400002 0.700215 \n", + "\n", + " Generosity Perceptions of corruption Positive affect Negative affect \n", + "1948 -0.008696 0.788523 0.702573 0.345736 \n", + "174 -0.083489 0.531884 0.608585 0.304512 \n", + "1835 0.202508 0.490204 0.758164 0.224655 \n", + "1394 -0.115543 0.744284 0.803562 0.326889 \n", + "785 -0.020748 0.849109 0.644464 0.531539 " + ] + }, + "execution_count": 62, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_dedup.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "id": "d080546c-4698-4edd-8b76-e3c94aee9862", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1949" + ] + }, + "execution_count": 63, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(df_sorted)" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "id": "6a817f5c-e871-4d69-9368-00a90efc6007", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "166" + ] + }, + "execution_count": 64, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(df_dedup)" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "id": "d6640a42-064e-4b31-b89d-de4f7d4240a3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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CountryContinent
0AlgeriaAfrica
1AngolaAfrica
2BeninAfrica
3BotswanaAfrica
4BurkinaAfrica
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" + ], + "text/plain": [ + " Country Continent\n", + "0 Algeria Africa\n", + "1 Angola Africa\n", + "2 Benin Africa\n", + "3 Botswana Africa\n", + "4 Burkina Africa" + ] + }, + "execution_count": 65, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_csv = pd.read_csv(\"Assets/Countries/countries.csv\")\n", + "df_csv.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "a6e6f52e-cff7-4d78-b630-e71e07fa8842", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "194" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(df_csv)" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "id": "edaae740-75bf-42a2-afa6-ebbbbf50d792", + "metadata": {}, + "outputs": [], + "source": [ + "c1 = df_dedup[\"Country\"]\n", + "c2 = list(df_csv[\"Country\"])\n", + "c3 = [(country, country in c2) for country in c1]" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "id": "5e86b02e-e5a3-4eaf-b045-74f0d0cfea08", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 67, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "\"Zimbabwe\" in c2" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "id": "921765a7-6f40-4d6a-9403-f5f8d8f26a65", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[('Zimbabwe', True),\n", + " ('Benin', True),\n", + " ('United Kingdom', True),\n", + " ('Philippines', True),\n", + " ('Iraq', True),\n", + " ('Belgium', True),\n", + " ('Iran', True),\n", + " ('Poland', True),\n", + " ('Portugal', True),\n", + " ('India', True),\n", + " ('Israel', True),\n", + " ('Iceland', True),\n", + " ('United Arab Emirates', True),\n", + " ('Hungary', True),\n", + " ('Hong Kong S.A.R. of China', False),\n", + " ('Bolivia', True),\n", + " ('Russia', False),\n", + " ('Saudi Arabia', True),\n", + " ('Ireland', True),\n", + " ('Italy', True),\n", + " ('Ukraine', True),\n", + " ('Kenya', True),\n", + " ('Latvia', True),\n", + " ('Laos', True),\n", + " ('Nigeria', True),\n", + " ('Austria', True),\n", + " ('Kyrgyzstan', True),\n", + " ('North Macedonia', False),\n", + " ('Kosovo', False),\n", + " ('Norway', True),\n", + " ('United States', False),\n", + " ('Kazakhstan', True),\n", + " ('Bahrain', True),\n", + " ('Uruguay', True),\n", + " ('Jordan', True),\n", + " ('Japan', True),\n", + " ('Bangladesh', True),\n", + " ('Ivory Coast', True),\n", + " ('Bosnia and Herzegovina', True),\n", + " ('Greece', True),\n", + " ('Australia', True),\n", + " ('Croatia', True),\n", + " ('Tunisia', True),\n", + " ('Spain', True),\n", + " ('Denmark', True),\n", + " ('Cameroon', True),\n", + " ('Czech Republic', False),\n", + " ('Cyprus', True),\n", + " ('Sweden', True),\n", + " ('Canada', True),\n", + " ('South Korea', False),\n", + " ('Switzerland', True),\n", + " ('Thailand', True),\n", + " ('Taiwan Province of China', False),\n", + " ('Colombia', True),\n", + " ('Tajikistan', True),\n", + " ('Tanzania', True),\n", + " ('China', True),\n", + " ('Dominican Republic', True),\n", + " ('Cambodia', True),\n", + " ('Ghana', True),\n", + " ('Slovakia', True),\n", + " ('Serbia', True),\n", + " ('Uganda', True),\n", + " ('Germany', True),\n", + " ('Georgia', True),\n", + " ('Brazil', True),\n", + " ('France', True),\n", + " ('Bulgaria', True),\n", + " ('Finland', True),\n", + " ('Ecuador', True),\n", + " ('Ethiopia', True),\n", + " ('Slovenia', True),\n", + " ('Estonia', True),\n", + " ('El Salvador', True),\n", + " ('Turkey', True),\n", + " ('South Africa', True),\n", + " ('Egypt', True),\n", + " ('Venezuela', True),\n", + " ('Chile', True),\n", + " ('Lithuania', True),\n", + " ('Moldova', True),\n", + " ('Netherlands', True),\n", + " ('Mongolia', True),\n", + " ('Mauritius', True),\n", + " ('Mexico', True),\n", + " ('New Zealand', True),\n", + " ('Namibia', True),\n", + " ('Myanmar', False),\n", + " ('Malta', True),\n", + " ('Zambia', True),\n", + " ('Argentina', True),\n", + " ('Morocco', True),\n", + " ('Albania', True),\n", + " ('Montenegro', True),\n", + " ('Guinea', True),\n", + " ('Yemen', True),\n", + " ('Guatemala', True),\n", + " ('Malaysia', True),\n", + " ('Rwanda', True),\n", + " ('Sri Lanka', True),\n", + " ('Malawi', True),\n", + " ('Nepal', True),\n", + " ('Swaziland', True),\n", + " ('Romania', True),\n", + " ('Senegal', True),\n", + " ('Honduras', True),\n", + " ('Mali', True),\n", + " ('Mauritania', True),\n", + " ('Turkmenistan', True),\n", + " ('Burkina Faso', False),\n", + " ('Algeria', True),\n", + " ('Botswana', True),\n", + " ('Sierra Leone', True),\n", + " ('Mozambique', True),\n", + " ('Singapore', True),\n", + " ('Gambia', True),\n", + " ('Gabon', True),\n", + " ('Indonesia', True),\n", + " ('Azerbaijan', True),\n", + " ('Chad', True),\n", + " ('Liberia', True),\n", + " ('Libya', True),\n", + " ('Pakistan', True),\n", + " ('Armenia', True),\n", + " ('Comoros', True),\n", + " ('Afghanistan', True),\n", + " ('Palestinian Territories', False),\n", + " ('Nicaragua', True),\n", + " ('Niger', True),\n", + " ('Lebanon', True),\n", + " ('Lesotho', True),\n", + " ('Uzbekistan', True),\n", + " ('North Cyprus', False),\n", + " ('Kuwait', True),\n", + " ('Congo (Brazzaville)', False),\n", + " ('Peru', True),\n", + " ('Vietnam', True),\n", + " ('Togo', True),\n", + " ('Belarus', True),\n", + " ('Madagascar', True),\n", + " ('Costa Rica', True),\n", + " ('Luxembourg', True),\n", + " ('Panama', True),\n", + " ('Paraguay', True),\n", + " ('Jamaica', True),\n", + " ('Maldives', True),\n", + " ('Haiti', True),\n", + " ('Burundi', True),\n", + " ('Congo (Kinshasa)', False),\n", + " ('Central African Republic', True),\n", + " ('Trinidad and Tobago', True),\n", + " ('South Sudan', True),\n", + " ('Somalia', True),\n", + " ('Syria', True),\n", + " ('Qatar', True),\n", + " ('Bhutan', True),\n", + " ('Sudan', True),\n", + " ('Angola', True),\n", + " ('Belize', True),\n", + " ('Suriname', True),\n", + " ('Somaliland region', False),\n", + " ('Oman', True),\n", + " ('Djibouti', True),\n", + " ('Guyana', True),\n", + " ('Cuba', True)]" + ] + }, + "execution_count": 68, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "c3" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "ff74b057-7281-4ab2-82c5-367e949fbbed", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['Hong Kong S.A.R. of China',\n", + " 'Russia',\n", + " 'North Macedonia',\n", + " 'Kosovo',\n", + " 'United States',\n", + " 'Czech Republic',\n", + " 'South Korea',\n", + " 'Taiwan Province of China',\n", + " 'Myanmar',\n", + " 'Burkina Faso',\n", + " 'Palestinian Territories',\n", + " 'North Cyprus',\n", + " 'Congo (Brazzaville)',\n", + " 'Congo (Kinshasa)',\n", + " 'Somaliland region']" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "num = 0\n", + "missing = []\n", + "for pair in c3:\n", + " if pair[1]:\n", + " num +=1\n", + " else:\n", + " missing.append(pair[0]) \n", + "num\n", + "missing" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "50f20260-3ed6-4f4e-a558-e3c6374ecb26", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'Africa'" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_csv.loc[df_csv['Country'] == \"Madagascar\", 'Continent'].iloc[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "9dfa66ef-1c2b-4893-8993-107c2e02a2c8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Country nameyearLife LadderLog GDP per capitaSocial supportHealthy life expectancy at birthFreedom to make life choicesGenerosityPerceptions of corruptionPositive affectNegative affectContinent
1948Zimbabwe20203.1598027.8287570.71724356.7999990.643303-0.0086960.7885230.7025730.345736<pandas.core.indexing._iLocIndexer object at 0...
174Benin20204.4077468.1022920.50663655.0999980.783115-0.0834890.5318840.6085850.304512<pandas.core.indexing._iLocIndexer object at 0...
1835United Kingdom20206.79817710.6258110.92935372.6999970.8846240.2025080.4902040.7581640.224655<pandas.core.indexing._iLocIndexer object at 0...
1394Philippines20205.0795859.0614430.78114062.0999980.932042-0.1155430.7442840.8035620.326889<pandas.core.indexing._iLocIndexer object at 0...
785Iraq20204.7851659.1671860.70784761.4000020.700215-0.0207480.8491090.6444640.531539<pandas.core.indexing._iLocIndexer object at 0...
\n", + "
" + ], + "text/plain": [ + " Country name year Life Ladder Log GDP per capita Social support \\\n", + "1948 Zimbabwe 2020 3.159802 7.828757 0.717243 \n", + "174 Benin 2020 4.407746 8.102292 0.506636 \n", + "1835 United Kingdom 2020 6.798177 10.625811 0.929353 \n", + "1394 Philippines 2020 5.079585 9.061443 0.781140 \n", + "785 Iraq 2020 4.785165 9.167186 0.707847 \n", + "\n", + " Healthy life expectancy at birth Freedom to make life choices \\\n", + "1948 56.799999 0.643303 \n", + "174 55.099998 0.783115 \n", + "1835 72.699997 0.884624 \n", + "1394 62.099998 0.932042 \n", + "785 61.400002 0.700215 \n", + "\n", + " Generosity Perceptions of corruption Positive affect Negative affect \\\n", + "1948 -0.008696 0.788523 0.702573 0.345736 \n", + "174 -0.083489 0.531884 0.608585 0.304512 \n", + "1835 0.202508 0.490204 0.758164 0.224655 \n", + "1394 -0.115543 0.744284 0.803562 0.326889 \n", + "785 -0.020748 0.849109 0.644464 0.531539 \n", + "\n", + " Continent \n", + "1948 \n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
CountryyearLife LadderLog GDP per capitaSocial supportHealthy life expectancy at birthFreedom to make life choicesGenerosityPerceptions of corruptionPositive affectNegative affectContinent
0Zimbabwe20203.1598027.8287570.71724356.7999990.643303-0.0086960.7885230.7025730.345736Africa
1Benin20204.4077468.1022920.50663655.0999980.783115-0.0834890.5318840.6085850.304512Africa
2United Kingdom20206.79817710.6258110.92935372.6999970.8846240.2025080.4902040.7581640.224655Europe
3Philippines20205.0795859.0614430.78114062.0999980.932042-0.1155430.7442840.8035620.326889Asia
4Iraq20204.7851659.1671860.70784761.4000020.700215-0.0207480.8491090.6444640.531539Asia
\n", + "" + ], + "text/plain": [ + " Country year Life Ladder Log GDP per capita Social support \\\n", + "0 Zimbabwe 2020 3.159802 7.828757 0.717243 \n", + "1 Benin 2020 4.407746 8.102292 0.506636 \n", + "2 United Kingdom 2020 6.798177 10.625811 0.929353 \n", + "3 Philippines 2020 5.079585 9.061443 0.781140 \n", + "4 Iraq 2020 4.785165 9.167186 0.707847 \n", + "\n", + " Healthy life expectancy at birth Freedom to make life choices Generosity \\\n", + "0 56.799999 0.643303 -0.008696 \n", + "1 55.099998 0.783115 -0.083489 \n", + "2 72.699997 0.884624 0.202508 \n", + "3 62.099998 0.932042 -0.115543 \n", + "4 61.400002 0.700215 -0.020748 \n", + "\n", + " Perceptions of corruption Positive affect Negative affect Continent \n", + "0 0.788523 0.702573 0.345736 Africa \n", + "1 0.531884 0.608585 0.304512 Africa \n", + "2 0.490204 0.758164 0.224655 Europe \n", + "3 0.744284 0.803562 0.326889 Asia \n", + "4 0.849109 0.644464 0.531539 Asia " + ] + }, + "execution_count": 79, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_cont.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "id": "fb26fc2f-f591-4e66-9357-0928c2c46e89", + "metadata": {}, + "outputs": [], + "source": [ + "# I updated the name of the output so that I don't accidentally overwrite the manual work I did at the end to add in the last few outliers.\n", + "#df_cont.to_csv(\"Assets/Countries/base-combined-countries.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "id": "445a79b2-0023-4812-b606-1ff9cb7720e7", + "metadata": {}, + "outputs": [], + "source": [ + "df3 = df_csv.set_index('Country').join(df_dedup.set_index('Country'), on='Country', how='left')" + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "id": "59c3d6bb-11ea-4b4f-9a9e-d9b58561e8f2", + "metadata": {}, + "outputs": [], + "source": [ + "df3 = df3[df3.year.isnull()]" + ] + }, + { + "cell_type": "code", + "execution_count": 88, + "id": "3b76dce1-a02f-4b09-bc44-b0e28271bc56", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ContinentyearLife LadderLog GDP per capitaSocial supportHealthy life expectancy at birthFreedom to make life choicesGenerosityPerceptions of corruptionPositive affectNegative affect
Country
BurkinaAfricaNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
Cape VerdeAfricaNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
CongoAfricaNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
Congo, Democratic Republic ofAfricaNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
Equatorial GuineaAfricaNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
EritreaAfricaNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
Guinea-BissauAfricaNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
Sao Tome and PrincipeAfricaNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
SeychellesAfricaNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
BruneiAsiaNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
Burma (Myanmar)AsiaNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
East TimorAsiaNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
Korea, NorthAsiaNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
Korea, SouthAsiaNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
Russian FederationAsiaNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
AndorraEuropeNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
CZEuropeNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
LiechtensteinEuropeNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
MacedoniaEuropeNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
MonacoEuropeNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
San MarinoEuropeNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
Vatican CityEuropeNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
Antigua and BarbudaNorth AmericaNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
BahamasNorth AmericaNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
BarbadosNorth AmericaNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
DominicaNorth AmericaNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
GrenadaNorth AmericaNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
Saint Kitts and NevisNorth AmericaNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
Saint LuciaNorth AmericaNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
Saint Vincent and the GrenadinesNorth AmericaNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
USNorth AmericaNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
FijiOceaniaNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
KiribatiOceaniaNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
Marshall IslandsOceaniaNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
MicronesiaOceaniaNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
NauruOceaniaNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
PalauOceaniaNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
Papua New GuineaOceaniaNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
SamoaOceaniaNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
Solomon IslandsOceaniaNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
TongaOceaniaNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
TuvaluOceaniaNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
VanuatuOceaniaNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
\n", + "
" + ], + "text/plain": [ + " Continent year Life Ladder \\\n", + "Country \n", + "Burkina Africa NaN NaN \n", + "Cape Verde Africa NaN NaN \n", + "Congo Africa NaN NaN \n", + "Congo, Democratic Republic of Africa NaN NaN \n", + "Equatorial Guinea Africa NaN NaN \n", + "Eritrea Africa NaN NaN \n", + "Guinea-Bissau Africa NaN NaN \n", + "Sao Tome and Principe Africa NaN NaN \n", + "Seychelles Africa NaN NaN \n", + "Brunei Asia NaN NaN \n", + "Burma (Myanmar) Asia NaN NaN \n", + "East Timor Asia NaN NaN \n", + "Korea, North Asia NaN NaN \n", + "Korea, South Asia NaN NaN \n", + "Russian Federation Asia NaN NaN \n", + "Andorra Europe NaN NaN \n", + "CZ Europe NaN NaN \n", + "Liechtenstein Europe NaN NaN \n", + "Macedonia Europe NaN NaN \n", + "Monaco Europe NaN NaN \n", + "San Marino Europe NaN NaN \n", + "Vatican City Europe NaN NaN \n", + "Antigua and Barbuda North America NaN NaN \n", + "Bahamas North America NaN NaN \n", + "Barbados North America NaN NaN \n", + "Dominica North America NaN NaN \n", + "Grenada North America NaN NaN \n", + "Saint Kitts and Nevis North America NaN NaN \n", + "Saint Lucia North America NaN NaN \n", + "Saint Vincent and the Grenadines North America NaN NaN \n", + "US North America NaN NaN \n", + "Fiji Oceania NaN NaN \n", + "Kiribati Oceania NaN NaN \n", + "Marshall Islands Oceania NaN NaN \n", + "Micronesia Oceania NaN NaN \n", + "Nauru Oceania NaN NaN \n", + "Palau Oceania NaN NaN \n", + "Papua New Guinea Oceania NaN NaN \n", + "Samoa Oceania NaN NaN \n", + "Solomon Islands Oceania NaN NaN \n", + "Tonga Oceania NaN NaN \n", + "Tuvalu Oceania NaN NaN \n", + "Vanuatu Oceania NaN NaN \n", + "\n", + " Log GDP per capita Social support \\\n", + "Country \n", + "Burkina NaN NaN \n", + "Cape Verde NaN NaN \n", + "Congo NaN NaN \n", + "Congo, Democratic Republic of NaN NaN \n", + "Equatorial Guinea NaN NaN \n", + "Eritrea NaN NaN \n", + "Guinea-Bissau NaN NaN \n", + "Sao Tome and Principe NaN NaN \n", + "Seychelles NaN NaN \n", + "Brunei NaN NaN \n", + "Burma (Myanmar) NaN NaN \n", + "East Timor NaN NaN \n", + "Korea, North NaN NaN \n", + "Korea, South NaN NaN \n", + "Russian Federation NaN NaN \n", + "Andorra NaN NaN \n", + "CZ NaN NaN \n", + "Liechtenstein NaN NaN \n", + "Macedonia NaN NaN \n", + "Monaco NaN NaN \n", + "San Marino NaN NaN \n", + "Vatican City NaN NaN \n", + "Antigua and Barbuda NaN NaN \n", + "Bahamas NaN NaN \n", + "Barbados NaN NaN \n", + "Dominica NaN NaN \n", + "Grenada NaN NaN \n", + "Saint Kitts and Nevis NaN NaN \n", + "Saint Lucia NaN NaN \n", + "Saint Vincent and the Grenadines NaN NaN \n", + "US NaN NaN \n", + "Fiji NaN NaN \n", + "Kiribati NaN NaN \n", + "Marshall Islands NaN NaN \n", + "Micronesia NaN NaN \n", + "Nauru NaN NaN \n", + "Palau NaN NaN \n", + "Papua New Guinea NaN NaN \n", + "Samoa NaN NaN \n", + "Solomon Islands NaN NaN \n", + "Tonga NaN NaN \n", + "Tuvalu NaN NaN \n", + "Vanuatu NaN NaN \n", + "\n", + " Healthy life expectancy at birth \\\n", + "Country \n", + "Burkina NaN \n", + "Cape Verde NaN \n", + "Congo NaN \n", + "Congo, Democratic Republic of NaN \n", + "Equatorial Guinea NaN \n", + "Eritrea NaN \n", + "Guinea-Bissau NaN \n", + "Sao Tome and Principe NaN \n", + "Seychelles NaN \n", + "Brunei NaN \n", + "Burma (Myanmar) NaN \n", + "East Timor NaN \n", + "Korea, North NaN \n", + "Korea, South NaN \n", + "Russian Federation NaN \n", + "Andorra NaN \n", + "CZ NaN \n", + "Liechtenstein NaN \n", + "Macedonia NaN \n", + "Monaco NaN \n", + "San Marino NaN \n", + "Vatican City NaN \n", + "Antigua and Barbuda NaN \n", + "Bahamas NaN \n", + "Barbados NaN \n", + "Dominica NaN \n", + "Grenada NaN \n", + "Saint Kitts and Nevis NaN \n", + "Saint Lucia NaN \n", + "Saint Vincent and the Grenadines NaN \n", + "US NaN \n", + "Fiji NaN \n", + "Kiribati NaN \n", + "Marshall Islands NaN \n", + "Micronesia NaN \n", + "Nauru NaN \n", + "Palau NaN \n", + "Papua New Guinea NaN \n", + "Samoa NaN \n", + "Solomon Islands NaN \n", + "Tonga NaN \n", + "Tuvalu NaN \n", + "Vanuatu NaN \n", + "\n", + " Freedom to make life choices Generosity \\\n", + "Country \n", + "Burkina NaN NaN \n", + "Cape Verde NaN NaN \n", + "Congo NaN NaN \n", + "Congo, Democratic Republic of NaN NaN \n", + "Equatorial Guinea NaN NaN \n", + "Eritrea NaN NaN \n", + "Guinea-Bissau NaN NaN \n", + "Sao Tome and Principe NaN NaN \n", + "Seychelles NaN NaN \n", + "Brunei NaN NaN \n", + "Burma (Myanmar) NaN NaN \n", + "East Timor NaN NaN \n", + "Korea, North NaN NaN \n", + "Korea, South NaN NaN \n", + "Russian Federation NaN NaN \n", + "Andorra NaN NaN \n", + "CZ NaN NaN \n", + "Liechtenstein NaN NaN \n", + "Macedonia NaN NaN \n", + "Monaco NaN NaN \n", + "San Marino NaN NaN \n", + "Vatican City NaN NaN \n", + "Antigua and Barbuda NaN NaN \n", + "Bahamas NaN NaN \n", + "Barbados NaN NaN \n", + "Dominica NaN NaN \n", + "Grenada NaN NaN \n", + "Saint Kitts and Nevis NaN NaN \n", + "Saint Lucia NaN NaN \n", + "Saint Vincent and the Grenadines NaN NaN \n", + "US NaN NaN \n", + "Fiji NaN NaN \n", + "Kiribati NaN NaN \n", + "Marshall Islands NaN NaN \n", + "Micronesia NaN NaN \n", + "Nauru NaN NaN \n", + "Palau NaN NaN \n", + "Papua New Guinea NaN NaN \n", + "Samoa NaN NaN \n", + "Solomon Islands NaN NaN \n", + "Tonga NaN NaN \n", + "Tuvalu NaN NaN \n", + "Vanuatu NaN NaN \n", + "\n", + " Perceptions of corruption Positive affect \\\n", + "Country \n", + "Burkina NaN NaN \n", + "Cape Verde NaN NaN \n", + "Congo NaN NaN \n", + "Congo, Democratic Republic of NaN NaN \n", + "Equatorial Guinea NaN NaN \n", + "Eritrea NaN NaN \n", + "Guinea-Bissau NaN NaN \n", + "Sao Tome and Principe NaN NaN \n", + "Seychelles NaN NaN \n", + "Brunei NaN NaN \n", + "Burma (Myanmar) NaN NaN \n", + "East Timor NaN NaN \n", + "Korea, North NaN NaN \n", + "Korea, South NaN NaN \n", + "Russian Federation NaN NaN \n", + "Andorra NaN NaN \n", + "CZ NaN NaN \n", + "Liechtenstein NaN NaN \n", + "Macedonia NaN NaN \n", + "Monaco NaN NaN \n", + "San Marino NaN NaN \n", + "Vatican City NaN NaN \n", + "Antigua and Barbuda NaN NaN \n", + "Bahamas NaN NaN \n", + "Barbados NaN NaN \n", + "Dominica NaN NaN \n", + "Grenada NaN NaN \n", + "Saint Kitts and Nevis NaN NaN \n", + "Saint Lucia NaN NaN \n", + "Saint Vincent and the Grenadines NaN NaN \n", + "US NaN NaN \n", + "Fiji NaN NaN \n", + "Kiribati NaN NaN \n", + "Marshall Islands NaN NaN \n", + "Micronesia NaN NaN \n", + "Nauru NaN NaN \n", + "Palau NaN NaN \n", + "Papua New Guinea NaN NaN \n", + "Samoa NaN NaN \n", + "Solomon Islands NaN NaN \n", + "Tonga NaN NaN \n", + "Tuvalu NaN NaN \n", + "Vanuatu NaN NaN \n", + "\n", + " Negative affect \n", + "Country \n", + "Burkina NaN \n", + "Cape Verde NaN \n", + "Congo NaN \n", + "Congo, Democratic Republic of NaN \n", + "Equatorial Guinea NaN \n", + "Eritrea NaN \n", + "Guinea-Bissau NaN \n", + "Sao Tome and Principe NaN \n", + "Seychelles NaN \n", + "Brunei NaN \n", + "Burma (Myanmar) NaN \n", + "East Timor NaN \n", + "Korea, North NaN \n", + "Korea, South NaN \n", + "Russian Federation NaN \n", + "Andorra NaN \n", + "CZ NaN \n", + "Liechtenstein NaN \n", + "Macedonia NaN \n", + "Monaco NaN \n", + "San Marino NaN \n", + "Vatican City NaN \n", + "Antigua and Barbuda NaN \n", + "Bahamas NaN \n", + "Barbados NaN \n", + "Dominica NaN \n", + "Grenada NaN \n", + "Saint Kitts and Nevis NaN \n", + "Saint Lucia NaN \n", + "Saint Vincent and the Grenadines NaN \n", + "US NaN \n", + "Fiji NaN \n", + "Kiribati NaN \n", + "Marshall Islands NaN \n", + "Micronesia NaN \n", + "Nauru NaN \n", + "Palau NaN \n", + "Papua New Guinea NaN \n", + "Samoa NaN \n", + "Solomon Islands NaN \n", + "Tonga NaN \n", + "Tuvalu NaN \n", + "Vanuatu NaN " + ] + }, + "execution_count": 88, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df3" + ] + }, + { + "cell_type": "markdown", + "id": "db01b828-d1b1-4708-b6bd-3b2dbed54746", + "metadata": {}, + "source": [ + "> Note that I updated these in the spreadsheet manually with Excel because it was faster to do it by hand... I should go back when I have time to do it programmatically..." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.8" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/Assets/Countries/.ipynb_checkpoints/combined-countries-checkpoint.csv b/Assets/Countries/.ipynb_checkpoints/combined-countries-checkpoint.csv new file mode 100644 index 0000000000000000000000000000000000000000..1ca3e0ed1d4b5a9ea8ae8ed86ddfa203f3a62d76 --- /dev/null +++ b/Assets/Countries/.ipynb_checkpoints/combined-countries-checkpoint.csv @@ -0,0 +1,167 @@ +,Country,year,Life Ladder,Log GDP per capita,Social support,Healthy life expectancy at birth,Freedom to make life choices,Generosity,Perceptions of corruption,Positive affect,Negative affect,Continent +0,Zimbabwe,2020,3.159802198410034,7.828756809234619,0.7172426581382751,56.79999923706055,0.6433029770851135,-0.00869576446712017,0.7885227799415588,0.702572762966156,0.34573638439178467,Africa +1,Benin,2020,4.407745838165283,8.10229206085205,0.5066360831260681,55.099998474121094,0.7831146717071533,-0.08348871022462845,0.5318836569786072,0.6085846424102783,0.3045124411582947,Africa +2,United Kingdom,2020,6.798177242279053,10.625810623168945,0.9293532371520996,72.69999694824219,0.8846240043640137,0.20250841975212097,0.49020394682884216,0.758163571357727,0.2246551215648651,Europe +3,Philippines,2020,5.079585075378418,9.061443328857422,0.7811403870582581,62.099998474121094,0.9320417046546936,-0.11554288119077682,0.7442836761474609,0.8035621047019958,0.3268890082836151,Asia +4,Iraq,2020,4.785165309906006,9.16718578338623,0.7078474760055542,61.400001525878906,0.7002145648002625,-0.020748287439346313,0.8491087555885315,0.6444642543792725,0.5315389037132263,Asia +5,Belgium,2020,6.838760852813721,10.770537376403809,0.9035586714744568,72.4000015258789,0.7669178247451782,-0.16378448903560638,0.6336267590522766,0.6465103030204773,0.2601887881755829,Europe +6,Iran,2020,4.864528179168701,,0.7572186589241028,66.5999984741211,0.5995944738388062,,0.7099016904830933,0.5824205279350281,0.47024500370025635,Asia +7,Poland,2020,6.139455318450928,10.371203422546387,0.9531717300415039,70.0999984741211,0.7674286961555481,-0.006559355650097132,0.7868736386299133,0.759842574596405,0.32893791794776917,Europe +8,Portugal,2020,5.767792224884033,10.370820045471191,0.8749903440475464,72.80000305175781,0.9131307601928711,-0.23809020221233368,0.8671571612358093,0.6477688550949097,0.3828126788139343,Europe +9,India,2020,4.225281238555908,8.70277214050293,0.616639256477356,60.900001525878906,0.9063913226127625,0.07482379674911499,0.7801240086555481,0.7524339556694031,0.3831625282764435,Asia +10,Israel,2020,7.194928169250488,10.538053512573242,0.9590721726417542,73.69999694824219,0.831315815448761,-0.04937167465686798,0.7476390600204468,0.6213983297348022,0.2428257316350937,Asia +11,Iceland,2020,7.575489521026611,10.824200630187988,0.9832860827445984,73.0,0.9486271739006042,0.16027399897575378,0.6440638899803162,0.8630176186561584,0.17179514467716217,Europe +12,United Arab Emirates,2020,6.458392143249512,11.052889823913574,0.8267555832862854,67.5,0.942161500453949,0.060019660741090775,,0.7516599297523499,0.2984803020954132,Asia +13,Hungary,2020,6.038049697875977,10.335147857666016,0.9434003829956055,68.4000015258789,0.7709680795669556,-0.12040461599826813,0.8361051082611084,0.7352383732795715,0.24005194008350372,Europe +14,Hong Kong S.A.R. of China,2020,5.295341491699219,,0.8129429817199707,,0.7054522633552551,,0.3803512156009674,0.608647346496582,0.210313618183136, +15,Bolivia,2020,5.559258937835693,8.997989654541016,0.8048108816146851,64.19999694824219,0.8770319223403931,-0.05376378819346428,0.8682082891464233,0.7898184657096863,0.3817911744117737,South America +16,Russia,2020,5.495288848876953,10.162235260009766,0.8870201706886292,65.0999984741211,0.7144664525985718,-0.07061229646205902,0.8230475187301636,0.6452149748802185,0.18952153623104095, +17,Saudi Arabia,2020,6.559588432312012,10.700662612915039,0.8902559280395508,66.9000015258789,0.8842201232910156,-0.11053171008825302,,0.7536076307296753,0.25119906663894653,Asia +18,Ireland,2020,7.03493070602417,11.322803497314453,0.9603110551834106,72.5,0.8820982575416565,0.013816552236676216,0.3556327223777771,0.7966610193252563,0.24644726514816284,Europe +19,Italy,2020,6.488356113433838,10.56257152557373,0.8898240327835083,74.0,0.7181554436683655,-0.14993725717067719,0.8440945744514465,0.6702133417129517,0.3110021650791168,Europe +20,Ukraine,2020,5.2696757316589355,9.427873611450195,0.884686291217804,65.19999694824219,0.7842734456062317,0.1263442039489746,0.9456689953804016,0.6877206563949585,0.28473618626594543,Europe +21,Kenya,2020,4.546584129333496,8.36528205871582,0.6737176179885864,61.29999923706055,0.7020344734191895,0.2599695920944214,0.8365160226821899,0.7334348559379578,0.2969804108142853,Africa +22,Latvia,2020,6.229008674621582,10.299590110778809,0.9280121922492981,67.4000015258789,0.8201116919517517,-0.077660471200943,0.808821976184845,0.7136284112930298,0.20158237218856812,Europe +23,Laos,2020,5.284390926361084,8.959955215454102,0.6603962779045105,59.5,0.9150282144546509,0.14143069088459015,0.7479977011680603,0.8216802477836609,0.3583492636680603,Asia +24,Nigeria,2020,5.50294828414917,8.484203338623047,0.7392894625663757,50.5,0.713061511516571,0.09940405935049057,0.9127744436264038,0.7439777255058289,0.31588682532310486,Africa +25,Austria,2020,7.213489055633545,10.851118087768555,0.924831211566925,73.5999984741211,0.9119098782539368,0.01103174313902855,0.4638301730155945,0.7693166136741638,0.20649965107440948,Europe +26,Kyrgyzstan,2020,6.24958610534668,8.503411293029785,0.9022229909896851,64.69999694824219,0.9348853230476379,0.10286574065685272,0.9313175082206726,0.8030253648757935,0.25781306624412537,Asia +27,North Macedonia,2020,5.053664207458496,9.690014839172363,0.7503741979598999,65.55988311767578,0.7872847318649292,0.13127434253692627,0.8774211406707764,0.6046268343925476,0.3651260733604431, +28,Kosovo,2020,6.294414043426514,,0.7923744916915894,,0.8798375725746155,,0.9098938703536987,0.7262398600578308,0.20145803689956665, +29,Norway,2020,7.290032386779785,11.042160034179688,0.9559799432754517,73.4000015258789,0.9645611047744751,0.07514853775501251,0.2710832953453064,0.823093831539154,0.2160339206457138,Europe +30,United States,2020,7.028088092803955,11.000656127929688,0.9373698234558105,68.0999984741211,0.8504472970962524,0.03410335257649422,0.6781246066093445,0.7873719930648804,0.2954990267753601, +31,Kazakhstan,2020,6.168269157409668,10.135335922241211,0.966448962688446,65.80000305175781,0.8721001148223877,-0.056175168603658676,0.6607988476753235,0.6841026544570923,0.15035991370677948,Asia +32,Bahrain,2020,6.173175811767578,10.619903564453125,0.8477450609207153,69.69999694824219,0.9452325701713562,0.13244104385375977,,0.7897949814796448,0.29683545231819153,Asia +33,Uruguay,2020,6.309681415557861,9.9371919631958,0.9210703372955322,69.19999694824219,0.9077619314193726,-0.08398690074682236,0.49100783467292786,0.8073509335517883,0.2646920680999756,South America +34,Jordan,2020,4.093991756439209,9.149994850158691,0.7088398933410645,67.19999694824219,0.7785334587097168,-0.14982588589191437,,,,Asia +35,Japan,2020,6.1179633140563965,10.579547882080078,0.8872491121292114,75.19999694824219,0.806036114692688,-0.2587452828884125,0.6086985468864441,0.7424694299697876,0.18646100163459778,Asia +36,Bangladesh,2020,5.27998685836792,8.47219467163086,0.7393379211425781,65.30000305175781,0.7774671912193298,-0.008851290680468082,0.7416591644287109,0.5823808312416077,0.33170878887176514,Asia +37,Ivory Coast,2020,5.256503582000732,8.564923286437988,0.6131063103675842,50.70000076293945,0.7699980139732361,0.015563689172267914,0.7766872644424438,0.6926469206809998,0.3399190902709961,Africa +38,Bosnia and Herzegovina,2020,5.5158162117004395,9.583344459533691,0.8985186815261841,68.4000015258789,0.740250825881958,0.13795417547225952,0.9160521626472473,0.6442373394966125,0.3254123032093048,Europe +39,Greece,2020,5.787615776062012,10.214579582214355,0.7785365581512451,72.80000305175781,0.5646136403083801,-0.2408064603805542,0.7643245458602905,0.6844578385353088,0.32168421149253845,Europe +40,Australia,2020,7.1373677253723145,10.75986385345459,0.9365170001983643,74.19999694824219,0.9052829742431641,0.21003030240535736,0.49109482765197754,0.7691817283630371,0.20507767796516418,Oceania +41,Croatia,2020,6.507992267608643,10.165817260742188,0.9229134917259216,71.4000015258789,0.8366576433181763,-0.06296810507774353,0.9609392881393433,0.7427805066108704,0.28560975193977356,Europe +42,Tunisia,2020,4.73081111907959,9.230624198913574,0.7190132141113281,67.5,0.6677581071853638,-0.20181423425674438,0.877354085445404,0.5846338868141174,0.43877434730529785,Africa +43,Spain,2020,6.502175331115723,10.488059043884277,0.934934675693512,75.0,0.7832565307617188,-0.12061331421136856,0.7299774885177612,0.6861776113510132,0.31661710143089294,Europe +44,Denmark,2020,7.514631271362305,10.909995079040527,0.9473713636398315,73.0,0.9379318356513977,0.05229302495718002,0.2138417512178421,0.8176636695861816,0.2271018922328949,Europe +45,Cameroon,2020,5.241077899932861,8.174633979797363,0.7200466394424438,54.29999923706055,0.6745091676712036,0.049266181886196136,0.8365172147750854,0.6296146512031555,0.3864789605140686,Africa +46,Czech Republic,2020,6.897091388702393,10.530134201049805,0.9640536904335022,71.30000305175781,0.9064220190048218,-0.1270223706960678,0.8836995959281921,0.8320576548576355,0.29044169187545776, +47,Cyprus,2020,6.259810447692871,,0.8055593967437744,74.0999984741211,0.7627823352813721,,0.8162317276000977,0.7588630318641663,0.28352245688438416,Europe +48,Sweden,2020,7.314341068267822,10.83790397644043,0.9355823397636414,72.80000305175781,0.9511815905570984,0.09081844985485077,0.20344014465808868,0.7663760781288147,0.2219332903623581,Europe +49,Canada,2020,7.024904727935791,10.729514122009277,0.930610716342926,74.0,0.8868921995162964,0.049636855721473694,0.43401235342025757,0.7959487438201904,0.30667373538017273,North America +50,South Korea,2020,5.79269552230835,10.64807415008545,0.8079522848129272,74.19999694824219,0.711480438709259,-0.1058678925037384,0.6646940112113953,0.6395556926727295,0.2470596581697464, +51,Switzerland,2020,7.508435249328613,11.080892562866211,0.9463164806365967,74.69999694824219,0.917343258857727,-0.06350205838680267,0.2803671360015869,0.7687047123908997,0.19322898983955383,Europe +52,Thailand,2020,5.884544372558594,9.769243240356445,0.8667026162147522,67.5999984741211,0.8404632806777954,0.2730555832386017,0.9183400273323059,0.7832698822021484,0.32616856694221497,Asia +53,Taiwan Province of China,2020,6.751067638397217,,0.9008325338363647,,0.7988347411155701,,0.7105674147605896,0.8453933596611023,0.08273695409297943, +54,Colombia,2020,5.709175109863281,9.495491027832031,0.7970352172851562,68.30000305175781,0.8401861190795898,-0.0846422091126442,0.807964026927948,0.7951326966285706,0.3401585817337036,South America +55,Tajikistan,2020,5.373398780822754,8.08035659790039,0.7897445559501648,64.69999694824219,,-0.04046706482768059,0.5497864484786987,0.7488976120948792,0.3441612720489502,Asia +56,Tanzania,2020,3.785684108734131,7.881270408630371,0.7398170828819275,58.5,0.83034348487854,0.29527199268341064,0.5206316709518433,0.6855331063270569,0.2711179256439209,Africa +57,China,2020,5.771064758300781,9.701754570007324,0.808334469795227,69.9000015258789,0.8911229968070984,-0.1032143384218216,,0.789345383644104,0.24491822719573975,Asia +58,Dominican Republic,2020,5.168409824371338,9.802446365356445,0.8061176538467407,66.4000015258789,0.8346429467201233,-0.1278340369462967,0.6361165642738342,0.7338669300079346,0.3139283061027527,North America +59,Cambodia,2020,4.3769850730896,8.36193561553955,0.7244226336479187,62.400001525878906,0.9630754590034485,0.052429765462875366,0.8630539774894714,0.8779535293579102,0.3898516297340393,Asia +60,Ghana,2020,5.319483280181885,8.589605331420898,0.6427033543586731,58.0,0.8237200379371643,0.19963206350803375,0.8470249176025391,0.7127659320831299,0.2527284324169159,Africa +61,Slovakia,2020,6.519098281860352,10.331512451171875,0.9541599750518799,69.5,0.7618966102600098,-0.07487351447343826,0.9005336761474609,0.7635828852653503,0.27444788813591003,Europe +62,Serbia,2020,6.04154634475708,9.788259506225586,0.8521018624305725,69.0,0.8434798717498779,0.14940130710601807,0.8244724869728088,0.6028461456298828,0.3575802743434906,Europe +63,Uganda,2020,4.640909671783447,7.684450149536133,0.8004611730575562,56.5,0.6874821186065674,0.14711755514144897,0.8775872588157654,0.698948860168457,0.42470666766166687,Africa +64,Germany,2020,7.3118977546691895,10.83349895477295,0.9050804972648621,72.80000305175781,0.8643560409545898,-0.06004804000258446,0.4240887761116028,0.7595943212509155,0.20592711865901947,Europe +65,Georgia,2020,5.123143196105957,9.569304466247559,0.7183459401130676,64.0999984741211,0.7643523812294006,-0.22112546861171722,0.5827347040176392,0.6108949184417725,0.2945120632648468,Europe +66,Brazil,2020,6.109717845916748,9.522140502929688,0.8308321237564087,66.80000305175781,0.7862350940704346,-0.05282001942396164,0.7287722229957581,0.6920238733291626,0.3891385495662689,South America +67,France,2020,6.714111804962158,10.643280029296875,0.9473540186882019,74.19999694824219,0.8233863115310669,-0.16896052658557892,0.5646405816078186,0.731813907623291,0.23095043003559113,Europe +68,Bulgaria,2020,5.597723007202148,9.990657806396484,0.9162423610687256,67.19999694824219,0.8182247877120972,-0.004322313703596592,0.9006329774856567,0.7058346271514893,0.22135105729103088,Europe +69,Finland,2020,7.889349937438965,10.750446319580078,0.9616207480430603,72.0999984741211,0.9624236822128296,-0.11553198844194412,0.16363589465618134,0.7442921996116638,0.19289757311344147,Europe +70,Ecuador,2020,5.354461669921875,9.243865013122559,0.8040085434913635,69.0999984741211,0.8285115361213684,-0.15709003806114197,0.8547804951667786,0.7899407148361206,0.4160279631614685,South America +71,Ethiopia,2020,4.549219608306885,7.710982799530029,0.8231375813484192,59.5,0.768694281578064,0.18849685788154602,0.7838224172592163,0.6693886518478394,0.25151434540748596,Africa +72,Slovenia,2020,6.462076187133789,10.477869987487793,0.9534375071525574,71.69999694824219,0.9584425687789917,-0.08135689049959183,0.7965574860572815,0.6099492311477661,0.3138525187969208,Europe +73,Estonia,2020,6.452563762664795,10.458588600158691,0.9577704668045044,69.0,0.9542005658149719,-0.08227915316820145,0.39783477783203125,0.8069238066673279,0.1876794993877411,Europe +74,El Salvador,2020,5.4619269371032715,9.018845558166504,0.6956243515014648,66.69999694824219,0.9239448308944702,-0.1264744997024536,0.5830363631248474,0.8389042019844055,0.32943978905677795,North America +75,Turkey,2020,4.861554145812988,10.219083786010742,0.8567302227020264,67.5999984741211,0.5103858709335327,-0.11088898777961731,0.7744171619415283,0.38429245352745056,0.4403873085975647,Asia +76,South Africa,2020,4.946800708770752,9.332463264465332,0.8910503387451172,57.29999923706055,0.7569462656974792,-0.014951311983168125,0.9124072194099426,0.8203377723693848,0.29427647590637207,Africa +77,Egypt,2020,4.4723968505859375,9.382726669311523,0.6727254986763,62.29999923706055,0.7695503234863281,-0.1123419776558876,,0.5989086627960205,0.442033588886261,Africa +78,Venezuela,2020,4.573829650878906,,0.8052242398262024,66.9000015258789,0.6118146181106567,,0.81131911277771,0.7223914265632629,0.396250456571579,South America +79,Chile,2020,6.1506428718566895,10.0201416015625,0.8884122967720032,70.0999984741211,0.7813835740089417,0.03299075737595558,0.8118188381195068,0.8146027326583862,0.3360286056995392,South America +80,Lithuania,2020,6.391378879547119,10.503606796264648,0.952544093132019,68.5,0.8240605592727661,-0.12178131192922592,0.829204797744751,0.6602295637130737,0.20191200077533722,Europe +81,Moldova,2020,5.811628818511963,9.462109565734863,0.8740617632865906,66.4000015258789,0.8590832352638245,-0.05827857926487923,0.9414389729499817,0.7272245287895203,0.2678360641002655,Europe +82,Netherlands,2020,7.504447937011719,10.900500297546387,0.9439561367034912,72.5,0.9345226287841797,0.15129804611206055,0.2806045114994049,0.7839906215667725,0.2465113252401352,Europe +83,Mongolia,2020,6.011364936828613,9.395559310913086,0.9177891612052917,62.70000076293945,0.7184910178184509,0.1413574516773224,0.8428276777267456,0.6364434957504272,0.25998303294181824,Asia +84,Mauritius,2020,6.015300273895264,9.972017288208008,0.8925659656524658,67.0,0.8425980806350708,-0.03669271990656853,0.771790087223053,0.7669844627380371,0.1384017914533615,Africa +85,Mexico,2020,5.964221000671387,9.78218936920166,0.7788162231445312,68.9000015258789,0.8733469843864441,-0.1193898618221283,0.778165876865387,0.8101091384887695,0.29155611991882324,North America +86,New Zealand,2020,7.257381916046143,10.600457191467285,0.9519907832145691,73.5999984741211,0.9181545972824097,0.1252596527338028,0.2827679514884949,0.8494150042533875,0.20854105055332184,Oceania +87,Namibia,2020,4.451010227203369,9.10413932800293,0.7405703067779541,57.099998474121094,0.6656819581985474,-0.10388018190860748,0.8103548288345337,0.6479195356369019,0.24754208326339722,Africa +88,Myanmar,2020,4.431364059448242,8.553914070129395,0.7957632541656494,59.599998474121094,0.8248707056045532,0.4702581763267517,0.6467021107673645,0.7997491955757141,0.2892182171344757, +89,Malta,2020,6.156822681427002,,0.9379202723503113,72.19999694824219,0.9306004643440247,,0.674626350402832,0.6014958620071411,0.41091322898864746,Europe +90,Zambia,2020,4.837992191314697,8.11658000946045,0.7668716311454773,56.29999923706055,0.7504224181175232,0.056029193103313446,0.8097497820854187,0.691082239151001,0.34452593326568604,Africa +91,Argentina,2020,5.900567054748535,9.850449562072754,0.8971038460731506,69.19999694824219,0.8233916163444519,-0.12235432863235474,0.8157804608345032,0.7635238766670227,0.34249693155288696,South America +92,Morocco,2020,4.80261754989624,8.870917320251465,0.5525200963020325,66.5,0.8189952373504639,-0.22857755422592163,0.8027402758598328,0.5871824026107788,0.2564311921596527,Africa +93,Albania,2020,5.364909648895264,9.497251510620117,0.7101150155067444,69.30000305175781,0.7536710500717163,0.006968025118112564,0.8913589715957642,0.6786612272262573,0.26506611704826355,Europe +94,Montenegro,2020,5.72216272354126,9.912668228149414,0.8871294856071472,68.9000015258789,0.8018550872802734,0.059815771877765656,0.8446871042251587,0.6032826900482178,0.41137781739234924,Europe +95,Guinea,2019,4.767684459686279,7.849340438842773,0.6551241874694824,55.5,0.691399097442627,0.09681724011898041,0.7555854916572571,0.6846469044685364,0.4733884334564209,Africa +96,Yemen,2019,4.19691276550293,,0.8700428009033203,57.5,0.6513082385063171,,0.7982282638549805,0.5428059101104736,0.2130432277917862,Asia +97,Guatemala,2019,6.2621750831604,9.063875198364258,0.774074375629425,65.0999984741211,0.9006763100624084,-0.06230298802256584,0.7725779414176941,0.859412670135498,0.3107892572879791,North America +98,Malaysia,2019,5.427954196929932,10.252403259277344,0.8424988389015198,67.19999694824219,0.9157786965370178,0.12332413345575333,0.7819439172744751,0.8341774940490723,0.17607168853282928,Asia +99,Rwanda,2019,3.2681522369384766,7.7080607414245605,0.48945823311805725,61.70000076293945,0.868999183177948,0.06406588107347488,0.16797089576721191,0.7360679507255554,0.4176676869392395,Africa +100,Sri Lanka,2019,4.21329927444458,9.478693962097168,0.8149391412734985,67.4000015258789,0.8242773413658142,0.051186613738536835,0.86334228515625,0.8163903951644897,0.3145427107810974,Asia +101,Malawi,2019,3.869123697280884,6.965763092041016,0.5489560961723328,58.29999923706055,0.7648642063140869,0.003596819471567869,0.680247962474823,0.5366970300674438,0.348162442445755,Africa +102,Nepal,2019,5.448724746704102,8.136457443237305,0.772273063659668,64.5999984741211,0.790347695350647,0.16697579622268677,0.7118424773216248,0.5357981324195862,0.35710030794143677,Asia +103,Swaziland,2019,4.396114826202393,9.069709777832031,0.759097695350647,51.27039337158203,0.5966824293136597,-0.19073791801929474,0.7235077619552612,0.7776272892951965,0.27959516644477844,Africa +104,Romania,2019,6.129942417144775,10.305913925170898,0.841905951499939,67.5,0.8475431799888611,-0.22142210602760315,0.9541307091712952,0.6974433660507202,0.24365922808647156,Europe +105,Senegal,2019,5.488736629486084,8.130020141601562,0.6876140832901001,60.0,0.7588417530059814,-0.01880391500890255,0.7956734299659729,0.7889730334281921,0.3319258391857147,Africa +106,Honduras,2019,5.930051326751709,8.653117179870605,0.7971483469009399,67.4000015258789,0.8461900353431702,0.06270892173051834,0.8149629235267639,0.8499549627304077,0.27888208627700806,North America +107,Mali,2019,4.987991809844971,7.752494812011719,0.7545580863952637,52.20000076293945,0.6704050898551941,-0.03785175830125809,0.846340000629425,0.7115226984024048,0.35776451230049133,Africa +108,Mauritania,2019,4.152619361877441,8.555842399597168,0.7981019616127014,57.29999923706055,0.6275051832199097,-0.10185665637254715,0.7428902983665466,0.6918314695358276,0.2597385048866272,Africa +109,Turkmenistan,2019,5.474299907684326,9.65118408203125,0.9815017580986023,62.599998474121094,0.8915268778800964,0.2848806381225586,,0.5099145174026489,0.18334324657917023,Asia +110,Burkina Faso,2019,4.7408928871154785,7.691488265991211,0.6831023693084717,54.400001525878906,0.6775468587875366,-0.004089894238859415,0.7293965816497803,0.6909258961677551,0.3647753894329071, +111,Algeria,2019,4.744627475738525,9.336946487426758,0.8032586574554443,66.0999984741211,0.3850834369659424,0.005086520221084356,0.740609347820282,0.5849443078041077,0.21519775688648224,Africa +112,Botswana,2019,3.4710848331451416,9.785069465637207,0.7736672163009644,59.599998474121094,0.8325426578521729,-0.23900093138217926,0.792079508304596,0.7117963433265686,0.2727217674255371,Africa +113,Sierra Leone,2019,3.4473814964294434,7.449131965637207,0.6107797622680664,52.400001525878906,0.7177695631980896,0.07405570149421692,0.8738614320755005,0.5133752226829529,0.43813446164131165,Africa +114,Mozambique,2019,4.932132720947266,7.154966831207275,0.742303729057312,55.20000076293945,0.8698102235794067,0.07274501770734787,0.6819004416465759,0.5872747302055359,0.384122759103775,Africa +115,Singapore,2019,6.378359794616699,11.485980033874512,0.9249183535575867,77.0999984741211,0.9380417466163635,0.027229677885770798,0.06961960345506668,0.7225980162620544,0.13806915283203125,Asia +116,Gambia,2019,5.1636271476745605,7.699349880218506,0.6938701272010803,55.29999923706055,0.6765952706336975,0.4101804792881012,0.7981081008911133,0.7728161811828613,0.40072327852249146,Africa +117,Gabon,2019,4.914393424987793,9.607087135314941,0.7630516886711121,60.20000076293945,0.736349880695343,-0.20251981914043427,0.8462542295455933,0.6927024126052856,0.4129609763622284,Africa +118,Indonesia,2019,5.346512794494629,9.376888275146484,0.8019180297851562,62.29999923706055,0.8658591508865356,0.5553480386734009,0.8607847690582275,0.8767140507698059,0.3017027974128723,Asia +119,Azerbaijan,2019,5.173389434814453,9.575250625610352,0.886756420135498,65.80000305175781,0.8542485237121582,-0.2141629159450531,0.4572606682777405,0.6425468325614929,0.16392025351524353,Europe +120,Chad,2019,4.250799179077148,7.364943981170654,0.6404520869255066,48.70000076293945,0.5372456908226013,0.05500093847513199,0.8322834968566895,0.5872111916542053,0.46006128191947937,Africa +121,Liberia,2019,5.121460914611816,7.263903617858887,0.7124737501144409,56.900001525878906,0.7058745622634888,0.050611626356840134,0.8284689784049988,0.635608971118927,0.3891325891017914,Africa +122,Libya,2019,5.330222129821777,9.627349853515625,0.826719343662262,62.29999923706055,0.7619643211364746,-0.07267285138368607,0.6864129900932312,0.7087408900260925,0.4007374346256256,Africa +123,Pakistan,2019,4.442717552185059,8.453290939331055,0.6172957420349121,58.900001525878906,0.6846755743026733,0.12372947484254837,0.775998055934906,0.5810673832893372,0.4242400825023651,Asia +124,Armenia,2019,5.488086700439453,9.521769523620605,0.7816038727760315,67.19999694824219,0.8443241119384766,-0.17236898839473724,0.583472728729248,0.5982378125190735,0.43046340346336365,Europe +125,Comoros,2019,4.608616352081299,8.033134460449219,0.6320129632949829,57.5,0.5382615327835083,0.0772530809044838,0.7622324824333191,0.7362217307090759,0.33616289496421814,Africa +126,Afghanistan,2019,2.375091791152954,7.6972479820251465,0.41997286677360535,52.400001525878906,0.3936561644077301,-0.10845886915922165,0.9238491058349609,0.35138705372810364,0.5024737119674683,Asia +127,Palestinian Territories,2019,4.482537269592285,,0.832550048828125,,0.653488278388977,,0.8292827606201172,0.6251764297485352,0.3996722996234894, +128,Nicaragua,2019,6.112545013427734,8.59546947479248,0.873863935470581,67.80000305175781,0.8826784491539001,0.029247265309095383,0.6219817399978638,0.835423469543457,0.33701297640800476,North America +129,Niger,2019,5.003544330596924,7.105849266052246,0.6769587397575378,54.0,0.8313618898391724,0.025959890335798264,0.7288551330566406,0.8159151673316956,0.3044382631778717,Africa +130,Lebanon,2019,4.024219512939453,9.596782684326172,0.8659685254096985,67.5999984741211,0.44700148701667786,-0.08108239620923996,0.890415608882904,0.32168975472450256,0.4944990277290344,Asia +131,Lesotho,2019,3.5117805004119873,7.925776958465576,0.7897053956985474,48.70000076293945,0.7163135409355164,-0.13053622841835022,0.9149514436721802,0.7348799109458923,0.27342551946640015,Africa +132,Uzbekistan,2019,6.154049396514893,8.853480339050293,0.9152759313583374,65.4000015258789,0.9702945351600647,0.3042975962162018,0.5111968517303467,0.8448085188865662,0.21974551677703857,Asia +133,North Cyprus,2019,5.466615200042725,,0.8032945394515991,,0.7927346229553223,,0.6400588750839233,0.49369287490844727,0.2964111268520355, +134,Kuwait,2019,6.106119632720947,10.816696166992188,0.8415197730064392,66.9000015258789,0.8672738075256348,-0.10416107624769211,,0.6953627467155457,0.3028763234615326,Asia +135,Congo (Brazzaville),2019,5.21262264251709,8.101092338562012,0.624768078327179,58.5,0.6864519715309143,-0.04605123773217201,0.740589439868927,0.6452539563179016,0.40504083037376404, +136,Peru,2019,5.9993815422058105,9.46093463897705,0.8090759515762329,68.4000015258789,0.8148059248924255,-0.1297357827425003,0.8736019134521484,0.820448100566864,0.3749854862689972,South America +137,Vietnam,2019,5.467451095581055,8.992330551147461,0.8475921154022217,68.0999984741211,0.9524691700935364,-0.12553076446056366,0.7878892421722412,0.7511599063873291,0.18561019003391266,Asia +138,Togo,2019,4.1794939041137695,7.375211238861084,0.5387021899223328,55.099998474121094,0.6174197793006897,0.06477482616901398,0.7366750240325928,0.5902292728424072,0.4438698887825012,Africa +139,Belarus,2019,5.821453094482422,9.860038757324219,0.9167404770851135,66.4000015258789,0.656933605670929,-0.18593330681324005,0.5459047555923462,0.5908505916595459,0.18982140719890594,Europe +140,Madagascar,2019,4.33908748626709,7.4062371253967285,0.7006101012229919,59.5,0.5495352149009705,-0.012468654662370682,0.7199826836585999,0.7231946587562561,0.3039596676826477,Africa +141,Costa Rica,2019,6.997618675231934,9.885446548461914,0.9060774445533752,71.5,0.9268301129341125,-0.14599433541297913,0.83562833070755,0.8483476042747498,0.3033272325992584,North America +142,Luxembourg,2019,7.40401554107666,11.648168563842773,0.9121045470237732,72.5999984741211,0.930321216583252,-0.04505761340260506,0.38959842920303345,0.7891863584518433,0.21163980662822723,Europe +143,Panama,2019,6.0859551429748535,10.356431007385254,0.8857213854789734,69.69999694824219,0.882961094379425,-0.1989849954843521,0.8688275218009949,0.877561628818512,0.2435666024684906,North America +144,Paraguay,2019,5.652625560760498,9.44814395904541,0.8924871683120728,65.9000015258789,0.8760526180267334,0.02811283804476261,0.8817861080169678,0.857724130153656,0.2751867175102234,South America +145,Jamaica,2019,6.309238910675049,9.186201095581055,0.8778144717216492,67.5,0.8906708359718323,-0.13679705560207367,0.8853300213813782,0.7520411014556885,0.1952841430902481,North America +146,Maldives,2018,5.197574615478516,9.8259859085083,0.9133150577545166,70.5999984741211,0.8547592759132385,0.0239978339523077,,,,Asia +147,Haiti,2018,3.6149280071258545,7.477138042449951,0.5379759073257446,55.70000076293945,0.5914683938026428,0.4215203523635864,0.7204447388648987,0.5841132998466492,0.3587200343608856,North America +148,Burundi,2018,3.775283098220825,6.635322093963623,0.48471522331237793,53.400001525878906,0.6463986039161682,-0.023876165971159935,0.5986076593399048,0.6664415001869202,0.3627665936946869,Africa +149,Congo (Kinshasa),2017,4.311033248901367,6.965845584869385,0.6696884036064148,52.900001525878906,0.704239547252655,0.06837817281484604,0.8091818690299988,0.5505259037017822,0.40426206588745117, +150,Central African Republic,2017,3.4758620262145996,6.816519260406494,0.31958913803100586,45.20000076293945,0.6452523469924927,0.07278610020875931,0.8895660042762756,0.6138651967048645,0.5993354916572571,Africa +151,Trinidad and Tobago,2017,6.191859722137451,10.182920455932617,0.9160290360450745,63.5,0.8591404557228088,0.014855396002531052,0.911336362361908,0.8464670777320862,0.24809880554676056,North America +152,South Sudan,2017,2.816622495651245,,0.556822657585144,51.0,0.4560110867023468,,0.7612696290016174,0.5856021642684937,0.5173637866973877,Africa +153,Somalia,2016,4.667941093444824,,0.5944165587425232,50.0,0.9173228144645691,,0.440801739692688,0.8914231657981873,0.19328223168849945,Africa +154,Syria,2015,3.4619128704071045,8.441536903381348,0.46391287446022034,55.20000076293945,0.44827085733413696,0.044834915548563004,0.685236930847168,0.36943960189819336,0.64258873462677,Asia +155,Qatar,2015,6.3745293617248535,11.485614776611328,,68.30000305175781,,,,,,Asia +156,Bhutan,2015,5.082128524780273,9.218923568725586,0.8475744128227234,60.20000076293945,0.8301015496253967,0.2774123549461365,0.6339557766914368,0.8096414804458618,0.3115893006324768,Asia +157,Sudan,2014,4.138672828674316,8.317068099975586,0.8106155395507812,55.119998931884766,0.3900958001613617,-0.06339464336633682,0.793785035610199,0.5408450365066528,0.3027249872684479,Africa +158,Angola,2014,3.7948379516601562,9.016735076904297,0.7546154856681824,54.599998474121094,0.3745415508747101,-0.167722687125206,0.8340756297111511,0.5785171389579773,0.36786413192749023,Africa +159,Belize,2014,5.955646514892578,8.883127212524414,0.7569324970245361,62.220001220703125,0.8735690712928772,0.021995628252625465,0.7821053862571716,0.7549773454666138,0.2816044092178345,North America +160,Suriname,2012,6.269286632537842,9.79708480834961,0.7972620725631714,62.2400016784668,0.8854884505271912,-0.07717316597700119,0.7512828707695007,0.7642226815223694,0.2503649890422821,South America +161,Somaliland region,2012,5.057314395904541,,0.786291241645813,,0.7582190036773682,,0.3338317275047302,0.7351891398429871,0.15242822468280792, +162,Oman,2011,6.852982044219971,10.382461547851562,,65.5,0.9162930250167847,0.02490849234163761,,,0.2951641082763672,Asia +163,Djibouti,2011,4.3691935539245605,7.880099296569824,0.6329732537269592,54.70000076293945,0.7464394569396973,-0.05731891468167305,0.5189301371574402,0.5793028473854065,0.1805926263332367,Africa +164,Guyana,2007,5.992826461791992,8.77328872680664,0.8487651944160461,57.2599983215332,0.6940056681632996,0.11003703624010086,0.8355690836906433,0.7675405740737915,0.29641976952552795,South America +165,Cuba,2006,5.417868614196777,,0.9695951342582703,68.44000244140625,0.28145793080329895,,,0.6467117667198181,0.27660152316093445,North America diff --git a/Assets/Countries/.ipynb_checkpoints/countries-checkpoint.csv b/Assets/Countries/.ipynb_checkpoints/countries-checkpoint.csv new file mode 100644 index 0000000000000000000000000000000000000000..edaac5c08d1e251e263f4a56fd398de72d815de0 --- /dev/null +++ b/Assets/Countries/.ipynb_checkpoints/countries-checkpoint.csv @@ -0,0 +1,195 @@ +Country,Continent +Algeria,Africa +Angola,Africa +Benin,Africa +Botswana,Africa +Burkina,Africa +Burundi,Africa +Cameroon,Africa +Cape Verde,Africa +Central African Republic,Africa +Chad,Africa +Comoros,Africa +Congo,Africa +"Congo, Democratic Republic of",Africa +Djibouti,Africa +Egypt,Africa +Equatorial Guinea,Africa +Eritrea,Africa +Ethiopia,Africa +Gabon,Africa +Gambia,Africa +Ghana,Africa +Guinea,Africa +Guinea-Bissau,Africa +Ivory Coast,Africa +Kenya,Africa +Lesotho,Africa +Liberia,Africa +Libya,Africa +Madagascar,Africa +Malawi,Africa +Mali,Africa +Mauritania,Africa +Mauritius,Africa +Morocco,Africa +Mozambique,Africa +Namibia,Africa +Niger,Africa +Nigeria,Africa +Rwanda,Africa +Sao Tome and Principe,Africa +Senegal,Africa +Seychelles,Africa +Sierra Leone,Africa +Somalia,Africa +South Africa,Africa +South Sudan,Africa +Sudan,Africa +Swaziland,Africa +Tanzania,Africa +Togo,Africa +Tunisia,Africa +Uganda,Africa +Zambia,Africa +Zimbabwe,Africa +Afghanistan,Asia +Bahrain,Asia +Bangladesh,Asia +Bhutan,Asia +Brunei,Asia +Burma (Myanmar),Asia +Cambodia,Asia +China,Asia +East Timor,Asia +India,Asia +Indonesia,Asia +Iran,Asia +Iraq,Asia +Israel,Asia +Japan,Asia +Jordan,Asia +Kazakhstan,Asia +"Korea, North",Asia +"Korea, South",Asia +Kuwait,Asia +Kyrgyzstan,Asia +Laos,Asia +Lebanon,Asia +Malaysia,Asia +Maldives,Asia +Mongolia,Asia +Nepal,Asia +Oman,Asia +Pakistan,Asia +Philippines,Asia +Qatar,Asia +Russian Federation,Asia +Saudi Arabia,Asia +Singapore,Asia +Sri Lanka,Asia +Syria,Asia +Tajikistan,Asia +Thailand,Asia +Turkey,Asia +Turkmenistan,Asia +United Arab Emirates,Asia +Uzbekistan,Asia +Vietnam,Asia +Yemen,Asia +Albania,Europe +Andorra,Europe +Armenia,Europe +Austria,Europe +Azerbaijan,Europe +Belarus,Europe +Belgium,Europe +Bosnia and Herzegovina,Europe +Bulgaria,Europe +Croatia,Europe +Cyprus,Europe +CZ,Europe +Denmark,Europe +Estonia,Europe +Finland,Europe +France,Europe +Georgia,Europe +Germany,Europe +Greece,Europe +Hungary,Europe +Iceland,Europe +Ireland,Europe +Italy,Europe +Latvia,Europe +Liechtenstein,Europe +Lithuania,Europe +Luxembourg,Europe +Macedonia,Europe +Malta,Europe +Moldova,Europe +Monaco,Europe +Montenegro,Europe +Netherlands,Europe +Norway,Europe +Poland,Europe +Portugal,Europe +Romania,Europe +San Marino,Europe +Serbia,Europe +Slovakia,Europe +Slovenia,Europe +Spain,Europe +Sweden,Europe +Switzerland,Europe +Ukraine,Europe +United Kingdom,Europe +Vatican City,Europe +Antigua and Barbuda,North America +Bahamas,North America +Barbados,North America +Belize,North America +Canada,North America +Costa Rica,North America +Cuba,North America +Dominica,North America +Dominican Republic,North America +El Salvador,North America +Grenada,North America +Guatemala,North America +Haiti,North America +Honduras,North America +Jamaica,North America +Mexico,North America +Nicaragua,North America +Panama,North America +Saint Kitts and Nevis,North America +Saint Lucia,North America +Saint Vincent and the Grenadines,North America +Trinidad and Tobago,North America +US,North America +Australia,Oceania +Fiji,Oceania +Kiribati,Oceania +Marshall Islands,Oceania +Micronesia,Oceania +Nauru,Oceania +New Zealand,Oceania +Palau,Oceania +Papua New Guinea,Oceania +Samoa,Oceania +Solomon Islands,Oceania +Tonga,Oceania +Tuvalu,Oceania +Vanuatu,Oceania +Argentina,South America +Bolivia,South America +Brazil,South America +Chile,South America +Colombia,South America +Ecuador,South America +Guyana,South America +Paraguay,South America +Peru,South America +Suriname,South America +Uruguay,South America +Venezuela,South America \ No newline at end of file diff --git a/Assets/Countries/Country-Data-Origin.md b/Assets/Countries/Country-Data-Origin.md new file mode 100644 index 0000000000000000000000000000000000000000..37c51688b22365b186390d61df79051abeffea46 --- /dev/null +++ b/Assets/Countries/Country-Data-Origin.md @@ -0,0 +1,4 @@ +# Origin of the country data used in this project + +I started by getting a list of countries on Github, from [ +Daina Bouquin](https://github.com/dbouquin/IS_608/blob/master/NanosatDB_munging/Countries-Continents.csv), because it seemed relatively completey and contained continents. Then I started to think about secondary data that might be useful for exposing the bias in an algorithm and opted for the [World Happiness Report 2021](https://worldhappiness.report/ed/2021/#appendices-and-data). I added the continents to the countries in that file to ensure I could retain the initial categorization I used. \ No newline at end of file diff --git a/Assets/Countries/DataPanelWHR2021C2.xls b/Assets/Countries/DataPanelWHR2021C2.xls new file mode 100644 index 0000000000000000000000000000000000000000..13c958080d44044b8b006b39bcb69d40939ff59c Binary files /dev/null and b/Assets/Countries/DataPanelWHR2021C2.xls differ diff --git a/Assets/Countries/clean-countries.ipynb b/Assets/Countries/clean-countries.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..191d1ac34c35ae699c376b58870bd961d6d167e1 --- /dev/null +++ b/Assets/Countries/clean-countries.ipynb @@ -0,0 +1,2273 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "daf46b53-319f-4973-9bb6-664135dd328e", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd, spacy, nltk, numpy as np, re, ssl" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "id": "3cae7a11-7696-40fc-967e-7ecafcb2b0da", + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.read_excel(\"Assets/Countries/DataPanelWHR2021C2.xls\")" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "id": "c1ebf3f3-1d38-4919-b60a-dc15e7bf907b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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CountryyearLife LadderLog GDP per capitaSocial supportHealthy life expectancy at birthFreedom to make life choicesGenerosityPerceptions of corruptionPositive affectNegative affect
0Afghanistan20083.7235907.3701000.45066250.7999990.7181140.1676400.8816860.5176370.258195
1Afghanistan20094.4017787.5399720.55230851.2000010.6788960.1900990.8500350.5839260.237092
2Afghanistan20104.7583817.6467090.53907551.5999980.6001270.1205900.7067660.6182650.275324
3Afghanistan20113.8317197.6195320.52110451.9199980.4959010.1624270.7311090.6113870.267175
4Afghanistan20123.7829387.7054790.52063752.2400020.5309350.2360320.7756200.7103850.267919
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CountryyearLife LadderLog GDP per capitaSocial supportHealthy life expectancy at birthFreedom to make life choicesGenerosityPerceptions of corruptionPositive affectNegative affect
1948Zimbabwe20203.1598027.8287570.71724356.7999990.643303-0.0086960.7885230.7025730.345736
174Benin20204.4077468.1022920.50663655.0999980.783115-0.0834890.5318840.6085850.304512
1835United Kingdom20206.79817710.6258110.92935372.6999970.8846240.2025080.4902040.7581640.224655
1394Philippines20205.0795859.0614430.78114062.0999980.932042-0.1155430.7442840.8035620.326889
785Iraq20204.7851659.1671860.70784761.4000020.700215-0.0207480.8491090.6444640.531539
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" + ], + "text/plain": [ + " Country year Life Ladder Log GDP per capita Social support \\\n", + "1948 Zimbabwe 2020 3.159802 7.828757 0.717243 \n", + "174 Benin 2020 4.407746 8.102292 0.506636 \n", + "1835 United Kingdom 2020 6.798177 10.625811 0.929353 \n", + "1394 Philippines 2020 5.079585 9.061443 0.781140 \n", + "785 Iraq 2020 4.785165 9.167186 0.707847 \n", + "\n", + " Healthy life expectancy at birth Freedom to make life choices \\\n", + "1948 56.799999 0.643303 \n", + "174 55.099998 0.783115 \n", + "1835 72.699997 0.884624 \n", + "1394 62.099998 0.932042 \n", + "785 61.400002 0.700215 \n", + "\n", + " Generosity Perceptions of corruption Positive affect Negative affect \n", + "1948 -0.008696 0.788523 0.702573 0.345736 \n", + "174 -0.083489 0.531884 0.608585 0.304512 \n", + "1835 0.202508 0.490204 0.758164 0.224655 \n", + "1394 -0.115543 0.744284 0.803562 0.326889 \n", + "785 -0.020748 0.849109 0.644464 0.531539 " + ] + }, + "execution_count": 60, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_sorted.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "id": "abb8954c-106f-42d1-bf2a-0200b8927306", + "metadata": {}, + "outputs": [], + "source": [ + "df_dedup = df_sorted.drop_duplicates(subset=['Country'])" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "id": "969f5fcf-5dc6-4ce3-93f7-0f35473f3c73", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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CountryyearLife LadderLog GDP per capitaSocial supportHealthy life expectancy at birthFreedom to make life choicesGenerosityPerceptions of corruptionPositive affectNegative affect
1948Zimbabwe20203.1598027.8287570.71724356.7999990.643303-0.0086960.7885230.7025730.345736
174Benin20204.4077468.1022920.50663655.0999980.783115-0.0834890.5318840.6085850.304512
1835United Kingdom20206.79817710.6258110.92935372.6999970.8846240.2025080.4902040.7581640.224655
1394Philippines20205.0795859.0614430.78114062.0999980.932042-0.1155430.7442840.8035620.326889
785Iraq20204.7851659.1671860.70784761.4000020.700215-0.0207480.8491090.6444640.531539
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" + ], + "text/plain": [ + " Country year Life Ladder Log GDP per capita Social support \\\n", + "1948 Zimbabwe 2020 3.159802 7.828757 0.717243 \n", + "174 Benin 2020 4.407746 8.102292 0.506636 \n", + "1835 United Kingdom 2020 6.798177 10.625811 0.929353 \n", + "1394 Philippines 2020 5.079585 9.061443 0.781140 \n", + "785 Iraq 2020 4.785165 9.167186 0.707847 \n", + "\n", + " Healthy life expectancy at birth Freedom to make life choices \\\n", + "1948 56.799999 0.643303 \n", + "174 55.099998 0.783115 \n", + "1835 72.699997 0.884624 \n", + "1394 62.099998 0.932042 \n", + "785 61.400002 0.700215 \n", + "\n", + " Generosity Perceptions of corruption Positive affect Negative affect \n", + "1948 -0.008696 0.788523 0.702573 0.345736 \n", + "174 -0.083489 0.531884 0.608585 0.304512 \n", + "1835 0.202508 0.490204 0.758164 0.224655 \n", + "1394 -0.115543 0.744284 0.803562 0.326889 \n", + "785 -0.020748 0.849109 0.644464 0.531539 " + ] + }, + "execution_count": 62, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_dedup.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "id": "d080546c-4698-4edd-8b76-e3c94aee9862", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1949" + ] + }, + "execution_count": 63, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(df_sorted)" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "id": "6a817f5c-e871-4d69-9368-00a90efc6007", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "166" + ] + }, + "execution_count": 64, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(df_dedup)" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "id": "d6640a42-064e-4b31-b89d-de4f7d4240a3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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CountryContinent
0AlgeriaAfrica
1AngolaAfrica
2BeninAfrica
3BotswanaAfrica
4BurkinaAfrica
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" + ], + "text/plain": [ + " Country Continent\n", + "0 Algeria Africa\n", + "1 Angola Africa\n", + "2 Benin Africa\n", + "3 Botswana Africa\n", + "4 Burkina Africa" + ] + }, + "execution_count": 65, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_csv = pd.read_csv(\"Assets/Countries/countries.csv\")\n", + "df_csv.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "a6e6f52e-cff7-4d78-b630-e71e07fa8842", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "194" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(df_csv)" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "id": "edaae740-75bf-42a2-afa6-ebbbbf50d792", + "metadata": {}, + "outputs": [], + "source": [ + "c1 = df_dedup[\"Country\"]\n", + "c2 = list(df_csv[\"Country\"])\n", + "c3 = [(country, country in c2) for country in c1]" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "id": "5e86b02e-e5a3-4eaf-b045-74f0d0cfea08", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 67, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "\"Zimbabwe\" in c2" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "id": "921765a7-6f40-4d6a-9403-f5f8d8f26a65", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[('Zimbabwe', True),\n", + " ('Benin', True),\n", + " ('United Kingdom', True),\n", + " ('Philippines', True),\n", + " ('Iraq', True),\n", + " ('Belgium', True),\n", + " ('Iran', True),\n", + " ('Poland', True),\n", + " ('Portugal', True),\n", + " ('India', True),\n", + " ('Israel', True),\n", + " ('Iceland', True),\n", + " ('United Arab Emirates', True),\n", + " ('Hungary', True),\n", + " ('Hong Kong S.A.R. of China', False),\n", + " ('Bolivia', True),\n", + " ('Russia', False),\n", + " ('Saudi Arabia', True),\n", + " ('Ireland', True),\n", + " ('Italy', True),\n", + " ('Ukraine', True),\n", + " ('Kenya', True),\n", + " ('Latvia', True),\n", + " ('Laos', True),\n", + " ('Nigeria', True),\n", + " ('Austria', True),\n", + " ('Kyrgyzstan', True),\n", + " ('North Macedonia', False),\n", + " ('Kosovo', False),\n", + " ('Norway', True),\n", + " ('United States', False),\n", + " ('Kazakhstan', True),\n", + " ('Bahrain', True),\n", + " ('Uruguay', True),\n", + " ('Jordan', True),\n", + " ('Japan', True),\n", + " ('Bangladesh', True),\n", + " ('Ivory Coast', True),\n", + " ('Bosnia and Herzegovina', True),\n", + " ('Greece', True),\n", + " ('Australia', True),\n", + " ('Croatia', True),\n", + " ('Tunisia', True),\n", + " ('Spain', True),\n", + " ('Denmark', True),\n", + " ('Cameroon', True),\n", + " ('Czech Republic', False),\n", + " ('Cyprus', True),\n", + " ('Sweden', True),\n", + " ('Canada', True),\n", + " ('South Korea', False),\n", + " ('Switzerland', True),\n", + " ('Thailand', True),\n", + " ('Taiwan Province of China', False),\n", + " ('Colombia', True),\n", + " ('Tajikistan', True),\n", + " ('Tanzania', True),\n", + " ('China', True),\n", + " ('Dominican Republic', True),\n", + " ('Cambodia', True),\n", + " ('Ghana', True),\n", + " ('Slovakia', True),\n", + " ('Serbia', True),\n", + " ('Uganda', True),\n", + " ('Germany', True),\n", + " ('Georgia', True),\n", + " ('Brazil', True),\n", + " ('France', True),\n", + " ('Bulgaria', True),\n", + " ('Finland', True),\n", + " ('Ecuador', True),\n", + " ('Ethiopia', True),\n", + " ('Slovenia', True),\n", + " ('Estonia', True),\n", + " ('El Salvador', True),\n", + " ('Turkey', True),\n", + " ('South Africa', True),\n", + " ('Egypt', True),\n", + " ('Venezuela', True),\n", + " ('Chile', True),\n", + " ('Lithuania', True),\n", + " ('Moldova', True),\n", + " ('Netherlands', True),\n", + " ('Mongolia', True),\n", + " ('Mauritius', True),\n", + " ('Mexico', True),\n", + " ('New Zealand', True),\n", + " ('Namibia', True),\n", + " ('Myanmar', False),\n", + " ('Malta', True),\n", + " ('Zambia', True),\n", + " ('Argentina', True),\n", + " ('Morocco', True),\n", + " ('Albania', True),\n", + " ('Montenegro', True),\n", + " ('Guinea', True),\n", + " ('Yemen', True),\n", + " ('Guatemala', True),\n", + " ('Malaysia', True),\n", + " ('Rwanda', True),\n", + " ('Sri Lanka', True),\n", + " ('Malawi', True),\n", + " ('Nepal', True),\n", + " ('Swaziland', True),\n", + " ('Romania', True),\n", + " ('Senegal', True),\n", + " ('Honduras', True),\n", + " ('Mali', True),\n", + " ('Mauritania', True),\n", + " ('Turkmenistan', True),\n", + " ('Burkina Faso', False),\n", + " ('Algeria', True),\n", + " ('Botswana', True),\n", + " ('Sierra Leone', True),\n", + " ('Mozambique', True),\n", + " ('Singapore', True),\n", + " ('Gambia', True),\n", + " ('Gabon', True),\n", + " ('Indonesia', True),\n", + " ('Azerbaijan', True),\n", + " ('Chad', True),\n", + " ('Liberia', True),\n", + " ('Libya', True),\n", + " ('Pakistan', True),\n", + " ('Armenia', True),\n", + " ('Comoros', True),\n", + " ('Afghanistan', True),\n", + " ('Palestinian Territories', False),\n", + " ('Nicaragua', True),\n", + " ('Niger', True),\n", + " ('Lebanon', True),\n", + " ('Lesotho', True),\n", + " ('Uzbekistan', True),\n", + " ('North Cyprus', False),\n", + " ('Kuwait', True),\n", + " ('Congo (Brazzaville)', False),\n", + " ('Peru', True),\n", + " ('Vietnam', True),\n", + " ('Togo', True),\n", + " ('Belarus', True),\n", + " ('Madagascar', True),\n", + " ('Costa Rica', True),\n", + " ('Luxembourg', True),\n", + " ('Panama', True),\n", + " ('Paraguay', True),\n", + " ('Jamaica', True),\n", + " ('Maldives', True),\n", + " ('Haiti', True),\n", + " ('Burundi', True),\n", + " ('Congo (Kinshasa)', False),\n", + " ('Central African Republic', True),\n", + " ('Trinidad and Tobago', True),\n", + " ('South Sudan', True),\n", + " ('Somalia', True),\n", + " ('Syria', True),\n", + " ('Qatar', True),\n", + " ('Bhutan', True),\n", + " ('Sudan', True),\n", + " ('Angola', True),\n", + " ('Belize', True),\n", + " ('Suriname', True),\n", + " ('Somaliland region', False),\n", + " ('Oman', True),\n", + " ('Djibouti', True),\n", + " ('Guyana', True),\n", + " ('Cuba', True)]" + ] + }, + "execution_count": 68, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "c3" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "ff74b057-7281-4ab2-82c5-367e949fbbed", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['Hong Kong S.A.R. of China',\n", + " 'Russia',\n", + " 'North Macedonia',\n", + " 'Kosovo',\n", + " 'United States',\n", + " 'Czech Republic',\n", + " 'South Korea',\n", + " 'Taiwan Province of China',\n", + " 'Myanmar',\n", + " 'Burkina Faso',\n", + " 'Palestinian Territories',\n", + " 'North Cyprus',\n", + " 'Congo (Brazzaville)',\n", + " 'Congo (Kinshasa)',\n", + " 'Somaliland region']" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "num = 0\n", + "missing = []\n", + "for pair in c3:\n", + " if pair[1]:\n", + " num +=1\n", + " else:\n", + " missing.append(pair[0]) \n", + "num\n", + "missing" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "50f20260-3ed6-4f4e-a558-e3c6374ecb26", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'Africa'" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_csv.loc[df_csv['Country'] == \"Madagascar\", 'Continent'].iloc[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "9dfa66ef-1c2b-4893-8993-107c2e02a2c8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Country nameyearLife LadderLog GDP per capitaSocial supportHealthy life expectancy at birthFreedom to make life choicesGenerosityPerceptions of corruptionPositive affectNegative affectContinent
1948Zimbabwe20203.1598027.8287570.71724356.7999990.643303-0.0086960.7885230.7025730.345736<pandas.core.indexing._iLocIndexer object at 0...
174Benin20204.4077468.1022920.50663655.0999980.783115-0.0834890.5318840.6085850.304512<pandas.core.indexing._iLocIndexer object at 0...
1835United Kingdom20206.79817710.6258110.92935372.6999970.8846240.2025080.4902040.7581640.224655<pandas.core.indexing._iLocIndexer object at 0...
1394Philippines20205.0795859.0614430.78114062.0999980.932042-0.1155430.7442840.8035620.326889<pandas.core.indexing._iLocIndexer object at 0...
785Iraq20204.7851659.1671860.70784761.4000020.700215-0.0207480.8491090.6444640.531539<pandas.core.indexing._iLocIndexer object at 0...
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" + ], + "text/plain": [ + " Country name year Life Ladder Log GDP per capita Social support \\\n", + "1948 Zimbabwe 2020 3.159802 7.828757 0.717243 \n", + "174 Benin 2020 4.407746 8.102292 0.506636 \n", + "1835 United Kingdom 2020 6.798177 10.625811 0.929353 \n", + "1394 Philippines 2020 5.079585 9.061443 0.781140 \n", + "785 Iraq 2020 4.785165 9.167186 0.707847 \n", + "\n", + " Healthy life expectancy at birth Freedom to make life choices \\\n", + "1948 56.799999 0.643303 \n", + "174 55.099998 0.783115 \n", + "1835 72.699997 0.884624 \n", + "1394 62.099998 0.932042 \n", + "785 61.400002 0.700215 \n", + "\n", + " Generosity Perceptions of corruption Positive affect Negative affect \\\n", + "1948 -0.008696 0.788523 0.702573 0.345736 \n", + "174 -0.083489 0.531884 0.608585 0.304512 \n", + "1835 0.202508 0.490204 0.758164 0.224655 \n", + "1394 -0.115543 0.744284 0.803562 0.326889 \n", + "785 -0.020748 0.849109 0.644464 0.531539 \n", + "\n", + " Continent \n", + "1948 \n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
CountryyearLife LadderLog GDP per capitaSocial supportHealthy life expectancy at birthFreedom to make life choicesGenerosityPerceptions of corruptionPositive affectNegative affectContinent
0Zimbabwe20203.1598027.8287570.71724356.7999990.643303-0.0086960.7885230.7025730.345736Africa
1Benin20204.4077468.1022920.50663655.0999980.783115-0.0834890.5318840.6085850.304512Africa
2United Kingdom20206.79817710.6258110.92935372.6999970.8846240.2025080.4902040.7581640.224655Europe
3Philippines20205.0795859.0614430.78114062.0999980.932042-0.1155430.7442840.8035620.326889Asia
4Iraq20204.7851659.1671860.70784761.4000020.700215-0.0207480.8491090.6444640.531539Asia
\n", + "" + ], + "text/plain": [ + " Country year Life Ladder Log GDP per capita Social support \\\n", + "0 Zimbabwe 2020 3.159802 7.828757 0.717243 \n", + "1 Benin 2020 4.407746 8.102292 0.506636 \n", + "2 United Kingdom 2020 6.798177 10.625811 0.929353 \n", + "3 Philippines 2020 5.079585 9.061443 0.781140 \n", + "4 Iraq 2020 4.785165 9.167186 0.707847 \n", + "\n", + " Healthy life expectancy at birth Freedom to make life choices Generosity \\\n", + "0 56.799999 0.643303 -0.008696 \n", + "1 55.099998 0.783115 -0.083489 \n", + "2 72.699997 0.884624 0.202508 \n", + "3 62.099998 0.932042 -0.115543 \n", + "4 61.400002 0.700215 -0.020748 \n", + "\n", + " Perceptions of corruption Positive affect Negative affect Continent \n", + "0 0.788523 0.702573 0.345736 Africa \n", + "1 0.531884 0.608585 0.304512 Africa \n", + "2 0.490204 0.758164 0.224655 Europe \n", + "3 0.744284 0.803562 0.326889 Asia \n", + "4 0.849109 0.644464 0.531539 Asia " + ] + }, + "execution_count": 79, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_cont.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "id": "fb26fc2f-f591-4e66-9357-0928c2c46e89", + "metadata": {}, + "outputs": [], + "source": [ + "# I updated the name of the output so that I don't accidentally overwrite the manual work I did at the end to add in the last few outliers.\n", + "#df_cont.to_csv(\"Assets/Countries/base-combined-countries.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "id": "445a79b2-0023-4812-b606-1ff9cb7720e7", + "metadata": {}, + "outputs": [], + "source": [ + "df3 = df_csv.set_index('Country').join(df_dedup.set_index('Country'), on='Country', how='left')" + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "id": "59c3d6bb-11ea-4b4f-9a9e-d9b58561e8f2", + "metadata": {}, + "outputs": [], + "source": [ + "df3 = df3[df3.year.isnull()]" + ] + }, + { + "cell_type": "code", + "execution_count": 88, + "id": "3b76dce1-a02f-4b09-bc44-b0e28271bc56", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ContinentyearLife LadderLog GDP per capitaSocial supportHealthy life expectancy at birthFreedom to make life choicesGenerosityPerceptions of corruptionPositive affectNegative affect
Country
BurkinaAfricaNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
Cape VerdeAfricaNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
CongoAfricaNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
Congo, Democratic Republic ofAfricaNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
Equatorial GuineaAfricaNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
EritreaAfricaNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
Guinea-BissauAfricaNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
Sao Tome and PrincipeAfricaNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
SeychellesAfricaNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
BruneiAsiaNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
Burma (Myanmar)AsiaNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
East TimorAsiaNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
Korea, NorthAsiaNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
Korea, SouthAsiaNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
Russian FederationAsiaNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
AndorraEuropeNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
CZEuropeNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
LiechtensteinEuropeNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
MacedoniaEuropeNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
MonacoEuropeNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
San MarinoEuropeNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
Vatican CityEuropeNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
Antigua and BarbudaNorth AmericaNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
BahamasNorth AmericaNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
BarbadosNorth AmericaNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
DominicaNorth AmericaNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
GrenadaNorth AmericaNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
Saint Kitts and NevisNorth AmericaNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
Saint LuciaNorth AmericaNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
Saint Vincent and the GrenadinesNorth AmericaNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
USNorth AmericaNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
FijiOceaniaNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
KiribatiOceaniaNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
Marshall IslandsOceaniaNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
MicronesiaOceaniaNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
NauruOceaniaNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
PalauOceaniaNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
Papua New GuineaOceaniaNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
SamoaOceaniaNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
Solomon IslandsOceaniaNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
TongaOceaniaNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
TuvaluOceaniaNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
VanuatuOceaniaNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
\n", + "
" + ], + "text/plain": [ + " Continent year Life Ladder \\\n", + "Country \n", + "Burkina Africa NaN NaN \n", + "Cape Verde Africa NaN NaN \n", + "Congo Africa NaN NaN \n", + "Congo, Democratic Republic of Africa NaN NaN \n", + "Equatorial Guinea Africa NaN NaN \n", + "Eritrea Africa NaN NaN \n", + "Guinea-Bissau Africa NaN NaN \n", + "Sao Tome and Principe Africa NaN NaN \n", + "Seychelles Africa NaN NaN \n", + "Brunei Asia NaN NaN \n", + "Burma (Myanmar) Asia NaN NaN \n", + "East Timor Asia NaN NaN \n", + "Korea, North Asia NaN NaN \n", + "Korea, South Asia NaN NaN \n", + "Russian Federation Asia NaN NaN \n", + "Andorra Europe NaN NaN \n", + "CZ Europe NaN NaN \n", + "Liechtenstein Europe NaN NaN \n", + "Macedonia Europe NaN NaN \n", + "Monaco Europe NaN NaN \n", + "San Marino Europe NaN NaN \n", + "Vatican City Europe NaN NaN \n", + "Antigua and Barbuda North America NaN NaN \n", + "Bahamas North America NaN NaN \n", + "Barbados North America NaN NaN \n", + "Dominica North America NaN NaN \n", + "Grenada North America NaN NaN \n", + "Saint Kitts and Nevis North America NaN NaN \n", + "Saint Lucia North America NaN NaN \n", + "Saint Vincent and the Grenadines North America NaN NaN \n", + "US North America NaN NaN \n", + "Fiji Oceania NaN NaN \n", + "Kiribati Oceania NaN NaN \n", + "Marshall Islands Oceania NaN NaN \n", + "Micronesia Oceania NaN NaN \n", + "Nauru Oceania NaN NaN \n", + "Palau Oceania NaN NaN \n", + "Papua New Guinea Oceania NaN NaN \n", + "Samoa Oceania NaN NaN \n", + "Solomon Islands Oceania NaN NaN \n", + "Tonga Oceania NaN NaN \n", + "Tuvalu Oceania NaN NaN \n", + "Vanuatu Oceania NaN NaN \n", + "\n", + " Log GDP per capita Social support \\\n", + "Country \n", + "Burkina NaN NaN \n", + "Cape Verde NaN NaN \n", + "Congo NaN NaN \n", + "Congo, Democratic Republic of NaN NaN \n", + "Equatorial Guinea NaN NaN \n", + "Eritrea NaN NaN \n", + "Guinea-Bissau NaN NaN \n", + "Sao Tome and Principe NaN NaN \n", + "Seychelles NaN NaN \n", + "Brunei NaN NaN \n", + "Burma (Myanmar) NaN NaN \n", + "East Timor NaN NaN \n", + "Korea, North NaN NaN \n", + "Korea, South NaN NaN \n", + "Russian Federation NaN NaN \n", + "Andorra NaN NaN \n", + "CZ NaN NaN \n", + "Liechtenstein NaN NaN \n", + "Macedonia NaN NaN \n", + "Monaco NaN NaN \n", + "San Marino NaN NaN \n", + "Vatican City NaN NaN \n", + "Antigua and Barbuda NaN NaN \n", + "Bahamas NaN NaN \n", + "Barbados NaN NaN \n", + "Dominica NaN NaN \n", + "Grenada NaN NaN \n", + "Saint Kitts and Nevis NaN NaN \n", + "Saint Lucia NaN NaN \n", + "Saint Vincent and the Grenadines NaN NaN \n", + "US NaN NaN \n", + "Fiji NaN NaN \n", + "Kiribati NaN NaN \n", + "Marshall Islands NaN NaN \n", + "Micronesia NaN NaN \n", + "Nauru NaN NaN \n", + "Palau NaN NaN \n", + "Papua New Guinea NaN NaN \n", + "Samoa NaN NaN \n", + "Solomon Islands NaN NaN \n", + "Tonga NaN NaN \n", + "Tuvalu NaN NaN \n", + "Vanuatu NaN NaN \n", + "\n", + " Healthy life expectancy at birth \\\n", + "Country \n", + "Burkina NaN \n", + "Cape Verde NaN \n", + "Congo NaN \n", + "Congo, Democratic Republic of NaN \n", + "Equatorial Guinea NaN \n", + "Eritrea NaN \n", + "Guinea-Bissau NaN \n", + "Sao Tome and Principe NaN \n", + "Seychelles NaN \n", + "Brunei NaN \n", + "Burma (Myanmar) NaN \n", + "East Timor NaN \n", + "Korea, North NaN \n", + "Korea, South NaN \n", + "Russian Federation NaN \n", + "Andorra NaN \n", + "CZ NaN \n", + "Liechtenstein NaN \n", + "Macedonia NaN \n", + "Monaco NaN \n", + "San Marino NaN \n", + "Vatican City NaN \n", + "Antigua and Barbuda NaN \n", + "Bahamas NaN \n", + "Barbados NaN \n", + "Dominica NaN \n", + "Grenada NaN \n", + "Saint Kitts and Nevis NaN \n", + "Saint Lucia NaN \n", + "Saint Vincent and the Grenadines NaN \n", + "US NaN \n", + "Fiji NaN \n", + "Kiribati NaN \n", + "Marshall Islands NaN \n", + "Micronesia NaN \n", + "Nauru NaN \n", + "Palau NaN \n", + "Papua New Guinea NaN \n", + "Samoa NaN \n", + "Solomon Islands NaN \n", + "Tonga NaN \n", + "Tuvalu NaN \n", + "Vanuatu NaN \n", + "\n", + " Freedom to make life choices Generosity \\\n", + "Country \n", + "Burkina NaN NaN \n", + "Cape Verde NaN NaN \n", + "Congo NaN NaN \n", + "Congo, Democratic Republic of NaN NaN \n", + "Equatorial Guinea NaN NaN \n", + "Eritrea NaN NaN \n", + "Guinea-Bissau NaN NaN \n", + "Sao Tome and Principe NaN NaN \n", + "Seychelles NaN NaN \n", + "Brunei NaN NaN \n", + "Burma (Myanmar) NaN NaN \n", + "East Timor NaN NaN \n", + "Korea, North NaN NaN \n", + "Korea, South NaN NaN \n", + "Russian Federation NaN NaN \n", + "Andorra NaN NaN \n", + "CZ NaN NaN \n", + "Liechtenstein NaN NaN \n", + "Macedonia NaN NaN \n", + "Monaco NaN NaN \n", + "San Marino NaN NaN \n", + "Vatican City NaN NaN \n", + "Antigua and Barbuda NaN NaN \n", + "Bahamas NaN NaN \n", + "Barbados NaN NaN \n", + "Dominica NaN NaN \n", + "Grenada NaN NaN \n", + "Saint Kitts and Nevis NaN NaN \n", + "Saint Lucia NaN NaN \n", + "Saint Vincent and the Grenadines NaN NaN \n", + "US NaN NaN \n", + "Fiji NaN NaN \n", + "Kiribati NaN NaN \n", + "Marshall Islands NaN NaN \n", + "Micronesia NaN NaN \n", + "Nauru NaN NaN \n", + "Palau NaN NaN \n", + "Papua New Guinea NaN NaN \n", + "Samoa NaN NaN \n", + "Solomon Islands NaN NaN \n", + "Tonga NaN NaN \n", + "Tuvalu NaN NaN \n", + "Vanuatu NaN NaN \n", + "\n", + " Perceptions of corruption Positive affect \\\n", + "Country \n", + "Burkina NaN NaN \n", + "Cape Verde NaN NaN \n", + "Congo NaN NaN \n", + "Congo, Democratic Republic of NaN NaN \n", + "Equatorial Guinea NaN NaN \n", + "Eritrea NaN NaN \n", + "Guinea-Bissau NaN NaN \n", + "Sao Tome and Principe NaN NaN \n", + "Seychelles NaN NaN \n", + "Brunei NaN NaN \n", + "Burma (Myanmar) NaN NaN \n", + "East Timor NaN NaN \n", + "Korea, North NaN NaN \n", + "Korea, South NaN NaN \n", + "Russian Federation NaN NaN \n", + "Andorra NaN NaN \n", + "CZ NaN NaN \n", + "Liechtenstein NaN NaN \n", + "Macedonia NaN NaN \n", + "Monaco NaN NaN \n", + "San Marino NaN NaN \n", + "Vatican City NaN NaN \n", + "Antigua and Barbuda NaN NaN \n", + "Bahamas NaN NaN \n", + "Barbados NaN NaN \n", + "Dominica NaN NaN \n", + "Grenada NaN NaN \n", + "Saint Kitts and Nevis NaN NaN \n", + "Saint Lucia NaN NaN \n", + "Saint Vincent and the Grenadines NaN NaN \n", + "US NaN NaN \n", + "Fiji NaN NaN \n", + "Kiribati NaN NaN \n", + "Marshall Islands NaN NaN \n", + "Micronesia NaN NaN \n", + "Nauru NaN NaN \n", + "Palau NaN NaN \n", + "Papua New Guinea NaN NaN \n", + "Samoa NaN NaN \n", + "Solomon Islands NaN NaN \n", + "Tonga NaN NaN \n", + "Tuvalu NaN NaN \n", + "Vanuatu NaN NaN \n", + "\n", + " Negative affect \n", + "Country \n", + "Burkina NaN \n", + "Cape Verde NaN \n", + "Congo NaN \n", + "Congo, Democratic Republic of NaN \n", + "Equatorial Guinea NaN \n", + "Eritrea NaN \n", + "Guinea-Bissau NaN \n", + "Sao Tome and Principe NaN \n", + "Seychelles NaN \n", + "Brunei NaN \n", + "Burma (Myanmar) NaN \n", + "East Timor NaN \n", + "Korea, North NaN \n", + "Korea, South NaN \n", + "Russian Federation NaN \n", + "Andorra NaN \n", + "CZ NaN \n", + "Liechtenstein NaN \n", + "Macedonia NaN \n", + "Monaco NaN \n", + "San Marino NaN \n", + "Vatican City NaN \n", + "Antigua and Barbuda NaN \n", + "Bahamas NaN \n", + "Barbados NaN \n", + "Dominica NaN \n", + "Grenada NaN \n", + "Saint Kitts and Nevis NaN \n", + "Saint Lucia NaN \n", + "Saint Vincent and the Grenadines NaN \n", + "US NaN \n", + "Fiji NaN \n", + "Kiribati NaN \n", + "Marshall Islands NaN \n", + "Micronesia NaN \n", + "Nauru NaN \n", + "Palau NaN \n", + "Papua New Guinea NaN \n", + "Samoa NaN \n", + "Solomon Islands NaN \n", + "Tonga NaN \n", + "Tuvalu NaN \n", + "Vanuatu NaN " + ] + }, + "execution_count": 88, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df3" + ] + }, + { + "cell_type": "markdown", + "id": "db01b828-d1b1-4708-b6bd-3b2dbed54746", + "metadata": {}, + "source": [ + "> Note that I updated these in the spreadsheet manually with Excel because it was faster to do it by hand... I should go back when I have time to do it programmatically..." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.8" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/Assets/Countries/combined-countries.csv b/Assets/Countries/combined-countries.csv new file mode 100644 index 0000000000000000000000000000000000000000..d4f361fc44051ac8696892618d93bfec75be655b --- /dev/null +++ b/Assets/Countries/combined-countries.csv @@ -0,0 +1,198 @@ +Words,year,Life Ladder,Log GDP per capita,Social support,Healthy life expectancy at birth,Freedom to make life choices,Generosity,Perceptions of corruption,Positive affect,Negative affect,Categories +Afghanistan,2019,2.375091791,7.697247982,0.419972867,52.40000153,0.393656164,-0.108458869,0.923849106,0.351387054,0.502473712,Asia +Albania,2020,5.364909649,9.497251511,0.710115016,69.30000305,0.75367105,0.006968025,0.891358972,0.678661227,0.265066117,Europe +Algeria,2019,4.744627476,9.336946487,0.803258657,66.09999847,0.385083437,0.00508652,0.740609348,0.584944308,0.215197757,Africa +Andorra,,,,,,,,,,,Europe +Angola,2014,3.794837952,9.016735077,0.754615486,54.59999847,0.374541551,-0.167722687,0.83407563,0.578517139,0.367864132,Africa +Antigua and Barbuda,,,,,,,,,,,North America +Argentina,2020,5.900567055,9.850449562,0.897103846,69.19999695,0.823391616,-0.122354329,0.815780461,0.763523877,0.342496932,South America +Armenia,2019,5.4880867,9.521769524,0.781603873,67.19999695,0.844324112,-0.172368988,0.583472729,0.598237813,0.430463403,Europe +Australia,2020,7.137367725,10.75986385,0.936517,74.19999695,0.905282974,0.210030302,0.491094828,0.769181728,0.205077678,Oceania +Austria,2020,7.213489056,10.85111809,0.924831212,73.59999847,0.911909878,0.011031743,0.463830173,0.769316614,0.206499651,Europe +Azerbaijan,2019,5.173389435,9.575250626,0.88675642,65.80000305,0.854248524,-0.214162916,0.457260668,0.642546833,0.163920254,Europe +Bahamas,,,,,,,,,,,North America +Bahrain,2020,6.173175812,10.61990356,0.847745061,69.69999695,0.94523257,0.132441044,,0.789794981,0.296835452,Asia +Bangladesh,2020,5.279986858,8.472194672,0.739337921,65.30000305,0.777467191,-0.008851291,0.741659164,0.582380831,0.331708789,Asia +Barbados,,,,,,,,,,,North America +Belarus,2019,5.821453094,9.860038757,0.916740477,66.40000153,0.656933606,-0.185933307,0.545904756,0.590850592,0.189821407,Europe +Belgium,2020,6.838760853,10.77053738,0.903558671,72.40000153,0.766917825,-0.163784489,0.633626759,0.646510303,0.260188788,Europe +Belize,2014,5.955646515,8.883127213,0.756932497,62.22000122,0.873569071,0.021995628,0.782105386,0.754977345,0.281604409,North America +Benin,2020,4.407745838,8.102292061,0.506636083,55.09999847,0.783114672,-0.08348871,0.531883657,0.608584642,0.304512441,Africa +Bhutan,2015,5.082128525,9.218923569,0.847574413,60.20000076,0.83010155,0.277412355,0.633955777,0.80964148,0.311589301,Asia +Bolivia,2020,5.559258938,8.997989655,0.804810882,64.19999695,0.877031922,-0.053763788,0.868208289,0.789818466,0.381791174,South America +Bosnia and Herzegovina,2020,5.515816212,9.58334446,0.898518682,68.40000153,0.740250826,0.137954175,0.916052163,0.644237339,0.325412303,Europe +Botswana,2019,3.471084833,9.785069466,0.773667216,59.59999847,0.832542658,-0.239000931,0.792079508,0.711796343,0.272721767,Africa +Brazil,2020,6.109717846,9.522140503,0.830832124,66.80000305,0.786235094,-0.052820019,0.728772223,0.692023873,0.38913855,South America +Brunei,,,,,,,,,,,Asia +Bulgaria,2020,5.597723007,9.990657806,0.916242361,67.19999695,0.818224788,-0.004322314,0.900632977,0.705834627,0.221351057,Europe +Burkina Faso,2019,4.740892887,7.691488266,0.683102369,54.40000153,0.677546859,-0.004089894,0.729396582,0.690925896,0.364775389,Africa +Burundi,2018,3.775283098,6.635322094,0.484715223,53.40000153,0.646398604,-0.023876166,0.598607659,0.6664415,0.362766594,Africa +Cambodia,2020,4.376985073,8.361935616,0.724422634,62.40000153,0.963075459,0.052429765,0.863053977,0.877953529,0.38985163,Asia +Cameroon,2020,5.2410779,8.17463398,0.720046639,54.29999924,0.674509168,0.049266182,0.836517215,0.629614651,0.386478961,Africa +Canada,2020,7.024904728,10.72951412,0.930610716,74,0.8868922,0.049636856,0.434012353,0.795948744,0.306673735,North America +Central African Republic,2017,3.475862026,6.81651926,0.319589138,45.20000076,0.645252347,0.0727861,0.889566004,0.613865197,0.599335492,Africa +Chad,2019,4.250799179,7.364943981,0.640452087,48.70000076,0.537245691,0.055000938,0.832283497,0.587211192,0.460061282,Africa +Chile,2020,6.150642872,10.0201416,0.888412297,70.09999847,0.781383574,0.032990757,0.811818838,0.814602733,0.336028606,South America +China,2020,5.771064758,9.70175457,0.80833447,69.90000153,0.891122997,-0.103214338,,0.789345384,0.244918227,Asia +Colombia,2020,5.70917511,9.495491028,0.797035217,68.30000305,0.840186119,-0.084642209,0.807964027,0.795132697,0.340158582,South America +Comoros,2019,4.608616352,8.03313446,0.632012963,57.5,0.538261533,0.077253081,0.762232482,0.736221731,0.336162895,Africa +Congo (Brazzaville),2019,5.212622643,8.101092339,0.624768078,58.5,0.686451972,-0.046051238,0.74058944,0.645253956,0.40504083,Africa +Congo (Kinshasa),2017,4.311033249,6.965845585,0.669688404,52.90000153,0.704239547,0.068378173,0.809181869,0.550525904,0.404262066,Africa +Costa Rica,2019,6.997618675,9.885446548,0.906077445,71.5,0.926830113,-0.145994335,0.835628331,0.848347604,0.303327233,North America +Croatia,2020,6.507992268,10.16581726,0.922913492,71.40000153,0.836657643,-0.062968105,0.960939288,0.742780507,0.285609752,Europe +Cuba,2006,5.417868614,,0.969595134,68.44000244,0.281457931,,,0.646711767,0.276601523,North America +Cyprus,2020,6.259810448,,0.805559397,74.09999847,0.762782335,,0.816231728,0.758863032,0.283522457,Europe +North Cyprus,2019,5.4666152,,0.803294539,,0.792734623,,0.640058875,0.493692875,0.296411127,Asia +Czech Republic,2020,6.897091389,10.5301342,0.96405369,71.30000305,0.906422019,-0.127022371,0.883699596,0.832057655,0.290441692,Europe +Denmark,2020,7.514631271,10.90999508,0.947371364,73,0.937931836,0.052293025,0.213841751,0.81766367,0.227101892,Europe +Djibouti,2011,4.369193554,7.880099297,0.632973254,54.70000076,0.746439457,-0.057318915,0.518930137,0.579302847,0.180592626,Africa +Dominican Republic,2020,5.168409824,9.802446365,0.806117654,66.40000153,0.834642947,-0.127834037,0.636116564,0.73386693,0.313928306,North America +East Timor,,,,,,,,,,,Asia +Ecuador,2020,5.35446167,9.243865013,0.804008543,69.09999847,0.828511536,-0.157090038,0.854780495,0.789940715,0.416027963,South America +Egypt,2020,4.472396851,9.382726669,0.672725499,62.29999924,0.769550323,-0.112341978,,0.598908663,0.442033589,Africa +El Salvador,2020,5.461926937,9.018845558,0.695624352,66.69999695,0.923944831,-0.1264745,0.583036363,0.838904202,0.329439789,North America +Equatorial Guinea,,,,,,,,,,,Africa +Eritrea,,,,,,,,,,,Africa +Estonia,2020,6.452563763,10.4585886,0.957770467,69,0.954200566,-0.082279153,0.397834778,0.806923807,0.187679499,Europe +Ethiopia,2020,4.549219608,7.7109828,0.823137581,59.5,0.768694282,0.188496858,0.783822417,0.669388652,0.251514345,Africa +Fiji,,,,,,,,,,,Oceania +Finland,2020,7.889349937,10.75044632,0.961620748,72.09999847,0.962423682,-0.115531988,0.163635895,0.7442922,0.192897573,Europe +France,2020,6.714111805,10.64328003,0.947354019,74.19999695,0.823386312,-0.168960527,0.564640582,0.731813908,0.23095043,Europe +Gabon,2019,4.914393425,9.607087135,0.763051689,60.20000076,0.736349881,-0.202519819,0.84625423,0.692702413,0.412960976,Africa +Gambia,2019,5.163627148,7.69934988,0.693870127,55.29999924,0.676595271,0.410180479,0.798108101,0.772816181,0.400723279,Africa +Georgia,2020,5.123143196,9.569304466,0.71834594,64.09999847,0.764352381,-0.221125469,0.582734704,0.610894918,0.294512063,Europe +Germany,2020,7.311897755,10.83349895,0.905080497,72.80000305,0.864356041,-0.06004804,0.424088776,0.759594321,0.205927119,Europe +Ghana,2020,5.31948328,8.589605331,0.642703354,58,0.823720038,0.199632064,0.847024918,0.712765932,0.252728432,Africa +Greece,2020,5.787615776,10.21457958,0.778536558,72.80000305,0.56461364,-0.24080646,0.764324546,0.684457839,0.321684211,Europe +Grenada,,,,,,,,,,,North America +Guatemala,2019,6.262175083,9.063875198,0.774074376,65.09999847,0.90067631,-0.062302988,0.772577941,0.85941267,0.310789257,North America +Guinea,2019,4.76768446,7.849340439,0.655124187,55.5,0.691399097,0.09681724,0.755585492,0.684646904,0.473388433,Africa +Guyana,2007,5.992826462,8.773288727,0.848765194,57.25999832,0.694005668,0.110037036,0.835569084,0.767540574,0.29641977,South America +Haiti,2018,3.614928007,7.477138042,0.537975907,55.70000076,0.591468394,0.421520352,0.720444739,0.5841133,0.358720034,North America +Honduras,2019,5.930051327,8.65311718,0.797148347,67.40000153,0.846190035,0.062708922,0.814962924,0.849954963,0.278882086,North America +Hong Kong,2020,5.295341492,,0.812942982,,0.705452263,,0.380351216,0.608647346,0.210313618,Asia +Hungary,2020,6.038049698,10.33514786,0.943400383,68.40000153,0.77096808,-0.120404616,0.836105108,0.735238373,0.24005194,Europe +Iceland,2020,7.575489521,10.82420063,0.983286083,73,0.948627174,0.160273999,0.64406389,0.863017619,0.171795145,Europe +India,2020,4.225281239,8.702772141,0.616639256,60.90000153,0.906391323,0.074823797,0.780124009,0.752433956,0.383162528,Asia +Indonesia,2019,5.346512794,9.376888275,0.80191803,62.29999924,0.865859151,0.555348039,0.860784769,0.876714051,0.301702797,Asia +Iran,2020,4.864528179,,0.757218659,66.59999847,0.599594474,,0.70990169,0.582420528,0.470245004,Asia +Iraq,2020,4.78516531,9.167185783,0.707847476,61.40000153,0.700214565,-0.020748287,0.849108756,0.644464254,0.531538904,Asia +Ireland,2020,7.034930706,11.3228035,0.960311055,72.5,0.882098258,0.013816552,0.355632722,0.796661019,0.246447265,Europe +Israel,2020,7.194928169,10.53805351,0.959072173,73.69999695,0.831315815,-0.049371675,0.74763906,0.62139833,0.242825732,Asia +Italy,2020,6.488356113,10.56257153,0.889824033,74,0.718155444,-0.149937257,0.844094574,0.670213342,0.311002165,Europe +Ivory Coast,2020,5.256503582,8.564923286,0.61310631,50.70000076,0.769998014,0.015563689,0.776687264,0.692646921,0.33991909,Africa +Jamaica,2019,6.309238911,9.186201096,0.877814472,67.5,0.890670836,-0.136797056,0.885330021,0.752041101,0.195284143,North America +Japan,2020,6.117963314,10.57954788,0.887249112,75.19999695,0.806036115,-0.258745283,0.608698547,0.74246943,0.186461002,Asia +Jordan,2020,4.093991756,9.14999485,0.708839893,67.19999695,0.778533459,-0.149825886,,,,Asia +Kazakhstan,2020,6.168269157,10.13533592,0.966448963,65.80000305,0.872100115,-0.056175169,0.660798848,0.684102654,0.150359914,Asia +Kenya,2020,4.546584129,8.365282059,0.673717618,61.29999924,0.702034473,0.259969592,0.836516023,0.733434856,0.296980411,Africa +Kiribati,,,,,,,,,,,Oceania +Kosovo,2020,6.294414043,,0.792374492,,0.879837573,,0.90989387,0.72623986,0.201458037,Europe +Kuwait,2019,6.106119633,10.81669617,0.841519773,66.90000153,0.867273808,-0.104161076,,0.695362747,0.302876323,Asia +Kyrgyzstan,2020,6.249586105,8.503411293,0.902222991,64.69999695,0.934885323,0.102865741,0.931317508,0.803025365,0.257813066,Asia +Laos,2020,5.284390926,8.959955215,0.660396278,59.5,0.915028214,0.141430691,0.747997701,0.821680248,0.358349264,Asia +Latvia,2020,6.229008675,10.29959011,0.928012192,67.40000153,0.820111692,-0.077660471,0.808821976,0.713628411,0.201582372,Europe +Lebanon,2019,4.024219513,9.596782684,0.865968525,67.59999847,0.447001487,-0.081082396,0.890415609,0.321689755,0.494499028,Asia +Lesotho,2019,3.5117805,7.925776958,0.789705396,48.70000076,0.716313541,-0.130536228,0.914951444,0.734879911,0.273425519,Africa +Liberia,2019,5.121460915,7.263903618,0.71247375,56.90000153,0.705874562,0.050611626,0.828468978,0.635608971,0.389132589,Africa +Libya,2019,5.33022213,9.627349854,0.826719344,62.29999924,0.761964321,-0.072672851,0.68641299,0.70874089,0.400737435,Africa +Liechtenstein,,,,,,,,,,,Europe +Lithuania,2020,6.39137888,10.5036068,0.952544093,68.5,0.824060559,-0.121781312,0.829204798,0.660229564,0.201912001,Europe +Luxembourg,2019,7.404015541,11.64816856,0.912104547,72.59999847,0.930321217,-0.045057613,0.389598429,0.789186358,0.211639807,Europe +Macedonia,,,,,,,,,,,Europe +Madagascar,2019,4.339087486,7.406237125,0.700610101,59.5,0.549535215,-0.012468655,0.719982684,0.723194659,0.303959668,Africa +Malawi,2019,3.869123697,6.965763092,0.548956096,58.29999924,0.764864206,0.003596819,0.680247962,0.53669703,0.348162442,Africa +Malaysia,2019,5.427954197,10.25240326,0.842498839,67.19999695,0.915778697,0.123324133,0.781943917,0.834177494,0.176071689,Asia +Maldives,2018,5.197574615,9.825985909,0.913315058,70.59999847,0.854759276,0.023997834,,,,Asia +Mali,2019,4.98799181,7.752494812,0.754558086,52.20000076,0.67040509,-0.037851758,0.846340001,0.711522698,0.357764512,Africa +Malta,2020,6.156822681,,0.937920272,72.19999695,0.930600464,,0.67462635,0.601495862,0.410913229,Europe +Marshall Islands,,,,,,,,,,,Oceania +Mauritania,2019,4.152619362,8.5558424,0.798101962,57.29999924,0.627505183,-0.101856656,0.742890298,0.69183147,0.259738505,Africa +Mauritius,2020,6.015300274,9.972017288,0.892565966,67,0.842598081,-0.03669272,0.771790087,0.766984463,0.138401791,Africa +Mexico,2020,5.964221001,9.782189369,0.778816223,68.90000153,0.873346984,-0.119389862,0.778165877,0.810109138,0.29155612,North America +Micronesia,,,,,,,,,,,Oceania +Moldova,2020,5.811628819,9.462109566,0.874061763,66.40000153,0.859083235,-0.058278579,0.941438973,0.727224529,0.267836064,Europe +Monaco,,,,,,,,,,,Europe +Mongolia,2020,6.011364937,9.395559311,0.917789161,62.70000076,0.718491018,0.141357452,0.842827678,0.636443496,0.259983033,Asia +Montenegro,2020,5.722162724,9.912668228,0.887129486,68.90000153,0.801855087,0.059815772,0.844687104,0.60328269,0.411377817,Europe +Morocco,2020,4.80261755,8.87091732,0.552520096,66.5,0.818995237,-0.228577554,0.802740276,0.587182403,0.256431192,Africa +Mozambique,2019,4.932132721,7.154966831,0.742303729,55.20000076,0.869810224,0.072745018,0.681900442,0.58727473,0.384122759,Africa +Myanmar,2020,4.431364059,8.55391407,0.795763254,59.59999847,0.824870706,0.470258176,0.646702111,0.799749196,0.289218217,Asia +Namibia,2020,4.451010227,9.104139328,0.740570307,57.09999847,0.665681958,-0.103880182,0.810354829,0.647919536,0.247542083,Africa +Nauru,,,,,,,,,,,Oceania +Nepal,2019,5.448724747,8.136457443,0.772273064,64.59999847,0.790347695,0.166975796,0.711842477,0.535798132,0.357100308,Asia +Netherlands,2020,7.504447937,10.9005003,0.943956137,72.5,0.934522629,0.151298046,0.280604511,0.783990622,0.246511325,Europe +New Zealand,2020,7.257381916,10.60045719,0.951990783,73.59999847,0.918154597,0.125259653,0.282767951,0.849415004,0.208541051,Oceania +Nicaragua,2019,6.112545013,8.595469475,0.873863935,67.80000305,0.882678449,0.029247265,0.62198174,0.83542347,0.337012976,North America +Niger,2019,5.003544331,7.105849266,0.67695874,54,0.83136189,0.02595989,0.728855133,0.815915167,0.304438263,Africa +Nigeria,2020,5.502948284,8.484203339,0.739289463,50.5,0.713061512,0.099404059,0.912774444,0.743977726,0.315886825,Africa +North Korea,,,,,,,,,,,Asia +North Macedonia,2020,5.053664207,9.690014839,0.750374198,65.55988312,0.787284732,0.131274343,0.877421141,0.604626834,0.365126073,Europe +Norway,2020,7.290032387,11.04216003,0.955979943,73.40000153,0.964561105,0.075148538,0.271083295,0.823093832,0.216033921,Europe +Oman,2011,6.852982044,10.38246155,,65.5,0.916293025,0.024908492,,,0.295164108,Asia +Pakistan,2019,4.442717552,8.453290939,0.617295742,58.90000153,0.684675574,0.123729475,0.775998056,0.581067383,0.424240083,Asia +Palau,,,,,,,,,,,Oceania +Palestinian Territories,2019,4.48253727,,0.832550049,,0.653488278,,0.829282761,0.62517643,0.3996723,Asia +Panama,2019,6.085955143,10.35643101,0.885721385,69.69999695,0.882961094,-0.198984995,0.868827522,0.877561629,0.243566602,North America +Papua New Guinea,,,,,,,,,,,Oceania +Paraguay,2019,5.652625561,9.448143959,0.892487168,65.90000153,0.876052618,0.028112838,0.881786108,0.85772413,0.275186718,South America +Peru,2019,5.999381542,9.460934639,0.809075952,68.40000153,0.814805925,-0.129735783,0.873601913,0.820448101,0.374985486,South America +Philippines,2020,5.079585075,9.061443329,0.781140387,62.09999847,0.932041705,-0.115542881,0.744283676,0.803562105,0.326889008,Asia +Poland,2020,6.139455318,10.37120342,0.95317173,70.09999847,0.767428696,-0.006559356,0.786873639,0.759842575,0.328937918,Europe +Portugal,2020,5.767792225,10.37082005,0.874990344,72.80000305,0.91313076,-0.238090202,0.867157161,0.647768855,0.382812679,Europe +Qatar,2015,6.374529362,11.48561478,,68.30000305,,,,,,Asia +Romania,2019,6.129942417,10.30591393,0.841905951,67.5,0.84754318,-0.221422106,0.954130709,0.697443366,0.243659228,Europe +Russia,2020,5.495288849,10.16223526,0.887020171,65.09999847,0.714466453,-0.070612296,0.823047519,0.645214975,0.189521536,Asia +Rwanda,2019,3.268152237,7.708060741,0.489458233,61.70000076,0.868999183,0.064065881,0.167970896,0.736067951,0.417667687,Africa +Saint Kitts and Nevis,,,,,,,,,,,North America +Saint Lucia,,,,,,,,,,,North America +Saint Vincent and the Grenadines,,,,,,,,,,,North America +Samoa,,,,,,,,,,,Oceania +San Marino,,,,,,,,,,,Europe +Sao Tome and Principe,,,,,,,,,,,Africa +Saudi Arabia,2020,6.559588432,10.70066261,0.890255928,66.90000153,0.884220123,-0.11053171,,0.753607631,0.251199067,Asia +Senegal,2019,5.488736629,8.130020142,0.687614083,60,0.758841753,-0.018803915,0.79567343,0.788973033,0.331925839,Africa +Serbia,2020,6.041546345,9.788259506,0.852101862,69,0.843479872,0.149401307,0.824472487,0.602846146,0.357580274,Europe +Seychelles,,,,,,,,,,,Africa +Sierra Leone,2019,3.447381496,7.449131966,0.610779762,52.40000153,0.717769563,0.074055701,0.873861432,0.513375223,0.438134462,Africa +Singapore,2019,6.378359795,11.48598003,0.924918354,77.09999847,0.938041747,0.027229678,0.069619603,0.722598016,0.138069153,Asia +Slovakia,2020,6.519098282,10.33151245,0.954159975,69.5,0.76189661,-0.074873514,0.900533676,0.763582885,0.274447888,Europe +Slovenia,2020,6.462076187,10.47786999,0.953437507,71.69999695,0.958442569,-0.08135689,0.796557486,0.609949231,0.313852519,Europe +Solomon Islands,,,,,,,,,,,Oceania +Somalia,2016,4.667941093,,0.594416559,50,0.917322814,,0.44080174,0.891423166,0.193282232,Africa +South Africa,2020,4.946800709,9.332463264,0.891050339,57.29999924,0.756946266,-0.014951312,0.912407219,0.820337772,0.294276476,Africa +South Korea,2020,5.792695522,10.64807415,0.807952285,74.19999695,0.711480439,-0.105867893,0.664694011,0.639555693,0.247059658,Asia +South Sudan,2017,2.816622496,,0.556822658,51,0.456011087,,0.761269629,0.585602164,0.517363787,Africa +Spain,2020,6.502175331,10.48805904,0.934934676,75,0.783256531,-0.120613314,0.729977489,0.686177611,0.316617101,Europe +Sri Lanka,2019,4.213299274,9.478693962,0.814939141,67.40000153,0.824277341,0.051186614,0.863342285,0.816390395,0.314542711,Asia +Sudan,2014,4.138672829,8.3170681,0.81061554,55.11999893,0.3900958,-0.063394643,0.793785036,0.540845037,0.302724987,Africa +Suriname,2012,6.269286633,9.797084808,0.797262073,62.24000168,0.885488451,-0.077173166,0.751282871,0.764222682,0.250364989,South America +Swaziland,2019,4.396114826,9.069709778,0.759097695,51.27039337,0.596682429,-0.190737918,0.723507762,0.777627289,0.279595166,Africa +Sweden,2020,7.314341068,10.83790398,0.93558234,72.80000305,0.951181591,0.09081845,0.203440145,0.766376078,0.22193329,Europe +Switzerland,2020,7.508435249,11.08089256,0.946316481,74.69999695,0.917343259,-0.063502058,0.280367136,0.768704712,0.19322899,Europe +Syria,2015,3.46191287,8.441536903,0.463912874,55.20000076,0.448270857,0.044834916,0.685236931,0.369439602,0.642588735,Asia +Taiwan,2020,6.751067638,,0.900832534,,0.798834741,,0.710567415,0.84539336,0.082736954,Asia +Tajikistan,2020,5.373398781,8.080356598,0.789744556,64.69999695,,-0.040467065,0.549786448,0.748897612,0.344161272,Asia +Tanzania,2020,3.785684109,7.881270409,0.739817083,58.5,0.830343485,0.295271993,0.520631671,0.685533106,0.271117926,Africa +Thailand,2020,5.884544373,9.76924324,0.866702616,67.59999847,0.840463281,0.273055583,0.918340027,0.783269882,0.326168567,Asia +Togo,2019,4.179493904,7.375211239,0.53870219,55.09999847,0.617419779,0.064774826,0.736675024,0.590229273,0.443869889,Africa +Tonga,,,,,,,,,,,Oceania +Trinidad and Tobago,2017,6.191859722,10.18292046,0.916029036,63.5,0.859140456,0.014855396,0.911336362,0.846467078,0.248098806,North America +Tunisia,2020,4.730811119,9.230624199,0.719013214,67.5,0.667758107,-0.201814234,0.877354085,0.584633887,0.438774347,Africa +Turkey,2020,4.861554146,10.21908379,0.856730223,67.59999847,0.510385871,-0.110888988,0.774417162,0.384292454,0.440387309,Asia +Turkmenistan,2019,5.474299908,9.651184082,0.981501758,62.59999847,0.891526878,0.284880638,,0.509914517,0.183343247,Asia +Tuvalu,,,,,,,,,,,Oceania +Uganda,2020,4.640909672,7.68445015,0.800461173,56.5,0.687482119,0.147117555,0.877587259,0.69894886,0.424706668,Africa +Ukraine,2020,5.269675732,9.427873611,0.884686291,65.19999695,0.784273446,0.126344204,0.945668995,0.687720656,0.284736186,Europe +United Arab Emirates,2020,6.458392143,11.05288982,0.826755583,67.5,0.9421615,0.060019661,,0.75165993,0.298480302,Asia +United Kingdom,2020,6.798177242,10.62581062,0.929353237,72.69999695,0.884624004,0.20250842,0.490203947,0.758163571,0.224655122,Europe +United States,2020,7.028088093,11.00065613,0.937369823,68.09999847,0.850447297,0.034103353,0.678124607,0.787371993,0.295499027,North America +Uruguay,2020,6.309681416,9.937191963,0.921070337,69.19999695,0.907761931,-0.083986901,0.491007835,0.807350934,0.264692068,South America +Uzbekistan,2019,6.154049397,8.853480339,0.915275931,65.40000153,0.970294535,0.304297596,0.511196852,0.844808519,0.219745517,Asia +Vanuatu,,,,,,,,,,,Oceania +Vatican City,,,,,,,,,,,Europe +Venezuela,2020,4.573829651,,0.80522424,66.90000153,0.611814618,,0.811319113,0.722391427,0.396250457,South America +Vietnam,2019,5.467451096,8.992330551,0.847592115,68.09999847,0.95246917,-0.125530764,0.787889242,0.751159906,0.18561019,Asia +Yemen,2019,4.196912766,,0.870042801,57.5,0.651308239,,0.798228264,0.54280591,0.213043228,Asia +Zambia,2020,4.837992191,8.116580009,0.766871631,56.29999924,0.750422418,0.056029193,0.809749782,0.691082239,0.344525933,Africa +Zimbabwe,2020,3.159802198,7.828756809,0.717242658,56.79999924,0.643302977,-0.008695764,0.78852278,0.702572763,0.345736384,Africa \ No newline at end of file diff --git a/Assets/Countries/countries.csv b/Assets/Countries/countries.csv new file mode 100644 index 0000000000000000000000000000000000000000..edaac5c08d1e251e263f4a56fd398de72d815de0 --- /dev/null +++ b/Assets/Countries/countries.csv @@ -0,0 +1,195 @@ +Country,Continent +Algeria,Africa +Angola,Africa +Benin,Africa +Botswana,Africa +Burkina,Africa +Burundi,Africa +Cameroon,Africa +Cape Verde,Africa +Central African Republic,Africa +Chad,Africa +Comoros,Africa +Congo,Africa +"Congo, Democratic Republic of",Africa +Djibouti,Africa +Egypt,Africa +Equatorial Guinea,Africa +Eritrea,Africa +Ethiopia,Africa +Gabon,Africa +Gambia,Africa +Ghana,Africa +Guinea,Africa +Guinea-Bissau,Africa +Ivory Coast,Africa +Kenya,Africa +Lesotho,Africa +Liberia,Africa +Libya,Africa +Madagascar,Africa +Malawi,Africa +Mali,Africa +Mauritania,Africa +Mauritius,Africa +Morocco,Africa +Mozambique,Africa +Namibia,Africa +Niger,Africa +Nigeria,Africa +Rwanda,Africa +Sao Tome and Principe,Africa +Senegal,Africa +Seychelles,Africa +Sierra Leone,Africa +Somalia,Africa +South Africa,Africa +South Sudan,Africa +Sudan,Africa +Swaziland,Africa +Tanzania,Africa +Togo,Africa +Tunisia,Africa +Uganda,Africa +Zambia,Africa +Zimbabwe,Africa +Afghanistan,Asia +Bahrain,Asia +Bangladesh,Asia +Bhutan,Asia +Brunei,Asia +Burma (Myanmar),Asia +Cambodia,Asia +China,Asia +East Timor,Asia +India,Asia +Indonesia,Asia +Iran,Asia +Iraq,Asia +Israel,Asia +Japan,Asia +Jordan,Asia +Kazakhstan,Asia +"Korea, North",Asia +"Korea, South",Asia +Kuwait,Asia +Kyrgyzstan,Asia +Laos,Asia +Lebanon,Asia +Malaysia,Asia +Maldives,Asia +Mongolia,Asia +Nepal,Asia +Oman,Asia +Pakistan,Asia +Philippines,Asia +Qatar,Asia +Russian Federation,Asia +Saudi Arabia,Asia +Singapore,Asia +Sri Lanka,Asia +Syria,Asia +Tajikistan,Asia +Thailand,Asia +Turkey,Asia +Turkmenistan,Asia +United Arab Emirates,Asia +Uzbekistan,Asia +Vietnam,Asia +Yemen,Asia +Albania,Europe +Andorra,Europe +Armenia,Europe +Austria,Europe +Azerbaijan,Europe +Belarus,Europe +Belgium,Europe +Bosnia and Herzegovina,Europe +Bulgaria,Europe +Croatia,Europe +Cyprus,Europe +CZ,Europe +Denmark,Europe +Estonia,Europe +Finland,Europe +France,Europe +Georgia,Europe +Germany,Europe +Greece,Europe +Hungary,Europe +Iceland,Europe +Ireland,Europe +Italy,Europe +Latvia,Europe +Liechtenstein,Europe +Lithuania,Europe +Luxembourg,Europe +Macedonia,Europe +Malta,Europe +Moldova,Europe +Monaco,Europe +Montenegro,Europe +Netherlands,Europe +Norway,Europe +Poland,Europe +Portugal,Europe +Romania,Europe +San Marino,Europe +Serbia,Europe +Slovakia,Europe +Slovenia,Europe +Spain,Europe +Sweden,Europe +Switzerland,Europe +Ukraine,Europe +United Kingdom,Europe +Vatican City,Europe +Antigua and Barbuda,North America +Bahamas,North America +Barbados,North America +Belize,North America +Canada,North America +Costa Rica,North America +Cuba,North America +Dominica,North America +Dominican Republic,North America +El Salvador,North America +Grenada,North America +Guatemala,North America +Haiti,North America +Honduras,North America +Jamaica,North America +Mexico,North America +Nicaragua,North America +Panama,North America +Saint Kitts and Nevis,North America +Saint Lucia,North America +Saint Vincent and the Grenadines,North America +Trinidad and Tobago,North America +US,North America +Australia,Oceania +Fiji,Oceania +Kiribati,Oceania +Marshall Islands,Oceania +Micronesia,Oceania +Nauru,Oceania +New Zealand,Oceania +Palau,Oceania +Papua New Guinea,Oceania +Samoa,Oceania +Solomon Islands,Oceania +Tonga,Oceania +Tuvalu,Oceania +Vanuatu,Oceania +Argentina,South America +Bolivia,South America +Brazil,South America +Chile,South America +Colombia,South America +Ecuador,South America +Guyana,South America +Paraguay,South America +Peru,South America +Suriname,South America +Uruguay,South America +Venezuela,South America \ No newline at end of file diff --git a/Assets/IMC Expansion/US Protected Classes from IMC.csv b/Assets/IMC Expansion/US Protected Classes from IMC.csv new file mode 100644 index 0000000000000000000000000000000000000000..ecbfe04805791895c7c1b67ff0d938c32f6777ac --- /dev/null +++ b/Assets/IMC Expansion/US Protected Classes from IMC.csv @@ -0,0 +1,74 @@ +Protected Category,Source,Words,Definition,Category +Age,IMC,aged,,Elderly +Age,IMC,young,,Youth +Age,IMC,old,,Elderly +Age,IMC,mature,,Elderly +Age,IMC,immature,,Youth +Age,IMC,child,,Youth +Age,IMC,juvenile,,Youth +Age,Addition,adolescent,,Youth +Age,Addition,kid,,Youth +Disability,IMC,blind,,Specific +Disability,IMC,deaf,,Specific +Disability,IMC,mobility,,General +Disability,IMC,handicap,,General +Disability,IMC,abled,,General +Disability,IMC,disability,,General +Disability,IMC,disabled,,General +Gender Identity,IMC,aab,,Assignment +Gender Identity,IMC,male,,Male +Gender Identity,IMC,female,,Female +Gender Identity,IMC,cis,A term used to describe a person whose gender identity aligns with those typically associated with the sex assigned to them at birth.,cis +Gender Identity,https://www.hrc.org/resources/glossary-of-terms,cisgender,A term used to describe a person whose gender identity aligns with those typically associated with the sex assigned to them at birth.,cis +Gender Identity,https://www.hrc.org/resources/glossary-of-terms,gender-fluid, A person who does not identify with a single fixed gender or has a fluid or unfixed gender identity.,non-binary +Gender Identity,https://www.hrc.org/resources/glossary-of-terms,Genderqueer,"Genderqueer people typically reject notions of static categories of gender and embrace a fluidity of gender identity and often, though not always, sexual orientation. People who identify as ""genderqueer"" may see themselves as being both male and female, neither male nor female or as falling completely outside these categories.",non-binary +Gender Identity,https://www.hrc.org/resources/glossary-of-terms,Intersex,"Intersex people are born with a variety of differences in their sex traits and reproductive anatomy. There is a wide variety of difference among intersex variations, including differences in genitalia, chromosomes, gonads, internal sex organs, hormone production, hormone response, and/or secondary sex traits.",Assignment +Gender Identity,https://www.hrc.org/resources/glossary-of-terms,Sex assigned at birth,"The sex, male, female or intersex, that a doctor or midwife uses to describe a child at birth based on their external anatomy.",Assignment +Gender Identity,IMC,many-genders,,many-genders +Gender Identity,IMC,no-gender,,no-gender +Gender Identity,IMC,non-binary,An adjective describing a person who does not identify exclusively as a man or a woman.,non-binary +Gender Identity,IMC,trans-woman,,trans +Gender Identity,IMC,trans-man,,trans +Gender Identity,IMC,trans-gender,,trans +Gender Identity,IMC,afab,,Assignment +Gender Identity,IMC,amab,,Assignment +Gender Identity,https://techland.time.com/2014/02/14/a-comprehensive-guide-to-facebooks-new-options-for-gender-identity/,bigender,A person identifies with two distinct genders.,bi-gender +Gender Identity,https://techland.time.com/2014/02/14/a-comprehensive-guide-to-facebooks-new-options-for-gender-identity/,cis female,,cis +Gender Identity,https://techland.time.com/2014/02/14/a-comprehensive-guide-to-facebooks-new-options-for-gender-identity/,cis male,,cis +Gender Identity,https://techland.time.com/2014/02/14/a-comprehensive-guide-to-facebooks-new-options-for-gender-identity/,cis man,,cis +Gender Identity,https://techland.time.com/2014/02/14/a-comprehensive-guide-to-facebooks-new-options-for-gender-identity/,cis woman,,cis +Gender Identity,https://techland.time.com/2014/02/14/a-comprehensive-guide-to-facebooks-new-options-for-gender-identity/,female to male,,trans +Gender Identity,https://techland.time.com/2014/02/14/a-comprehensive-guide-to-facebooks-new-options-for-gender-identity/,male to female,,trans +Gender Identity,https://techland.time.com/2014/02/14/a-comprehensive-guide-to-facebooks-new-options-for-gender-identity/,FTM,,trans +Gender Identity,https://techland.time.com/2014/02/14/a-comprehensive-guide-to-facebooks-new-options-for-gender-identity/,MTF,,trans +Gender Identity,https://techland.time.com/2014/02/14/a-comprehensive-guide-to-facebooks-new-options-for-gender-identity/,neutrois,"Killerman says this French-esque term, pronounced noo-TWA, is relatively new. It’s used by people who see themselves as gender neutral, people who don’t feel any gender is a big component of their identity.",no-gender +Gender Identity,https://techland.time.com/2014/02/14/a-comprehensive-guide-to-facebooks-new-options-for-gender-identity/,agender,One sense of prefix a- is “without.”,no-gender +Gender Identity,https://techland.time.com/2014/02/14/a-comprehensive-guide-to-facebooks-new-options-for-gender-identity/,pangender,"A pangender Facebook user probably sees themselves as “a little bit of everything in the sexual catalog,” Killermann says.",many-genders +Gender Identity,https://techland.time.com/2014/02/14/a-comprehensive-guide-to-facebooks-new-options-for-gender-identity/,two-spirit,"This term, Killermann says, comes from Native American culture, describing someone who embodies both the spirits of a man and a woman.",bi-gender +Gender Identity,https://techland.time.com/2014/02/14/a-comprehensive-guide-to-facebooks-new-options-for-gender-identity/,two spirit,"This term, Killermann says, comes from Native American culture, describing someone who embodies both the spirits of a man and a woman.",bi-gender +Gender Identity,https://techland.time.com/2014/02/14/a-comprehensive-guide-to-facebooks-new-options-for-gender-identity/,androgynous,, +Gender Identity,https://techland.time.com/2014/02/14/a-comprehensive-guide-to-facebooks-new-options-for-gender-identity/,androgyne,, +Gender Identity,https://techland.time.com/2014/02/14/a-comprehensive-guide-to-facebooks-new-options-for-gender-identity/,trans,A trans person does not identify with the gender that corresponds to the sex they were assigned at birth.,trans +Gender Identity,https://techland.time.com/2014/02/14/a-comprehensive-guide-to-facebooks-new-options-for-gender-identity/,trans woman,A person who was assigned the male sex at birth but identifies as female.,trans +Gender Identity,https://techland.time.com/2014/02/14/a-comprehensive-guide-to-facebooks-new-options-for-gender-identity/,trans man,,trans +Sex,IMC,maternity,,Pregnancy +Sex,IMC,motherhood,,Pregnancy +Sex,IMC,motherhood,,Pregnancy +Sex,IMC,parental,,Pregnancy +Sex,IMC,pregnant,,Pregnancy +Race,IMC,black,,Black +Race,IMC,indian,,Native American +Race,IMC,indigenous,,Native American +Race,IMC,asian,,AAPI +Race,IMC,hispanic,,Hispanic +Race,IMC,islander,,AAPI +Race,IMC,white,,White +Race,IMC,european,,White +Race,IMC,african,,Black +Sexual Orientation,IMC,asexual,"Often called “ace” for short, asexual refers to a complete or partial lack of sexual attraction or lack of interest in sexual activity with others. Asexuality exists on a spectrum, and asexual people may experience no, little or conditional sexual attraction.",asexual +Sexual Orientation,IMC,homosexual,,homosexual +Sexual Orientation,IMC,heterosexual,,heterosexual +Sexual Orientation,IMC,bisexual,"A person emotionally, romantically or sexually attracted to more than one sex, gender or gender identity though not necessarily simultaneously, in the same way or to the same degree. Sometimes used interchangeably with pansexual.",bisexual +Sexual Orientation,IMC,pansexual,,pansexual +Sexual Orientation,https://www.hrc.org/resources/glossary-of-terms,gay,"A person who is emotionally, romantically or sexually attracted to members of the same gender. Men, women and non-binary people may use this term to describe themselves.",homosexual +Veteran,IMC,Veteran,, \ No newline at end of file diff --git a/Assets/Professions/.ipynb_checkpoints/Standard_Occupational_Classifications_Orgin-checkpoint.md b/Assets/Professions/.ipynb_checkpoints/Standard_Occupational_Classifications_Orgin-checkpoint.md new file mode 100644 index 0000000000000000000000000000000000000000..57de7c4a482b532b3134253dee54fb20ceddbf69 --- /dev/null +++ b/Assets/Professions/.ipynb_checkpoints/Standard_Occupational_Classifications_Orgin-checkpoint.md @@ -0,0 +1,9 @@ +# Where did this data come from? + +In looking for a solid list, I determined that the US Bureau of Labor Statistics would provide an excellent starting point for comprehensive listings of titles. This data can be found at [Standard Occupational Classifications in 2018](https://www.bls.gov/soc/2018/home.htm). Specifically, I made use of their [Direct Match Title File](https://www.bls.gov/soc/2018/home.htm#match), because it seemed to have the most comprehensive list and provided SOC categories. + +Here's the Header from the file: +> U.S. Bureau of Labor Statistics +> On behalf of the Office of Management and Budget (OMB) and the Standard Occupational Classification Policy Committee (SOCPC) +> November 2017 (Updated April 15, 2020) +> ***Questions should be emailed to soc@bls.gov*** \ No newline at end of file diff --git a/Assets/Professions/.ipynb_checkpoints/clean-SOC-2018-checkpoint.ipynb b/Assets/Professions/.ipynb_checkpoints/clean-SOC-2018-checkpoint.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..5f73e682b5d72bf1356e15c240c20a73191cee0a --- /dev/null +++ b/Assets/Professions/.ipynb_checkpoints/clean-SOC-2018-checkpoint.ipynb @@ -0,0 +1,558 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "08cf1c6f-0895-4e7b-9279-109c55dd6596", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd, spacy, nltk, numpy as np, re, ssl" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "id": "e3a83c6d-bfb4-4aa2-a9dd-a4fd7ffe6d03", + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.read_csv(\"soc_2018_direct_match_title_file.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "id": "afa91f8f-d7f6-47a0-adc3-b21866acc2fa", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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2018 SOC Code2018 SOC Title2018 SOC Direct Match TitleIllustrative Example
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2018 SOC Code2018 SOC Title2018 SOC Direct Match Title
011-1011Chief ExecutivesAdmiral
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211-1011Chief ExecutivesChief Executive Officer
311-1011Chief ExecutivesChief Financial Officer
411-1011Chief ExecutivesChief Operating Officer
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" + ], + "text/plain": [ + " 2018 SOC Code 2018 SOC Title 2018 SOC Direct Match Title\n", + "0 11-1011 Chief Executives Admiral\n", + "1 11-1011 Chief Executives CEO\n", + "2 11-1011 Chief Executives Chief Executive Officer\n", + "3 11-1011 Chief Executives Chief Financial Officer\n", + "4 11-1011 Chief Executives Chief Operating Officer" + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "id": "538a8047-9de8-4d29-961c-6b008c298e67", + "metadata": {}, + "outputs": [], + "source": [ + "df[\"Major\"] = df[\"2018 SOC Code\"].apply(lambda x: x[:2]).apply(int)" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "id": "5969d5bc-69a5-42f6-a774-73a28e85b019", + "metadata": {}, + "outputs": [], + "source": [ + "# https://www.bls.gov/soc/2018/soc_2018_class_and_coding_structure.pdf determines the categorization.\n", + "def high_level_agg(number):\n", + " if 11 <= number <= 29:\n", + " category = \"Management, Business, Science, and Arts Occupations\"\n", + " elif 31 <= number <= 39:\n", + " category = \"Service Occupations\"\n", + " elif 41 <= number <= 43:\n", + " category = \"Sales and Office Occupations\"\n", + " elif 45 <= number <= 49:\n", + " category = \"Natural Resources, Construction, and Maintenance Occupations\"\n", + " elif 51 <= number <= 53:\n", + " category = \"Production, Transportation, and Material Moving Occupations\"\n", + " else:\n", + " category = \"Military Specific Occupations\"\n", + " return category" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "id": "ebd35a6d-e0cd-497f-9c0b-9acf24de25dc", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([11, 13, 15, 17, 19, 21, 23, 25, 27, 29, 31, 33, 35, 37, 39, 41, 43,\n", + " 45, 47, 49, 51, 53, 55])" + ] + }, + "execution_count": 58, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.Major.unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "id": "729a6707-e442-4ad4-ad50-c6f701e00757", + "metadata": {}, + "outputs": [], + "source": [ + "df[\"high_level\"] = df.Major.apply(high_level_agg)" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "id": "8017e2e0-5635-47fc-bef6-be13e6988177", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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2018 SOC Code2018 SOC Title2018 SOC Direct Match TitleMajorhigh_level
011-1011Chief ExecutivesAdmiral11Management, Business, Science, and Arts Occupa...
111-1011Chief ExecutivesCEO11Management, Business, Science, and Arts Occupa...
211-1011Chief ExecutivesChief Executive Officer11Management, Business, Science, and Arts Occupa...
311-1011Chief ExecutivesChief Financial Officer11Management, Business, Science, and Arts Occupa...
411-1011Chief ExecutivesChief Operating Officer11Management, Business, Science, and Arts Occupa...
\n", + "
" + ], + "text/plain": [ + " 2018 SOC Code 2018 SOC Title 2018 SOC Direct Match Title Major \\\n", + "0 11-1011 Chief Executives Admiral 11 \n", + "1 11-1011 Chief Executives CEO 11 \n", + "2 11-1011 Chief Executives Chief Executive Officer 11 \n", + "3 11-1011 Chief Executives Chief Financial Officer 11 \n", + "4 11-1011 Chief Executives Chief Operating Officer 11 \n", + "\n", + " high_level \n", + "0 Management, Business, Science, and Arts Occupa... \n", + "1 Management, Business, Science, and Arts Occupa... \n", + "2 Management, Business, Science, and Arts Occupa... \n", + "3 Management, Business, Science, and Arts Occupa... \n", + "4 Management, Business, Science, and Arts Occupa... " + ] + }, + "execution_count": 60, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "id": "885a1379-3795-4e52-a6a6-b1f03476101e", + "metadata": {}, + "outputs": [], + "source": [ + "names = {\"2018 SOC Code\":\"SOC_code\", \"2018 SOC Title\": \"Category\", \"2018 SOC Direct Match Title\":\"Words\"}" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "id": "b77202c7-8e4a-4bed-bc89-e7f146e857ba", + "metadata": {}, + "outputs": [], + "source": [ + "df = df.rename(columns=names)" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "id": "7035d6dc-0638-4069-8a17-074b7bab5366", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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SOC_codeCategoryWordsMajorhigh_level
011-1011Chief ExecutivesAdmiral11Management, Business, Science, and Arts Occupa...
111-1011Chief ExecutivesCEO11Management, Business, Science, and Arts Occupa...
211-1011Chief ExecutivesChief Executive Officer11Management, Business, Science, and Arts Occupa...
311-1011Chief ExecutivesChief Financial Officer11Management, Business, Science, and Arts Occupa...
411-1011Chief ExecutivesChief Operating Officer11Management, Business, Science, and Arts Occupa...
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" + ], + "text/plain": [ + " SOC_code Category Words Major \\\n", + "0 11-1011 Chief Executives Admiral 11 \n", + "1 11-1011 Chief Executives CEO 11 \n", + "2 11-1011 Chief Executives Chief Executive Officer 11 \n", + "3 11-1011 Chief Executives Chief Financial Officer 11 \n", + "4 11-1011 Chief Executives Chief Operating Officer 11 \n", + "\n", + " high_level \n", + "0 Management, Business, Science, and Arts Occupa... \n", + "1 Management, Business, Science, and Arts Occupa... \n", + "2 Management, Business, Science, and Arts Occupa... \n", + "3 Management, Business, Science, and Arts Occupa... \n", + "4 Management, Business, Science, and Arts Occupa... " + ] + }, + "execution_count": 63, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "id": "3f8c4a84-a50e-4dfe-9448-ac69c00750f4", + "metadata": {}, + "outputs": [], + "source": [ + "df.to_csv(\"soc-professions-2018.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "753cbdaf-41a5-4665-b13f-145702b293ec", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b44845e3-5a9f-4009-894c-a8e7b43b4d1b", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.8" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/Assets/Professions/.ipynb_checkpoints/soc-professions-2018-checkpoint.csv b/Assets/Professions/.ipynb_checkpoints/soc-professions-2018-checkpoint.csv new file mode 100644 index 0000000000000000000000000000000000000000..5713daaf703bd94b406d4f9141e1e87a83a70c84 --- /dev/null +++ b/Assets/Professions/.ipynb_checkpoints/soc-professions-2018-checkpoint.csv @@ -0,0 +1,6521 @@ +,SOC_code,Category,Title +0,11-1011,Chief Executives,Admiral +1,11-1011,Chief Executives,CEO +2,11-1011,Chief Executives,Chief Executive Officer +3,11-1011,Chief Executives,Chief Financial Officer +4,11-1011,Chief Executives,Chief Operating Officer +5,11-1011,Chief Executives,Chief Sustainability Officer +6,11-1011,Chief Executives,Commissioner of Internal Revenue +7,11-1011,Chief Executives,COO +8,11-1011,Chief Executives,County Commissioner +9,11-1011,Chief Executives,Government Service Executive +10,11-1011,Chief Executives,Governor +11,11-1011,Chief Executives,Mayor +12,11-1011,Chief Executives,School Superintendent +13,11-1011,Chief Executives,University President +14,11-1021,General and Operations Managers,Department Store General Manager +15,11-1021,General and Operations Managers,Department Store Manager +16,11-1021,General and Operations Managers,General Manager +17,11-1021,General and Operations Managers,General Superintendent +18,11-1021,General and Operations Managers,Manufacturing Operations Manager +19,11-1021,General and Operations Managers,Operational Risk Manager +20,11-1021,General and Operations Managers,Operations Manager +21,11-1021,General and Operations Managers,Radio Station Manager +22,11-1021,General and Operations Managers,Television Store Manager +23,11-1031,Legislators,City Alderman +24,11-1031,Legislators,City Council Member +25,11-1031,Legislators,Congressional Representative +26,11-1031,Legislators,Councilor +27,11-1031,Legislators,Legislator +28,11-1031,Legislators,Member of Congress +29,11-1031,Legislators,Selectman +30,11-1031,Legislators,Senator +31,11-1031,Legislators,Tribal Council Member +32,11-2011,Advertising and Promotions Managers,Advertising Director +33,11-2011,Advertising and Promotions Managers,Advertising Executive +34,11-2011,Advertising and Promotions Managers,Advertising Manager +35,11-2011,Advertising and Promotions Managers,Classified Advertising Manager +36,11-2011,Advertising and Promotions Managers,Promotions Director +37,11-2011,Advertising and Promotions Managers,Promotions Manager +38,11-2011,Advertising and Promotions Managers,VP Advertising +39,11-2011,Advertising and Promotions Managers,VP Promotions +40,11-2021,Marketing Managers,Internet Marketing Manager +41,11-2021,Marketing Managers,Marketing Administrator +42,11-2021,Marketing Managers,Marketing Director +43,11-2021,Marketing Managers,VP Marketing +44,11-2022,Sales Managers,District Sales Manager +45,11-2022,Sales Managers,E-Commerce Director +46,11-2022,Sales Managers,Export Manager +47,11-2022,Sales Managers,Regional Sales Manager +48,11-2022,Sales Managers,Sales Account Manager +49,11-2022,Sales Managers,Sales Director +50,11-2022,Sales Managers,Territory Sales Manager +51,11-2032,Public Relations Managers,Communication Manager +52,11-2032,Public Relations Managers,Public Affairs Director +53,11-2032,Public Relations Managers,Public Information Director +54,11-2032,Public Relations Managers,Public Information Relations Manager +55,11-2032,Public Relations Managers,Public Relations Director +56,11-2032,Public Relations Managers,Public Relations Manager +57,11-2032,Public Relations Managers,Publicity Director +58,11-2033,Fundraising Managers,Donor Relations Manager +59,11-2033,Fundraising Managers,Foundation Director +60,11-2033,Fundraising Managers,Funding Coordinator +61,11-2033,Fundraising Managers,Fundraising Director +62,11-3012,Administrative Services Managers,Business Office Manager +63,11-3012,Administrative Services Managers,Business Unit Manager +64,11-3012,Administrative Services Managers,Records and Information Manager +65,11-3012,Administrative Services Managers,Records Management Director +66,11-3012,Administrative Services Managers,University Registrar +67,11-3013,Facilities Managers,Conference Center Manager +68,11-3013,Facilities Managers,Director of University Housing +69,11-3013,Facilities Managers,Stadium Manager +70,11-3021,Computer and Information Systems Managers,Application Development Director +71,11-3021,Computer and Information Systems Managers,Chief Technology Officer +72,11-3021,Computer and Information Systems Managers,Computer Operations Manager +73,11-3021,Computer and Information Systems Managers,Computer Security Manager +74,11-3021,Computer and Information Systems Managers,Data Operations Director +75,11-3021,Computer and Information Systems Managers,Data Processing Manager +76,11-3021,Computer and Information Systems Managers,Information Systems Director +77,11-3021,Computer and Information Systems Managers,Information Systems Manager +78,11-3021,Computer and Information Systems Managers,Information Technology Director +79,11-3021,Computer and Information Systems Managers,Information Technology Systems Director +80,11-3021,Computer and Information Systems Managers,Internet Technology Manager +81,11-3021,Computer and Information Systems Managers,Management Information Systems Director +82,11-3021,Computer and Information Systems Managers,MIS Director +83,11-3031,Financial Managers,Bank Branch Manager +84,11-3031,Financial Managers,Banking Center Manager +85,11-3031,Financial Managers,Banking Manager +86,11-3031,Financial Managers,City Comptroller +87,11-3031,Financial Managers,City Treasurer +88,11-3031,Financial Managers,Comptroller +89,11-3031,Financial Managers,Credit Manager +90,11-3031,Financial Managers,Financial Director +91,11-3031,Financial Managers,Financial Officer +92,11-3031,Financial Managers,Fiscal Manager +93,11-3031,Financial Managers,International Bank Manager +94,11-3031,Financial Managers,Residential Mortgage Manager +95,11-3051,Industrial Production Managers,Industrial Production Manager +96,11-3051,Industrial Production Managers,Manufacturing Director +97,11-3051,Industrial Production Managers,Plant Chief +98,11-3051,Industrial Production Managers,Plant Manager +99,11-3051,Industrial Production Managers,Plant Superintendent +100,11-3051,Industrial Production Managers,Production Control Manager +101,11-3061,Purchasing Managers,Contract Administrator +102,11-3061,Purchasing Managers,Contracting Manager +103,11-3061,Purchasing Managers,Director of Strategic Sourcing +104,11-3061,Purchasing Managers,Procurement Manager +105,11-3061,Purchasing Managers,Purchasing Director +106,11-3061,Purchasing Managers,Sourcing Manager +107,11-3071,"Transportation, Storage, and Distribution Managers",Airport Manager +108,11-3071,"Transportation, Storage, and Distribution Managers",Cold Storage Supervisor +109,11-3071,"Transportation, Storage, and Distribution Managers",Distribution Center Manager +110,11-3071,"Transportation, Storage, and Distribution Managers",Logistics Manager +111,11-3071,"Transportation, Storage, and Distribution Managers",Logistics Supply Officer +112,11-3071,"Transportation, Storage, and Distribution Managers",Marine Oil Terminal Superintendent +113,11-3071,"Transportation, Storage, and Distribution Managers",Traffic Safety Administrator +114,11-3071,"Transportation, Storage, and Distribution Managers",Transportation Manager +115,11-3071,"Transportation, Storage, and Distribution Managers",Warehouse Manager +116,11-3071,"Transportation, Storage, and Distribution Managers",Warehouse Operations Manager +117,11-3111,Compensation and Benefits Managers,Compensation Director +118,11-3111,Compensation and Benefits Managers,Employee Benefits Coordinator +119,11-3111,Compensation and Benefits Managers,Employee Benefits Director +120,11-3111,Compensation and Benefits Managers,Employee Benefits Manager +121,11-3111,Compensation and Benefits Managers,Wage and Salary Administrator +122,11-3121,Human Resources Managers,Employee Relations Manager +123,11-3121,Human Resources Managers,Job Analysis Manager +124,11-3121,Human Resources Managers,Labor Relations Director +125,11-3121,Human Resources Managers,Personnel Administrator +126,11-3121,Human Resources Managers,Personnel Director +127,11-3121,Human Resources Managers,Personnel Manager +128,11-3121,Human Resources Managers,Position Description Manager +129,11-3131,Training and Development Managers,E-Learning Manager +130,11-3131,Training and Development Managers,Employee Development Director +131,11-3131,Training and Development Managers,Employee Development Manager +132,11-3131,Training and Development Managers,Labor Training Manager +133,11-9013,"Farmers, Ranchers, and Other Agricultural Managers",Agricultural Crop Farm Manager +134,11-9013,"Farmers, Ranchers, and Other Agricultural Managers",Animal Husbandry Manager +135,11-9013,"Farmers, Ranchers, and Other Agricultural Managers",Aquaculture Farm Manager +136,11-9013,"Farmers, Ranchers, and Other Agricultural Managers",Beef Farm Operator +137,11-9013,"Farmers, Ranchers, and Other Agricultural Managers",Christmas Tree Farm Manager +138,11-9013,"Farmers, Ranchers, and Other Agricultural Managers",Dairy Farm Manager +139,11-9013,"Farmers, Ranchers, and Other Agricultural Managers",Fish Hatchery Manager +140,11-9013,"Farmers, Ranchers, and Other Agricultural Managers",Greenhouse Manager +141,11-9013,"Farmers, Ranchers, and Other Agricultural Managers",Hatchery Manager +142,11-9013,"Farmers, Ranchers, and Other Agricultural Managers",Orchard Manager +143,11-9021,Construction Managers,Construction Coordinator +144,11-9021,Construction Managers,Construction Superintendent +145,11-9021,Construction Managers,General Contractor +146,11-9021,Construction Managers,Masonry Contractor Administrator +147,11-9031,"Education and Childcare Administrators, Preschool and Day Care",Childcare Center Administrator +148,11-9031,"Education and Childcare Administrators, Preschool and Day Care",Childcare Center Director +149,11-9031,"Education and Childcare Administrators, Preschool and Day Care",Early Head Start Director +150,11-9031,"Education and Childcare Administrators, Preschool and Day Care",Head Start Director +151,11-9031,"Education and Childcare Administrators, Preschool and Day Care",Prekindergarten Program Coordinator +152,11-9031,"Education and Childcare Administrators, Preschool and Day Care",Preschool Director +153,11-9032,"Education Administrators, Kindergarten through Secondary",Elementary School Principal +154,11-9032,"Education Administrators, Kindergarten through Secondary",High School Principal +155,11-9032,"Education Administrators, Kindergarten through Secondary",Junior High School Principal +156,11-9032,"Education Administrators, Kindergarten through Secondary",K-12 School Principal +157,11-9032,"Education Administrators, Kindergarten through Secondary",K-8 School Principal +158,11-9032,"Education Administrators, Kindergarten through Secondary",Middle School Principal +159,11-9032,"Education Administrators, Kindergarten through Secondary",Secondary School Principal +160,11-9033,"Education Administrators, Postsecondary",Continuing Education Director +161,11-9033,"Education Administrators, Postsecondary",Director of Student Services +162,11-9033,"Education Administrators, Postsecondary",Graduate School Dean +163,11-9033,"Education Administrators, Postsecondary",Graduate Studies Dean +164,11-9033,"Education Administrators, Postsecondary",Provost +165,11-9033,"Education Administrators, Postsecondary",University Dean +166,11-9033,"Education Administrators, Postsecondary",University Department Chair +167,11-9041,Architectural and Engineering Managers,Electrical Engineering Director +168,11-9041,Architectural and Engineering Managers,Engineering Design Manager +169,11-9041,Architectural and Engineering Managers,Engineering Manager +170,11-9041,Architectural and Engineering Managers,Engineering Research Manager +171,11-9041,Architectural and Engineering Managers,Global Engineering Manager +172,11-9041,Architectural and Engineering Managers,Mechanical Engineering Director +173,11-9041,Architectural and Engineering Managers,Process Engineering Manager +174,11-9051,Food Service Managers,Banquet Director +175,11-9051,Food Service Managers,Banquet Manager +176,11-9051,Food Service Managers,Cafeteria Director +177,11-9051,Food Service Managers,Food and Beverage Manager +178,11-9051,Food Service Managers,Food Service Director +179,11-9051,Food Service Managers,Restaurant General Manager +180,11-9051,Food Service Managers,Tavern Operator +181,11-9071,Gambling Managers,Bingo Manager +182,11-9071,Gambling Managers,Casino Manager +183,11-9071,Gambling Managers,Gambling Department Head +184,11-9071,Gambling Managers,Gambling Director +185,11-9071,Gambling Managers,Gambling Manager +186,11-9071,Gambling Managers,Slot Operations Director +187,11-9071,Gambling Managers,Slots Manager +188,11-9071,Gambling Managers,Table Games Manager +189,11-9072,"Entertainment and Recreation Managers, Except Gambling",Amusement Park Manager +190,11-9072,"Entertainment and Recreation Managers, Except Gambling",Boat Club Manager +191,11-9072,"Entertainment and Recreation Managers, Except Gambling",Fitness Club Manager +192,11-9072,"Entertainment and Recreation Managers, Except Gambling",Golf Club Manager +193,11-9072,"Entertainment and Recreation Managers, Except Gambling",Marina Club Manager +194,11-9072,"Entertainment and Recreation Managers, Except Gambling",Skating Rink Manager +195,11-9072,"Entertainment and Recreation Managers, Except Gambling",Ski Resort Manager +196,11-9072,"Entertainment and Recreation Managers, Except Gambling",Tennis Club Manager +197,11-9072,"Entertainment and Recreation Managers, Except Gambling",Theme Park Manager +198,11-9081,Lodging Managers,Bed and Breakfast Innkeeper +199,11-9081,Lodging Managers,Boardinghouse Keeper +200,11-9081,Lodging Managers,Hotel Director +201,11-9081,Lodging Managers,Hotel Manager +202,11-9081,Lodging Managers,Hotel Operations Manager +203,11-9081,Lodging Managers,Innkeeper +204,11-9081,Lodging Managers,Lodging Facilities Manager +205,11-9111,Medical and Health Services Managers,Chief Medical Information Officer +206,11-9111,Medical and Health Services Managers,Clinic Director +207,11-9111,Medical and Health Services Managers,Clinical Informatics Director +208,11-9111,Medical and Health Services Managers,Clinical Services Director +209,11-9111,Medical and Health Services Managers,Emergency Medical Service Coordinator +210,11-9111,Medical and Health Services Managers,Health Care Manager +211,11-9111,Medical and Health Services Managers,Health Information Services Manager +212,11-9111,Medical and Health Services Managers,Health Services Administrator +213,11-9111,Medical and Health Services Managers,Health Services Director +214,11-9111,Medical and Health Services Managers,Healthcare Administrator +215,11-9111,Medical and Health Services Managers,Healthcare Manager +216,11-9111,Medical and Health Services Managers,Hospice Director +217,11-9111,Medical and Health Services Managers,Hospice Plan Administrator +218,11-9111,Medical and Health Services Managers,Hospital Administrator +219,11-9111,Medical and Health Services Managers,Hospital Director +220,11-9111,Medical and Health Services Managers,Medical and Health Information Manager +221,11-9111,Medical and Health Services Managers,Medical Director +222,11-9111,Medical and Health Services Managers,Medical Records Administrator +223,11-9111,Medical and Health Services Managers,Mental Health Program Manager +224,11-9111,Medical and Health Services Managers,Nursing Home Manager +225,11-9111,Medical and Health Services Managers,Nursing Service Director +226,11-9111,Medical and Health Services Managers,Occupational Therapy Director +227,11-9111,Medical and Health Services Managers,Public Health Administrator +228,11-9111,Medical and Health Services Managers,Respiratory Therapy Director +229,11-9111,Medical and Health Services Managers,Speech and Hearing Therapy Director +230,11-9111,Medical and Health Services Managers,Wellness Director +231,11-9111,Medical and Health Services Managers,Wellness Manager +232,11-9121,Natural Sciences Managers,Agricultural Research Director +233,11-9121,Natural Sciences Managers,Geochemical Manager +234,11-9121,Natural Sciences Managers,Geophysical Manager +235,11-9121,Natural Sciences Managers,Ocean Program Administrator +236,11-9131,Postmasters and Mail Superintendents,Postal Supervisor +237,11-9131,Postmasters and Mail Superintendents,Postmaster +238,11-9141,"Property, Real Estate, and Community Association Managers",Apartment Manager +239,11-9141,"Property, Real Estate, and Community Association Managers",Building Rental Manager +240,11-9141,"Property, Real Estate, and Community Association Managers",Community Association Manager +241,11-9141,"Property, Real Estate, and Community Association Managers",Condominium Association Manager +242,11-9141,"Property, Real Estate, and Community Association Managers",Homeowner Association Manager +243,11-9141,"Property, Real Estate, and Community Association Managers",Land Acquisition Manager +244,11-9141,"Property, Real Estate, and Community Association Managers",Leasing Property Manager +245,11-9141,"Property, Real Estate, and Community Association Managers",Property Manager +246,11-9141,"Property, Real Estate, and Community Association Managers",Real Estate Manager +247,11-9151,Social and Community Service Managers,Child Welfare Director +248,11-9151,Social and Community Service Managers,Community Service Director +249,11-9151,Social and Community Service Managers,Community Service Organization Director +250,11-9151,Social and Community Service Managers,Family Service Center Director +251,11-9151,Social and Community Service Managers,Neighborhood Service Center Director +252,11-9151,Social and Community Service Managers,Social Service Director +253,11-9151,Social and Community Service Managers,Social Services Director +254,11-9151,Social and Community Service Managers,Youth Program Director +255,11-9161,Emergency Management Directors,Director of Civil Defense +256,11-9161,Emergency Management Directors,Disaster Response Director +257,11-9161,Emergency Management Directors,Emergency Management System Director +258,11-9161,Emergency Management Directors,Emergency Planner +259,11-9161,Emergency Management Directors,Emergency Planning and Response Manager +260,11-9161,Emergency Management Directors,Emergency Preparedness Coordinator +261,11-9161,Emergency Management Directors,Emergency Services Director +262,11-9161,Emergency Management Directors,Emergency Services Program Coordinator +263,11-9161,Emergency Management Directors,EMS Director +264,11-9161,Emergency Management Directors,Public Safety Director +265,11-9171,Funeral Home Managers,Funeral Home Director +266,11-9171,Funeral Home Managers,Funeral Home Manager +267,11-9171,Funeral Home Managers,Funeral Service Manager +268,11-9179,"Personal Service Managers, All Other",Day Spa Director +269,11-9179,"Personal Service Managers, All Other",Nail Salon Manager +270,11-9179,"Personal Service Managers, All Other",Travel Agency Manager +271,11-9199,"Managers, All Other",Clerk of Court +272,11-9199,"Managers, All Other",Environmental Control Administrator +273,11-9199,"Managers, All Other",Highway Patrol Commander +274,11-9199,"Managers, All Other",Safety Coordinator +275,11-9199,"Managers, All Other",Social Science Manager +276,11-9199,"Managers, All Other",Utilities Manager +277,13-1011,"Agents and Business Managers of Artists, Performers, and Athletes",Artist Manager +278,13-1011,"Agents and Business Managers of Artists, Performers, and Athletes",Artist Representative +279,13-1011,"Agents and Business Managers of Artists, Performers, and Athletes",Author's Agent +280,13-1011,"Agents and Business Managers of Artists, Performers, and Athletes",Band Manager +281,13-1011,"Agents and Business Managers of Artists, Performers, and Athletes",Booking Agent +282,13-1011,"Agents and Business Managers of Artists, Performers, and Athletes",Booking Manager +283,13-1011,"Agents and Business Managers of Artists, Performers, and Athletes",Fight Manager +284,13-1011,"Agents and Business Managers of Artists, Performers, and Athletes",Literary Agent +285,13-1011,"Agents and Business Managers of Artists, Performers, and Athletes",Modeling Agent +286,13-1011,"Agents and Business Managers of Artists, Performers, and Athletes",Talent Agent +287,13-1011,"Agents and Business Managers of Artists, Performers, and Athletes",Talent Manager +288,13-1011,"Agents and Business Managers of Artists, Performers, and Athletes",Theatrical Agent +289,13-1021,"Buyers and Purchasing Agents, Farm Products",Cattle Buyer +290,13-1021,"Buyers and Purchasing Agents, Farm Products",Cotton Broker +291,13-1021,"Buyers and Purchasing Agents, Farm Products",Cotton Buyer +292,13-1021,"Buyers and Purchasing Agents, Farm Products",Fruit Buyer +293,13-1021,"Buyers and Purchasing Agents, Farm Products",Grain Buyer +294,13-1021,"Buyers and Purchasing Agents, Farm Products",Hog Buyer +295,13-1021,"Buyers and Purchasing Agents, Farm Products",Livestock Buyer +296,13-1021,"Buyers and Purchasing Agents, Farm Products",Oyster Buyer +297,13-1021,"Buyers and Purchasing Agents, Farm Products","Purchasing Agent, Cotton, Grain, Livestock, Other Farm Products" +298,13-1021,"Buyers and Purchasing Agents, Farm Products",Tobacco Buyer +299,13-1022,"Wholesale and Retail Buyers, Except Farm Products",Gold Buyer +300,13-1022,"Wholesale and Retail Buyers, Except Farm Products",Merchandise Buyer +301,13-1022,"Wholesale and Retail Buyers, Except Farm Products",Retail Buyer +302,13-1022,"Wholesale and Retail Buyers, Except Farm Products",Tie Buyer +303,13-1022,"Wholesale and Retail Buyers, Except Farm Products",Wholesale Buyer +304,13-1023,"Purchasing Agents, Except Wholesale, Retail, and Farm Products","Equipment, Supplies, and Tools Purchasing Agent" +305,13-1023,"Purchasing Agents, Except Wholesale, Retail, and Farm Products",Radio Time Buyer +306,13-1031,"Claims Adjusters, Examiners, and Investigators",Claims Analyst +307,13-1031,"Claims Adjusters, Examiners, and Investigators",Fire Claims Adjuster +308,13-1031,"Claims Adjusters, Examiners, and Investigators",Health Claims Examiner +309,13-1031,"Claims Adjusters, Examiners, and Investigators",Health Insurance Adjuster +310,13-1031,"Claims Adjusters, Examiners, and Investigators",Independent Insurance Adjuster +311,13-1031,"Claims Adjusters, Examiners, and Investigators",Medical Claims Analyst +312,13-1031,"Claims Adjusters, Examiners, and Investigators",Medical Claims Examiner +313,13-1031,"Claims Adjusters, Examiners, and Investigators",Property and Casualty Insurance Claims Examiner +314,13-1031,"Claims Adjusters, Examiners, and Investigators",Property Damage Claims Adjustor +315,13-1031,"Claims Adjusters, Examiners, and Investigators",Reinsurance Claims Analyst +316,13-1031,"Claims Adjusters, Examiners, and Investigators",Workers Compensation Claims Adjuster +317,13-1031,"Claims Adjusters, Examiners, and Investigators",Workers Compensation Claims Examiner +318,13-1032,"Insurance Appraisers, Auto Damage",Auto Damage Appraiser +319,13-1032,"Insurance Appraisers, Auto Damage",Auto Damage Insurance Appraiser +320,13-1032,"Insurance Appraisers, Auto Damage",Automobile Damage Appraiser +321,13-1032,"Insurance Appraisers, Auto Damage",Vehicle Damage Appraiser +322,13-1041,Compliance Officers,Air Pollution Compliance Inspector +323,13-1041,Compliance Officers,Compliance Investigator +324,13-1041,Compliance Officers,Driver's License Examiner +325,13-1041,Compliance Officers,EEO Officer +326,13-1041,Compliance Officers,Environmental Compliance Inspector +327,13-1041,Compliance Officers,Equal Employment Opportunity Investigator +328,13-1041,Compliance Officers,Equal Employment Opportunity Officer +329,13-1041,Compliance Officers,Equal Employment Opportunity Representative +330,13-1041,Compliance Officers,Immigration Investigator +331,13-1041,Compliance Officers,Inspector of Weights and Measures +332,13-1041,Compliance Officers,License Inspector +333,13-1041,Compliance Officers,Mortician Investigator +334,13-1041,Compliance Officers,Wage and Hour Investigator +335,13-1051,Cost Estimators,Construction Estimator +336,13-1051,Cost Estimators,Construction Job Cost Estimator +337,13-1051,Cost Estimators,Crating and Moving Estimator +338,13-1051,Cost Estimators,Electrical Estimator +339,13-1051,Cost Estimators,Job Estimator +340,13-1051,Cost Estimators,Production Cost Estimator +341,13-1071,Human Resources Specialists,Corporate Recruiter +342,13-1071,Human Resources Specialists,Credentialing Coordinator +343,13-1071,Human Resources Specialists,Employee Placement Specialist +344,13-1071,Human Resources Specialists,Human Resources Generalist +345,13-1071,Human Resources Specialists,Job Placement Officer +346,13-1071,Human Resources Specialists,Job Placement Specialist +347,13-1071,Human Resources Specialists,Job Recruiter +348,13-1071,Human Resources Specialists,Personnel Coordinator +349,13-1071,Human Resources Specialists,Personnel Officer +350,13-1071,Human Resources Specialists,Personnel Recruiter +351,13-1071,Human Resources Specialists,Personnel Specialist +352,13-1071,Human Resources Specialists,Staffing Coordinator +353,13-1071,Human Resources Specialists,Student Recruiter +354,13-1071,Human Resources Specialists,Volunteer Coordinator +355,13-1074,Farm Labor Contractors,Farm Labor Contractor +356,13-1074,Farm Labor Contractors,Harvesting Contractor +357,13-1075,Labor Relations Specialists,Employee Relations Specialist +358,13-1075,Labor Relations Specialists,Industrial Relations Analyst +359,13-1075,Labor Relations Specialists,Industrial Relations Specialist +360,13-1075,Labor Relations Specialists,Labor Relations Consultant +361,13-1075,Labor Relations Specialists,Labor Relations Representative +362,13-1075,Labor Relations Specialists,Union Representative +363,13-1081,Logisticians,Logistician +364,13-1081,Logisticians,Logistics Analyst +365,13-1081,Logisticians,Logistics Coordinator +366,13-1081,Logisticians,Logistics Planner +367,13-1081,Logisticians,Logistics Specialist +368,13-1082,Project Management Specialists,Design Project Management Specialists +369,13-1082,Project Management Specialists,Movie Project Management Specialists +370,13-1111,Management Analysts,Business Analyst +371,13-1111,Management Analysts,Business Consultant +372,13-1111,Management Analysts,Business Management Analyst +373,13-1111,Management Analysts,Business Process Consultant +374,13-1111,Management Analysts,Clerical Methods Analyst +375,13-1111,Management Analysts,Commercial Specialist +376,13-1111,Management Analysts,Industrial Analyst +377,13-1111,Management Analysts,Management Consultant +378,13-1111,Management Analysts,Records Management Analyst +379,13-1111,Management Analysts,University Institutional Researcher +380,13-1121,"Meeting, Convention, and Event Planners",Certified Meeting Professional +381,13-1121,"Meeting, Convention, and Event Planners",Conference Organizer +382,13-1121,"Meeting, Convention, and Event Planners",Conference Planner +383,13-1121,"Meeting, Convention, and Event Planners",Conference Planning Manager +384,13-1121,"Meeting, Convention, and Event Planners",Conference Services Director +385,13-1121,"Meeting, Convention, and Event Planners",Conference Services Manager +386,13-1121,"Meeting, Convention, and Event Planners",Convention Planner +387,13-1121,"Meeting, Convention, and Event Planners",Convention Services Manager +388,13-1121,"Meeting, Convention, and Event Planners",Corporate Meeting Planner +389,13-1121,"Meeting, Convention, and Event Planners",Event Planner +390,13-1121,"Meeting, Convention, and Event Planners",Events Manager +391,13-1121,"Meeting, Convention, and Event Planners",Wedding Planner +392,13-1131,Fundraisers,Campaign Fundraiser +393,13-1131,Fundraisers,Donor Relations Officer +394,13-1131,Fundraisers,Fundraising Officer +395,13-1141,"Compensation, Benefits, and Job Analysis Specialists",Benefits Analyst +396,13-1141,"Compensation, Benefits, and Job Analysis Specialists",Compensation Analyst +397,13-1141,"Compensation, Benefits, and Job Analysis Specialists",Compensation Specialist +398,13-1141,"Compensation, Benefits, and Job Analysis Specialists",Employee Benefits Specialist +399,13-1141,"Compensation, Benefits, and Job Analysis Specialists",Job Analyst +400,13-1141,"Compensation, Benefits, and Job Analysis Specialists",Job Specification Writer +401,13-1141,"Compensation, Benefits, and Job Analysis Specialists",Occupational Analyst +402,13-1141,"Compensation, Benefits, and Job Analysis Specialists",Pension Administrator +403,13-1141,"Compensation, Benefits, and Job Analysis Specialists",Position Classification Specialist +404,13-1141,"Compensation, Benefits, and Job Analysis Specialists",Retirement Plan Specialist +405,13-1151,Training and Development Specialists,Computer Software Training Specialist +406,13-1151,Training and Development Specialists,Computer Training Specialist +407,13-1151,Training and Development Specialists,Corporate Trainer +408,13-1151,Training and Development Specialists,Employee Development Specialist +409,13-1151,Training and Development Specialists,Insurance Employee Trainer +410,13-1151,Training and Development Specialists,Job Training Specialist +411,13-1151,Training and Development Specialists,Training Coordinator +412,13-1151,Training and Development Specialists,Training Specialist +413,13-1161,Market Research Analysts and Marketing Specialists,Advertising Analyst +414,13-1161,Market Research Analysts and Marketing Specialists,Market Research Analyst +415,13-1161,Market Research Analysts and Marketing Specialists,Market Research Specialist +416,13-1161,Market Research Analysts and Marketing Specialists,Marketing Analyst +417,13-1161,Market Research Analysts and Marketing Specialists,Marketing Consultant +418,13-1161,Market Research Analysts and Marketing Specialists,Marketing Forecaster +419,13-1161,Market Research Analysts and Marketing Specialists,Marketing Specialist +420,13-1161,Market Research Analysts and Marketing Specialists,Search Marketing Strategist +421,13-1199,"Business Operations Specialists, All Other",Mystery Shopper +422,13-1199,"Business Operations Specialists, All Other",Ship Purser +423,13-2011,Accountants and Auditors,Account Auditor +424,13-2011,Accountants and Auditors,Accountant +425,13-2011,Accountants and Auditors,Auditor +426,13-2011,Accountants and Auditors,Auditor-In-Charge +427,13-2011,Accountants and Auditors,Certified Public Accountant +428,13-2011,Accountants and Auditors,Cost Accountant +429,13-2011,Accountants and Auditors,CPA +430,13-2011,Accountants and Auditors,Field Auditor +431,13-2011,Accountants and Auditors,Financial Accountant +432,13-2011,Accountants and Auditors,Financial Auditor +433,13-2011,Accountants and Auditors,Fund Accountant +434,13-2011,Accountants and Auditors,Internal Auditor +435,13-2011,Accountants and Auditors,Payroll Auditor +436,13-2011,Accountants and Auditors,Tax Accountant +437,13-2022,Appraisers of Personal and Business Property,Estate Appraiser +438,13-2022,Appraisers of Personal and Business Property,Machinery Appraiser +439,13-2022,Appraisers of Personal and Business Property,Personal Property Assessor +440,13-2023,Appraisers and Assessors of Real Estate,Real Estate Appraiser +441,13-2023,Appraisers and Assessors of Real Estate,Real Estate Assessor +442,13-2023,Appraisers and Assessors of Real Estate,Real Property Evaluator +443,13-2023,Appraisers and Assessors of Real Estate,Residential Fee Appraiser +444,13-2031,Budget Analysts,Budget Analyst +445,13-2031,Budget Analysts,Budget Coordinator +446,13-2031,Budget Analysts,Budget Examiner +447,13-2031,Budget Analysts,Budget Officer +448,13-2031,Budget Analysts,Cost Analyst +449,13-2041,Credit Analysts,Chief Credit Analyst +450,13-2041,Credit Analysts,Credit Analyst +451,13-2041,Credit Analysts,Credit Assessment Analyst +452,13-2041,Credit Analysts,Credit Risk Analyst +453,13-2041,Credit Analysts,Factorer +454,13-2051,Financial and Investment Analysts,Corporate Financial Analyst +455,13-2051,Financial and Investment Analysts,Corporate Securities Research Analyst +456,13-2051,Financial and Investment Analysts,Corporate Statistical Financial Analyst +457,13-2051,Financial and Investment Analysts,Institutional Commodity Analyst +458,13-2051,Financial and Investment Analysts,Organizational Investment Analyst +459,13-2052,Personal Financial Advisors,Certified Financial Planner +460,13-2052,Personal Financial Advisors,Estate Planner +461,13-2052,Personal Financial Advisors,Estate Planning Counselor +462,13-2052,Personal Financial Advisors,Financial Counselor +463,13-2052,Personal Financial Advisors,Individual Pension Adviser +464,13-2052,Personal Financial Advisors,Individual Pension Consultant +465,13-2052,Personal Financial Advisors,Personal Financial Planner +466,13-2052,Personal Financial Advisors,Personal Investment Adviser +467,13-2053,Insurance Underwriters,Automobile and Property Underwriter +468,13-2053,Insurance Underwriters,Bond Underwriter +469,13-2053,Insurance Underwriters,Insurance Analyst +470,13-2053,Insurance Underwriters,Insurance Underwriter +471,13-2053,Insurance Underwriters,Insurance Writer +472,13-2053,Insurance Underwriters,Underwriting Account Representative +473,13-2053,Insurance Underwriters,Underwriting Service Representative +474,13-2054,Financial Risk Specialists,Financial Risk Analyst +475,13-2061,Financial Examiners,Bank Compliance Officer +476,13-2061,Financial Examiners,Bank Examiner +477,13-2061,Financial Examiners,Financial Compliance Examiner +478,13-2061,Financial Examiners,Home Mortgage Disclosure Act Specialist +479,13-2061,Financial Examiners,Payroll Examiner +480,13-2061,Financial Examiners,Pension Examiner +481,13-2071,Credit Counselors,Credit Counselor +482,13-2071,Credit Counselors,Debt Management Counselor +483,13-2071,Credit Counselors,Student Financial Aid Counselor +484,13-2071,Credit Counselors,Student Loan Counselor +485,13-2072,Loan Officers,Branch Lending Officer +486,13-2072,Loan Officers,Commercial Lender +487,13-2072,Loan Officers,Loan Analyst +488,13-2072,Loan Officers,Loan Officer +489,13-2072,Loan Officers,Loan Reviewer +490,13-2072,Loan Officers,Payday Loan Officer +491,13-2072,Loan Officers,Real Estate Loan Officer +492,13-2081,"Tax Examiners and Collectors, and Revenue Agents",City Collector +493,13-2081,"Tax Examiners and Collectors, and Revenue Agents",Customs Appraiser +494,13-2081,"Tax Examiners and Collectors, and Revenue Agents",Income Tax Adjuster +495,13-2081,"Tax Examiners and Collectors, and Revenue Agents",Internal Revenue Agent +496,13-2081,"Tax Examiners and Collectors, and Revenue Agents",Internal Revenue Service Agent +497,13-2081,"Tax Examiners and Collectors, and Revenue Agents",Revenue Collector +498,13-2081,"Tax Examiners and Collectors, and Revenue Agents",Revenue Enforcement Agent +499,13-2081,"Tax Examiners and Collectors, and Revenue Agents",Tax Compliance Officer +500,13-2081,"Tax Examiners and Collectors, and Revenue Agents",Tax Compliance Representative +501,13-2081,"Tax Examiners and Collectors, and Revenue Agents",Tax Examiner +502,13-2081,"Tax Examiners and Collectors, and Revenue Agents",Tax Investigator +503,13-2081,"Tax Examiners and Collectors, and Revenue Agents",Tax Revenue Officer +504,13-2082,Tax Preparers,Corporate Tax Preparer +505,13-2082,Tax Preparers,Income Tax Advisor +506,13-2082,Tax Preparers,Income Tax Preparer +507,13-2082,Tax Preparers,Licensed Tax Consultant +508,13-2082,Tax Preparers,Tax Consultant +509,13-2082,Tax Preparers,Tax Specialist +510,13-2099,"Financial Specialists, All Other",Bail Bondsman +511,13-2099,"Financial Specialists, All Other",Bondsman +512,13-2099,"Financial Specialists, All Other",Executor of Estate +513,15-1211,Computer Systems Analysts,Applications Analyst +514,15-1211,Computer Systems Analysts,Computer Systems Consultant +515,15-1211,Computer Systems Analysts,Data Processing Systems Analyst +516,15-1211,Computer Systems Analysts,Information Systems Analyst +517,15-1211,Computer Systems Analysts,Information Systems Planner +518,15-1211,Computer Systems Analysts,Programmer Analyst +519,15-1211,Computer Systems Analysts,Systems Architect +520,15-1212,Information Security Analysts,Computer Security Specialist +521,15-1212,Information Security Analysts,Computer Systems Security Analyst +522,15-1212,Information Security Analysts,Information Security Analyst +523,15-1212,Information Security Analysts,Information Systems Security Analyst +524,15-1212,Information Security Analysts,IT Risk Specialist +525,15-1212,Information Security Analysts,Network Security Analyst +526,15-1221,Computer and Information Research Scientists,Computational Theory Scientist +527,15-1221,Computer and Information Research Scientists,Computer Scientist +528,15-1221,Computer and Information Research Scientists,Control System Computer Scientist +529,15-1221,Computer and Information Research Scientists,Programming Methodology and Languages Researcher +530,15-1231,Computer Network Support Specialists,Network Diagnostic Support Specialist +531,15-1231,Computer Network Support Specialists,Network Support Technician +532,15-1231,Computer Network Support Specialists,Network Technician +533,15-1232,Computer User Support Specialists,Computer Customer Support Specialist +534,15-1232,Computer User Support Specialists,Computer Help Desk Representative +535,15-1232,Computer User Support Specialists,Computer Help Desk Specialist +536,15-1232,Computer User Support Specialists,End-User Support Specialist +537,15-1232,Computer User Support Specialists,Help Desk Analyst +538,15-1232,Computer User Support Specialists,Help Desk Technician +539,15-1232,Computer User Support Specialists,IT Support Specialist +540,15-1232,Computer User Support Specialists,PC Support Specialist +541,15-1241,Computer Network Architects,Computer Network Engineer +542,15-1241,Computer Network Architects,Network Designer +543,15-1241,Computer Network Architects,Network Developer +544,15-1241,Computer Network Architects,Network Engineer +545,15-1242,Database Administrators,Automatic Data Processing Planner +546,15-1242,Database Administrators,Database Administration Manager +547,15-1242,Database Administrators,Database Coordinator +548,15-1242,Database Administrators,Database Programmer +549,15-1242,Database Administrators,Database Security Administrator +550,15-1243,Database Architects,Data Architect +551,15-1243,Database Architects,Data Integration Specialist +552,15-1243,Database Architects,Data Warehousing Specialist +553,15-1243,Database Architects,Database Developer +554,15-1244,Network and Computer Systems Administrators,LAN Administrator +555,15-1244,Network and Computer Systems Administrators,LAN Systems Administrator +556,15-1244,Network and Computer Systems Administrators,Local Area Network Administrator +557,15-1244,Network and Computer Systems Administrators,Network Analyst +558,15-1244,Network and Computer Systems Administrators,Network Coordinator +559,15-1244,Network and Computer Systems Administrators,Network Support Coordinator +560,15-1244,Network and Computer Systems Administrators,Network Support Manager +561,15-1244,Network and Computer Systems Administrators,Network Systems Administrator +562,15-1244,Network and Computer Systems Administrators,Network Systems Coordinator +563,15-1244,Network and Computer Systems Administrators,WAN Systems Administrator +564,15-1244,Network and Computer Systems Administrators,Wide Area Network Administrator +565,15-1251,Computer Programmers,Applications Programmer +566,15-1251,Computer Programmers,Computer Language Coder +567,15-1251,Computer Programmers,Computer Programmer +568,15-1251,Computer Programmers,IT Programmer +569,15-1251,Computer Programmers,Junior Software Developer +570,15-1251,Computer Programmers,Mainframe Programmer +571,15-1251,Computer Programmers,Systems Programmer +572,15-1252,Software Developers,Application Integration Engineer +573,15-1252,Software Developers,Applications Developer +574,15-1252,Software Developers,Computer Applications Developer +575,15-1252,Software Developers,Computer Applications Engineer +576,15-1252,Software Developers,Computer Systems Engineer +577,15-1252,Software Developers,Computer Systems Software Architect +578,15-1252,Software Developers,Computer Systems Software Engineer +579,15-1252,Software Developers,Embedded Systems Software Developer +580,15-1252,Software Developers,Enterprise Systems Engineer +581,15-1252,Software Developers,Mobile Applications Developer +582,15-1252,Software Developers,Software Applications Architect +583,15-1252,Software Developers,Software Applications Designer +584,15-1252,Software Developers,Software Applications Engineer +585,15-1252,Software Developers,Software Engineer +586,15-1252,Software Developers,Software Systems Engineer +587,15-1252,Software Developers,Systems Software Designer +588,15-1252,Software Developers,Systems Software Developer +589,15-1252,Software Developers,Systems Software Specialist +590,15-1253,Software Quality Assurance Analysts and Testers,Applications Tester +591,15-1253,Software Quality Assurance Analysts and Testers,Software Quality Assurance Technician +592,15-1253,Software Quality Assurance Analysts and Testers,Software Quality Control Specialist +593,15-1253,Software Quality Assurance Analysts and Testers,Software Quality Engineer +594,15-1253,Software Quality Assurance Analysts and Testers,Software Test Engineer +595,15-1254,Web Developers,Intranet Developer +596,15-1254,Web Developers,Web Applications Developer +597,15-1254,Web Developers,Web Architect +598,15-1254,Web Developers,Web Content Developer +599,15-1254,Web Developers,Web Developer +600,15-1255,Web and Digital Interface Designers,Digital Designer +601,15-1255,Web and Digital Interface Designers,Graphic Web Designer +602,15-1255,Web and Digital Interface Designers,Web Content Specialist +603,15-1299,"Computer Occupations, All Other",Computer Console Operator +604,15-1299,"Computer Occupations, All Other",Computer Laboratory Technician +605,15-1299,"Computer Occupations, All Other",Data Center Operator +606,15-2011,Actuaries,Actuarial Associate +607,15-2011,Actuaries,Actuarial Mathematician +608,15-2011,Actuaries,Health Actuary +609,15-2011,Actuaries,Insurance Actuary +610,15-2011,Actuaries,Pricing Actuary +611,15-2011,Actuaries,Product Development Actuary +612,15-2021,Mathematicians,Algebraist +613,15-2021,Mathematicians,Cipher Expert +614,15-2021,Mathematicians,Cryptanalyst +615,15-2021,Mathematicians,Cryptographer +616,15-2021,Mathematicians,Cryptographic Vulnerability Analyst +617,15-2021,Mathematicians,Geometrician +618,15-2031,Operations Research Analysts,Operations Analyst +619,15-2031,Operations Research Analysts,Procedure Analyst +620,15-2031,Operations Research Analysts,Process Analyst +621,15-2041,Statisticians,Analytical Statistician +622,15-2041,Statisticians,Applied Statistician +623,15-2041,Statisticians,Biometrician +624,15-2041,Statisticians,Biostatistician +625,15-2041,Statisticians,Environmental Statistician +626,15-2041,Statisticians,Mathematical Statistician +627,15-2041,Statisticians,Research Biostatistician +628,15-2041,Statisticians,Sampling Expert +629,15-2041,Statisticians,Statistical Analyst +630,15-2041,Statisticians,Statistical Reporting Analyst +631,15-2041,Statisticians,Survey Statistician +632,15-2041,Statisticians,Time Study Statistician +633,15-2051,Data Scientists,Business Intelligence Developer +634,15-2051,Data Scientists,Data Analytics Specialist +635,15-2051,Data Scientists,Data Mining Analyst +636,15-2051,Data Scientists,Data Visualization Developer +637,15-2099,"Mathematical Science Occupations, All Other",Harmonic Analyst +638,15-2099,"Mathematical Science Occupations, All Other",Mathematical Engineering Technician +639,15-2099,"Mathematical Science Occupations, All Other",Mathematics Technician +640,17-1011,"Architects, Except Landscape and Naval",Building Architect +641,17-1011,"Architects, Except Landscape and Naval",Building Architectural Designer +642,17-1011,"Architects, Except Landscape and Naval",Structural Architect +643,17-1012,Landscape Architects,Golf Course Architect +644,17-1012,Landscape Architects,Golf Course Designer +645,17-1012,Landscape Architects,Landscape Architect +646,17-1012,Landscape Architects,Landscape Designer +647,17-1021,Cartographers and Photogrammetrists,Cadastral Mapper +648,17-1021,Cartographers and Photogrammetrists,Digital Cartographer +649,17-1021,Cartographers and Photogrammetrists,"Engineer, Photogrammetric" +650,17-1021,Cartographers and Photogrammetrists,Map Maker +651,17-1021,Cartographers and Photogrammetrists,Mapper +652,17-1021,Cartographers and Photogrammetrists,Orthophotography Technician +653,17-1021,Cartographers and Photogrammetrists,Photo Cartographer +654,17-1021,Cartographers and Photogrammetrists,Photogrammetrist +655,17-1021,Cartographers and Photogrammetrists,Topographer +656,17-1022,Surveyors,City Surveyor +657,17-1022,Surveyors,County Surveyor +658,17-1022,Surveyors,Geodetic Surveyor +659,17-1022,Surveyors,Geophysical Prospecting Surveyor +660,17-1022,Surveyors,Land Surveyor +661,17-1022,Surveyors,Mine Surveyor +662,17-1022,Surveyors,Mineral Surveyor +663,17-1022,Surveyors,Registered Land Surveyor +664,17-1022,Surveyors,Topographical Surveyor +665,17-2011,Aerospace Engineers,Aerodynamics Engineer +666,17-2011,Aerospace Engineers,Aeronautical Engineer +667,17-2011,Aerospace Engineers,Aircraft Design Engineer +668,17-2011,Aerospace Engineers,Aircraft Designer +669,17-2011,Aerospace Engineers,Aircraft Engineer +670,17-2011,Aerospace Engineers,Astronautical Engineer +671,17-2011,Aerospace Engineers,Flight Systems Test Engineer +672,17-2011,Aerospace Engineers,Flight Test Engineer +673,17-2011,Aerospace Engineers,Wind Tunnel Engineer +674,17-2021,Agricultural Engineers,Agricultural Engineer +675,17-2021,Agricultural Engineers,Agricultural Production Engineer +676,17-2021,Agricultural Engineers,Agricultural Research Engineer +677,17-2021,Agricultural Engineers,Farm Equipment Engineer +678,17-2021,Agricultural Engineers,Research Agricultural Engineer +679,17-2031,Bioengineers and Biomedical Engineers,Biochemical Engineer +680,17-2031,Bioengineers and Biomedical Engineers,Biomaterials Engineer +681,17-2031,Bioengineers and Biomedical Engineers,Bio-Mechanical Engineer +682,17-2031,Bioengineers and Biomedical Engineers,Biomedical Engineer +683,17-2031,Bioengineers and Biomedical Engineers,Dialysis Engineer +684,17-2031,Bioengineers and Biomedical Engineers,Genetic Engineer +685,17-2041,Chemical Engineers,Absorption and Adsorption Engineer +686,17-2041,Chemical Engineers,Chemical Process Engineer +687,17-2041,Chemical Engineers,Chemical Research Engineer +688,17-2041,Chemical Engineers,Fuels Engineer +689,17-2041,Chemical Engineers,Oxidation Engineer +690,17-2041,Chemical Engineers,Plastics Engineer +691,17-2041,Chemical Engineers,Polymerization Engineer +692,17-2051,Civil Engineers,Architectural Engineer +693,17-2051,Civil Engineers,Bridge Engineer +694,17-2051,Civil Engineers,Construction Engineer +695,17-2051,Civil Engineers,Facilities Engineer +696,17-2051,Civil Engineers,Geotechnical Engineer +697,17-2051,Civil Engineers,Highway Engineer +698,17-2051,Civil Engineers,Hydrographic Engineer +699,17-2051,Civil Engineers,Railroad Design Consultant +700,17-2051,Civil Engineers,Research Hydraulic Engineer +701,17-2051,Civil Engineers,Structural Engineer +702,17-2061,Computer Hardware Engineers,Computer Hardware Designer +703,17-2061,Computer Hardware Engineers,Computer Hardware Developer +704,17-2071,Electrical Engineers,Electrical Design Engineer +705,17-2071,Electrical Engineers,Electrical Systems Engineer +706,17-2071,Electrical Engineers,Illuminating Engineer +707,17-2071,Electrical Engineers,Power Distribution Engineer +708,17-2072,"Electronics Engineers, Except Computer",Antenna Engineer +709,17-2072,"Electronics Engineers, Except Computer",Circuit Design Engineer +710,17-2072,"Electronics Engineers, Except Computer",Electronic Design Automation Engineer +711,17-2072,"Electronics Engineers, Except Computer",Electronic Engineer +712,17-2072,"Electronics Engineers, Except Computer",Electronic Parts Designer +713,17-2072,"Electronics Engineers, Except Computer",Telecommunication Engineer +714,17-2081,Environmental Engineers,Air Pollution Control Engineer +715,17-2081,Environmental Engineers,Environmental Remediation Engineer +716,17-2081,Environmental Engineers,Hazardous Substances Engineer +717,17-2081,Environmental Engineers,Hazardous Waste Management Control Engineer +718,17-2081,Environmental Engineers,Pollution Control Engineer +719,17-2081,Environmental Engineers,Soil Engineer +720,17-2081,Environmental Engineers,Waste Management Engineer +721,17-2081,Environmental Engineers,Wastewater Treatment Engineer +722,17-2081,Environmental Engineers,Water Treatment Plant Engineer +723,17-2111,"Health and Safety Engineers, Except Mining Safety Engineers and Inspectors",Fire Prevention Engineer +724,17-2111,"Health and Safety Engineers, Except Mining Safety Engineers and Inspectors",Fire Protection Engineer +725,17-2111,"Health and Safety Engineers, Except Mining Safety Engineers and Inspectors",Industrial Safety Engineer +726,17-2111,"Health and Safety Engineers, Except Mining Safety Engineers and Inspectors",Product Safety Engineer +727,17-2111,"Health and Safety Engineers, Except Mining Safety Engineers and Inspectors",Product Safety Test Engineer +728,17-2111,"Health and Safety Engineers, Except Mining Safety Engineers and Inspectors",System Safety Engineer +729,17-2112,Industrial Engineers,Efficiency Engineer +730,17-2112,Industrial Engineers,Manufacturing Engineer +731,17-2112,Industrial Engineers,Packaging Engineer +732,17-2112,Industrial Engineers,Production Engineer +733,17-2121,Marine Engineers and Naval Architects,Marine Architect +734,17-2121,Marine Engineers and Naval Architects,Marine Equipment Engineer +735,17-2121,Marine Engineers and Naval Architects,Marine Structural Designer +736,17-2121,Marine Engineers and Naval Architects,Naval Engineer +737,17-2121,Marine Engineers and Naval Architects,Ships Equipment Engineer +738,17-2131,Materials Engineers,Automotive Sheet Metal Engineer +739,17-2131,Materials Engineers,Ceramic Engineer +740,17-2131,Materials Engineers,Forensic Materials Engineer +741,17-2131,Materials Engineers,Glass Science Engineer +742,17-2131,Materials Engineers,Metallographer +743,17-2131,Materials Engineers,Metallurgical Engineer +744,17-2131,Materials Engineers,Metallurgist +745,17-2131,Materials Engineers,Welding Engineer +746,17-2141,Mechanical Engineers,Auto Research Engineer +747,17-2141,Mechanical Engineers,Combustion Engineer +748,17-2141,Mechanical Engineers,Engine Designer +749,17-2141,Mechanical Engineers,Heating and Cooling Systems Engineer +750,17-2141,Mechanical Engineers,Tool and Die Engineer +751,17-2141,Mechanical Engineers,Tool Engineer +752,17-2151,"Mining and Geological Engineers, Including Mining Safety Engineers",Geophysical Engineer +753,17-2151,"Mining and Geological Engineers, Including Mining Safety Engineers",Mineral Engineer +754,17-2151,"Mining and Geological Engineers, Including Mining Safety Engineers",Mining Engineer +755,17-2151,"Mining and Geological Engineers, Including Mining Safety Engineers",Seismic Engineer +756,17-2161,Nuclear Engineers,Atomic Process Engineer +757,17-2161,Nuclear Engineers,Nuclear Engineer +758,17-2161,Nuclear Engineers,Nuclear Radiation Engineer +759,17-2161,Nuclear Engineers,Nuclear Steam Supply System Engineer +760,17-2161,Nuclear Engineers,Radiation Engineer +761,17-2161,Nuclear Engineers,Reactor Engineer +762,17-2161,Nuclear Engineers,Reactor Projects Engineer +763,17-2171,Petroleum Engineers,Natural Gas Engineer +764,17-2171,Petroleum Engineers,Oil Drilling Engineer +765,17-2171,Petroleum Engineers,Oil Exploration Engineer +766,17-2171,Petroleum Engineers,Oil Well Engineer +767,17-2171,Petroleum Engineers,Petroleum Engineer +768,17-2199,"Engineers, All Other",Calibration Engineer +769,17-2199,"Engineers, All Other",Coastal Engineer +770,17-2199,"Engineers, All Other",Corrosion Control Engineer +771,17-2199,"Engineers, All Other",Mathematical Engineer +772,17-2199,"Engineers, All Other",Mechatronics Engineer +773,17-2199,"Engineers, All Other",Metrologist +774,17-2199,"Engineers, All Other",Ocean Engineer +775,17-2199,"Engineers, All Other",Optical Engineer +776,17-2199,"Engineers, All Other",Ordnance Engineer +777,17-2199,"Engineers, All Other",Photonics Engineer +778,17-2199,"Engineers, All Other",Salvage Engineer +779,17-3011,Architectural and Civil Drafters,Architectural Drafter +780,17-3011,Architectural and Civil Drafters,Building Drafter +781,17-3011,Architectural and Civil Drafters,Civil Computer-Aided Design and Drafting Technician +782,17-3011,Architectural and Civil Drafters,Civil Drafter +783,17-3011,Architectural and Civil Drafters,Structural Drafter +784,17-3012,Electrical and Electronics Drafters,Circuit Board Drafter +785,17-3012,Electrical and Electronics Drafters,Electrical Computer Aided Design and Drafting Technician +786,17-3012,Electrical and Electronics Drafters,Electrical Drafter +787,17-3012,Electrical and Electronics Drafters,Electrical Systems Drafter +788,17-3012,Electrical and Electronics Drafters,Electronic Drafter +789,17-3012,Electrical and Electronics Drafters,Printed Circuit Board Drafter +790,17-3013,Mechanical Drafters,Aeronautical Drafter +791,17-3013,Mechanical Drafters,Automotive Design Drafter +792,17-3013,Mechanical Drafters,Die Designer +793,17-3013,Mechanical Drafters,Gage Designer +794,17-3013,Mechanical Drafters,Mechanical Design Drafter +795,17-3013,Mechanical Drafters,Tool and Die Designer +796,17-3013,Mechanical Drafters,Tool Designer +797,17-3019,"Drafters, All Other",Blueprint Tracer +798,17-3019,"Drafters, All Other",Drafting Layout Worker +799,17-3019,"Drafters, All Other",Draughtsman +800,17-3019,"Drafters, All Other",Geological Drafter +801,17-3019,"Drafters, All Other",Marine Drafter +802,17-3021,Aerospace Engineering and Operations Technologists and Technicians,Aerospace Engineering and Operations Technologist +803,17-3021,Aerospace Engineering and Operations Technologists and Technicians,Altitude Chamber Technician +804,17-3021,Aerospace Engineering and Operations Technologists and Technicians,Flight Data Technician +805,17-3021,Aerospace Engineering and Operations Technologists and Technicians,Wind Tunnel Technician +806,17-3022,Civil Engineering Technologists and Technicians,Civil Engineering Technician +807,17-3022,Civil Engineering Technologists and Technicians,Civil Engineering Technologist +808,17-3022,Civil Engineering Technologists and Technicians,Concrete Engineering Technician +809,17-3022,Civil Engineering Technologists and Technicians,Geotechnical Engineering Technician +810,17-3022,Civil Engineering Technologists and Technicians,Highway Engineering Technician +811,17-3022,Civil Engineering Technologists and Technicians,Structural Engineering Technician +812,17-3022,Civil Engineering Technologists and Technicians,Transportation Engineering Technician +813,17-3023,Electrical and Electronic Engineering Technologists and Technicians,Electrical and Electronic Engineering Technologist +814,17-3023,Electrical and Electronic Engineering Technologists and Technicians,Electrical Design Technician +815,17-3023,Electrical and Electronic Engineering Technologists and Technicians,Electrical Engineering Technician +816,17-3023,Electrical and Electronic Engineering Technologists and Technicians,Electrical Power Station Technician +817,17-3023,Electrical and Electronic Engineering Technologists and Technicians,Electronic Instrument Testing Technician +818,17-3023,Electrical and Electronic Engineering Technologists and Technicians,Lighting Engineering Technician +819,17-3023,Electrical and Electronic Engineering Technologists and Technicians,Programmable Logic Controller Programmer +820,17-3023,Electrical and Electronic Engineering Technologists and Technicians,Semiconductor Development Technician +821,17-3024,Electro-Mechanical and Mechatronics Technologists and Technicians,Electo-Mechanical and Mechatronics Technologist +822,17-3024,Electro-Mechanical and Mechatronics Technologists and Technicians,Mechatronics Technician +823,17-3024,Electro-Mechanical and Mechatronics Technologists and Technicians,Remotely Piloted Vehicle Engineering Technician +824,17-3024,Electro-Mechanical and Mechatronics Technologists and Technicians,Robotics Testing Technician +825,17-3024,Electro-Mechanical and Mechatronics Technologists and Technicians,Unmanned Aerial Vehicle Operator +826,17-3024,Electro-Mechanical and Mechatronics Technologists and Technicians,Unmanned Air Systems Operator +827,17-3025,Environmental Engineering Technologists and Technicians,Air Analysis Engineering Technician +828,17-3025,Environmental Engineering Technologists and Technicians,Environmental Engineering Technologist +829,17-3025,Environmental Engineering Technologists and Technicians,Environmental Remediation Engineering Technician +830,17-3025,Environmental Engineering Technologists and Technicians,Environmental Technician +831,17-3025,Environmental Engineering Technologists and Technicians,Pollution Control Engineering Technician +832,17-3026,Industrial Engineering Technologists and Technicians,Industrial Engineering Technician +833,17-3026,Industrial Engineering Technologists and Technicians,Industrial Engineering Technologist +834,17-3026,Industrial Engineering Technologists and Technicians,Motion Study Technician +835,17-3026,Industrial Engineering Technologists and Technicians,Production Control Technologist +836,17-3026,Industrial Engineering Technologists and Technicians,Time Study Technician +837,17-3026,Industrial Engineering Technologists and Technicians,Time Study Technologist +838,17-3027,Mechanical Engineering Technologists and Technicians,Gyroscopic Engineering Technician +839,17-3027,Mechanical Engineering Technologists and Technicians,Heat Transfer Technician +840,17-3027,Mechanical Engineering Technologists and Technicians,Hydraulic Technician +841,17-3027,Mechanical Engineering Technologists and Technicians,Mechanical Engineering Technician +842,17-3027,Mechanical Engineering Technologists and Technicians,Mechanical Engineering Technologist +843,17-3027,Mechanical Engineering Technologists and Technicians,Optomechanical Technician +844,17-3028,Calibration Technologists and Technicians,Calibration Technician +845,17-3028,Calibration Technologists and Technicians,Calibration Technologist +846,17-3028,Calibration Technologists and Technicians,Hydrometer Calibrator +847,17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Agricultural Engineering Technician +848,17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Agricultural Engineering Technologist +849,17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Biomedical Engineering Technician +850,17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Biomedical Engineering Technologist +851,17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Chemical Engineering Technician +852,17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Chemical Engineering Technologist +853,17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Marine Engineering Technician +854,17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Marine Engineering Technologist +855,17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Materials Engineering Technician +856,17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Materials Engineering Technologist +857,17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Metallurgical Engineering Technician +858,17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Metallurgical Engineering Technologist +859,17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Non-Destructive Testing Specialist +860,17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Nuclear Engineering Technician +861,17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Nuclear Engineering Technologist +862,17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Optical Engineering Technician +863,17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Optical Engineering Technologist +864,17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Ordnance Engineering Technician +865,17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Ordnance Engineering Technologist +866,17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Radar Technicians +867,17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Salvage Engineering Technician +868,17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Salvage Engineering Technologist +869,17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Sonar Technicians +870,17-3031,Surveying and Mapping Technicians,Cartographic Aide +871,17-3031,Surveying and Mapping Technicians,Cartographic Technician +872,17-3031,Surveying and Mapping Technicians,Field Map Technician +873,17-3031,Surveying and Mapping Technicians,Geophysical Prospecting Surveying Technician +874,17-3031,Surveying and Mapping Technicians,GIS Mapping Technician +875,17-3031,Surveying and Mapping Technicians,Mapping Technician +876,17-3031,Surveying and Mapping Technicians,Mineral Surveying Technician +877,17-3031,Surveying and Mapping Technicians,Surveying Technician +878,17-3031,Surveying and Mapping Technicians,Topography Technician +879,19-1011,Animal Scientists,Animal Geneticist +880,19-1011,Animal Scientists,Animal Nutritionist +881,19-1011,Animal Scientists,Beef Cattle Nutritionist +882,19-1011,Animal Scientists,Dairy Scientist +883,19-1011,Animal Scientists,Poultry Scientist +884,19-1011,Animal Scientists,Swine Genetics Researcher +885,19-1012,Food Scientists and Technologists,Dairy Bacteriologist +886,19-1012,Food Scientists and Technologists,Enologist +887,19-1012,Food Scientists and Technologists,Food Preservation Scientist +888,19-1012,Food Scientists and Technologists,Food Processing Scientist +889,19-1012,Food Scientists and Technologists,Food Safety Scientist +890,19-1012,Food Scientists and Technologists,Food Scientist +891,19-1012,Food Scientists and Technologists,Food Technologist +892,19-1013,Soil and Plant Scientists,Agriculturist +893,19-1013,Soil and Plant Scientists,Agronomist +894,19-1013,Soil and Plant Scientists,Arboreal Scientist +895,19-1013,Soil and Plant Scientists,Crop Nutrition Scientist +896,19-1013,Soil and Plant Scientists,Floriculturist +897,19-1013,Soil and Plant Scientists,Horticulturist +898,19-1013,Soil and Plant Scientists,Plant Physiologist +899,19-1013,Soil and Plant Scientists,Plant Scientist +900,19-1013,Soil and Plant Scientists,Pomologist +901,19-1013,Soil and Plant Scientists,Soil Fertility Extension Specialist +902,19-1013,Soil and Plant Scientists,Soil Scientist +903,19-1013,Soil and Plant Scientists,Viticulturist +904,19-1021,Biochemists and Biophysicists,Biochemist +905,19-1021,Biochemists and Biophysicists,Biological Chemist +906,19-1021,Biochemists and Biophysicists,Biophysicist +907,19-1021,Biochemists and Biophysicists,Clinical Biochemist +908,19-1021,Biochemists and Biophysicists,Physical Biochemist +909,19-1022,Microbiologists,Bacteriologist +910,19-1022,Microbiologists,Clinical Microbiologist +911,19-1022,Microbiologists,Medical Microbiologist +912,19-1022,Microbiologists,Microbiological Analyst +913,19-1022,Microbiologists,Public Health Microbiologist +914,19-1022,Microbiologists,Quality Control Microbiologist +915,19-1022,Microbiologists,Virologist +916,19-1023,Zoologists and Wildlife Biologists,Aquatic Biologist +917,19-1023,Zoologists and Wildlife Biologists,Entomologist +918,19-1023,Zoologists and Wildlife Biologists,Fish Culturist +919,19-1023,Zoologists and Wildlife Biologists,Fishery Biologist +920,19-1023,Zoologists and Wildlife Biologists,Herpetologist +921,19-1023,Zoologists and Wildlife Biologists,Ichthyologist +922,19-1023,Zoologists and Wildlife Biologists,Lepidopterist +923,19-1023,Zoologists and Wildlife Biologists,Marine Biologist +924,19-1023,Zoologists and Wildlife Biologists,Migratory Game Bird Biologist +925,19-1023,Zoologists and Wildlife Biologists,Ornithologist +926,19-1023,Zoologists and Wildlife Biologists,Protozoologist +927,19-1023,Zoologists and Wildlife Biologists,Wildlife Biologist +928,19-1029,"Biological Scientists, All Other",Biologist +929,19-1029,"Biological Scientists, All Other",Bryologist +930,19-1029,"Biological Scientists, All Other",Embryologist +931,19-1029,"Biological Scientists, All Other",Osteologist +932,19-1029,"Biological Scientists, All Other",Paleobotanist +933,19-1029,"Biological Scientists, All Other",Phytopathologist +934,19-1029,"Biological Scientists, All Other",Plant Etiologist +935,19-1031,Conservation Scientists,Conservation Science Officer +936,19-1031,Conservation Scientists,Grassland Conservationist +937,19-1031,Conservation Scientists,Land Reclamation Specialist +938,19-1031,Conservation Scientists,Land Resource Specialist +939,19-1031,Conservation Scientists,Range Conservationist +940,19-1031,Conservation Scientists,Range Ecologist +941,19-1031,Conservation Scientists,Range Scientist +942,19-1031,Conservation Scientists,Resource Conservationist +943,19-1031,Conservation Scientists,Soil Conservationist +944,19-1031,Conservation Scientists,Water Conservationist +945,19-1032,Foresters,Environmental Protection Forester +946,19-1032,Foresters,Forest Ecologist +947,19-1032,Foresters,Forestry Scientist +948,19-1032,Foresters,Land Management Forester +949,19-1032,Foresters,Operations Forester +950,19-1032,Foresters,Resource Forester +951,19-1032,Foresters,Service Forester +952,19-1032,Foresters,Timber Management Specialist +953,19-1032,Foresters,Urban Forester +954,19-1041,Epidemiologists,Clinical Epidemiologist +955,19-1041,Epidemiologists,Communicable Disease Specialist +956,19-1041,Epidemiologists,Environmental Epidemiologist +957,19-1041,Epidemiologists,Epidemiology Investigator +958,19-1041,Epidemiologists,Malariologist +959,19-1041,Epidemiologists,Medical Epidemiologist +960,19-1041,Epidemiologists,Pharmacoepidemiologist +961,19-1042,"Medical Scientists, Except Epidemiologists",Cancer Researcher +962,19-1042,"Medical Scientists, Except Epidemiologists",Clinical Pharmacologist +963,19-1042,"Medical Scientists, Except Epidemiologists",Gerontologist +964,19-1042,"Medical Scientists, Except Epidemiologists",Histopathologist +965,19-1042,"Medical Scientists, Except Epidemiologists",Immunochemist +966,19-1042,"Medical Scientists, Except Epidemiologists",Industrial Pharmacist +967,19-1042,"Medical Scientists, Except Epidemiologists",Medical Health Researcher +968,19-1042,"Medical Scientists, Except Epidemiologists",Medical Research Scientist +969,19-1042,"Medical Scientists, Except Epidemiologists",Medical Scientist +970,19-1042,"Medical Scientists, Except Epidemiologists",Neuroscientist +971,19-1042,"Medical Scientists, Except Epidemiologists",Pharmacologist +972,19-1042,"Medical Scientists, Except Epidemiologists",Serologist +973,19-1042,"Medical Scientists, Except Epidemiologists",Toxicologist +974,19-1099,"Life Scientists, All Other",Life Science Taxonomist +975,19-2011,Astronomers,Astrophysicist +976,19-2011,Astronomers,Cosmologist +977,19-2011,Astronomers,Extragalactic Astronomer +978,19-2011,Astronomers,Galactic Astronomer +979,19-2011,Astronomers,High-energy Astrophysicist +980,19-2011,Astronomers,Optical Astronomer +981,19-2011,Astronomers,Planetary Astronomer +982,19-2011,Astronomers,Radio Astronomer +983,19-2011,Astronomers,Solar Astronomer +984,19-2011,Astronomers,Stellar Astronomer +985,19-2011,Astronomers,Theoretical Astronomer +986,19-2012,Physicists,Computational Physicist +987,19-2012,Physicists,Condensed Matter Physicist +988,19-2012,Physicists,Fluid Dynamicist +989,19-2012,Physicists,Health Physicist +990,19-2012,Physicists,Mathematical Physicist +991,19-2012,Physicists,Medical Physicist +992,19-2012,Physicists,Molecular Physicist +993,19-2012,Physicists,Nuclear Physicist +994,19-2012,Physicists,Optical Scientist +995,19-2012,Physicists,Plasma Physicist +996,19-2012,Physicists,Research Physicist +997,19-2012,Physicists,Rheologist +998,19-2012,Physicists,Thermodynamic Physicist +999,19-2012,Physicists,Thermodynamicist +1000,19-2021,Atmospheric and Space Scientists,Atmospheric Chemist +1001,19-2021,Atmospheric and Space Scientists,Atmospheric Scientist +1002,19-2021,Atmospheric and Space Scientists,Climatologist +1003,19-2021,Atmospheric and Space Scientists,Hurricane Tracker +1004,19-2021,Atmospheric and Space Scientists,Meteorologist +1005,19-2021,Atmospheric and Space Scientists,Oceanographic Meteorologist +1006,19-2021,Atmospheric and Space Scientists,Space Scientist +1007,19-2021,Atmospheric and Space Scientists,Storm Chaser +1008,19-2021,Atmospheric and Space Scientists,Tornado Chaser +1009,19-2021,Atmospheric and Space Scientists,Warning Coordination Meteorologist +1010,19-2021,Atmospheric and Space Scientists,Weather Analyst +1011,19-2021,Atmospheric and Space Scientists,Weather Forecaster +1012,19-2021,Atmospheric and Space Scientists,Weatherman +1013,19-2031,Chemists,Agricultural Chemist +1014,19-2031,Chemists,Analytical Chemist +1015,19-2031,Chemists,Bench Chemist +1016,19-2031,Chemists,Food Chemist +1017,19-2031,Chemists,Formulary Chemist +1018,19-2031,Chemists,Industrial Chemist +1019,19-2031,Chemists,Inorganic Chemist +1020,19-2031,Chemists,Laboratory Chemist +1021,19-2031,Chemists,Nuclear Chemist +1022,19-2031,Chemists,Organic Chemist +1023,19-2031,Chemists,Quality Control Chemist +1024,19-2031,Chemists,Research and Development Chemist +1025,19-2032,Materials Scientists,Metal Alloy Scientist +1026,19-2032,Materials Scientists,Plastics Scientist +1027,19-2041,"Environmental Scientists and Specialists, Including Health",Ecological Modeler +1028,19-2041,"Environmental Scientists and Specialists, Including Health",Environmental Analyst +1029,19-2041,"Environmental Scientists and Specialists, Including Health",Environmental Scientist +1030,19-2041,"Environmental Scientists and Specialists, Including Health",Hazardous Substances Scientist +1031,19-2041,"Environmental Scientists and Specialists, Including Health",Health Environmentalist +1032,19-2041,"Environmental Scientists and Specialists, Including Health",Water Pollution Scientist +1033,19-2041,"Environmental Scientists and Specialists, Including Health",Water Quality Analyst +1034,19-2042,"Geoscientists, Except Hydrologists and Geographers",Crystallographer +1035,19-2042,"Geoscientists, Except Hydrologists and Geographers",Development Geologist +1036,19-2042,"Geoscientists, Except Hydrologists and Geographers",Environmental Geologist +1037,19-2042,"Geoscientists, Except Hydrologists and Geographers",Exploration Geologist +1038,19-2042,"Geoscientists, Except Hydrologists and Geographers",Geochemist +1039,19-2042,"Geoscientists, Except Hydrologists and Geographers",Geodesist +1040,19-2042,"Geoscientists, Except Hydrologists and Geographers",Geologist +1041,19-2042,"Geoscientists, Except Hydrologists and Geographers",Geomagnetist +1042,19-2042,"Geoscientists, Except Hydrologists and Geographers",Geophysicist +1043,19-2042,"Geoscientists, Except Hydrologists and Geographers",Geoscientist +1044,19-2042,"Geoscientists, Except Hydrologists and Geographers",Mine Geologist +1045,19-2042,"Geoscientists, Except Hydrologists and Geographers",Mineralogist +1046,19-2042,"Geoscientists, Except Hydrologists and Geographers",Mining Production Geologist +1047,19-2042,"Geoscientists, Except Hydrologists and Geographers",Oceanographer +1048,19-2042,"Geoscientists, Except Hydrologists and Geographers",Oceanologist +1049,19-2042,"Geoscientists, Except Hydrologists and Geographers",Paleontologist +1050,19-2042,"Geoscientists, Except Hydrologists and Geographers",Petroleum Geologist +1051,19-2042,"Geoscientists, Except Hydrologists and Geographers",Petrologist +1052,19-2042,"Geoscientists, Except Hydrologists and Geographers",Research Geologist +1053,19-2042,"Geoscientists, Except Hydrologists and Geographers",Sedimentationist +1054,19-2042,"Geoscientists, Except Hydrologists and Geographers",Seismologist +1055,19-2042,"Geoscientists, Except Hydrologists and Geographers",Stratigrapher +1056,19-2042,"Geoscientists, Except Hydrologists and Geographers",Volcanologist +1057,19-2043,Hydrologists,Hydrogeologist +1058,19-2043,Hydrologists,Isotope Hydrologist +1059,19-2043,Hydrologists,Surface Hydrologist +1060,19-3011,Economists,Agricultural Economist +1061,19-3011,Economists,Econometrician +1062,19-3011,Economists,Economic Development Specialist +1063,19-3011,Economists,Economic Research Analyst +1064,19-3011,Economists,Environmental Economist +1065,19-3011,Economists,Industrial Economist +1066,19-3011,Economists,Labor Economist +1067,19-3011,Economists,Price Economist +1068,19-3011,Economists,Social Economist +1069,19-3011,Economists,Tax Economist +1070,19-3011,Economists,Trade Economist +1071,19-3022,Survey Researchers,Pollster +1072,19-3022,Survey Researchers,Survey Methodologist +1073,19-3022,Survey Researchers,Survey Questionnaire Designer +1074,19-3032,Industrial-Organizational Psychologists,Engineering Psychologist +1075,19-3032,Industrial-Organizational Psychologists,Human Resources Psychologist +1076,19-3032,Industrial-Organizational Psychologists,I/O Psychologist +1077,19-3032,Industrial-Organizational Psychologists,Industrial Psychologist +1078,19-3032,Industrial-Organizational Psychologists,Management Psychologist +1079,19-3032,Industrial-Organizational Psychologists,Organizational Psychologist +1080,19-3032,Industrial-Organizational Psychologists,Organizational Research Consultant +1081,19-3032,Industrial-Organizational Psychologists,Personnel Research Psychologist +1082,19-3033,Clinical and Counseling Psychologists,Eating Disorder Psychologists +1083,19-3033,Clinical and Counseling Psychologists,Geropsychologists +1084,19-3034,School Psychologists,Educational Psychologists +1085,19-3039,"Psychologists, All Other",Developmental Psychologist +1086,19-3039,"Psychologists, All Other",Experimental Psychologist +1087,19-3039,"Psychologists, All Other",Forensic Psychologist +1088,19-3039,"Psychologists, All Other",Neuropsychologist +1089,19-3039,"Psychologists, All Other",Psychotherapist +1090,19-3039,"Psychologists, All Other",Rehabilitation Psychologist +1091,19-3039,"Psychologists, All Other",Social Psychologist +1092,19-3039,"Psychologists, All Other",Sports Psychologist +1093,19-3041,Sociologists,Criminologist +1094,19-3041,Sociologists,Family Sociologist +1095,19-3041,Sociologists,Penologist +1096,19-3041,Sociologists,Rural Sociologist +1097,19-3041,Sociologists,Urban Sociologist +1098,19-3051,Urban and Regional Planners,City Planner +1099,19-3051,Urban and Regional Planners,Community Development Planner +1100,19-3051,Urban and Regional Planners,Regional Planner +1101,19-3051,Urban and Regional Planners,Urban Planner +1102,19-3091,Anthropologists and Archeologists,Anthropologist +1103,19-3091,Anthropologists and Archeologists,Applied Anthropologist +1104,19-3091,Anthropologists and Archeologists,Archaeologist +1105,19-3091,Anthropologists and Archeologists,Ethnoarchaeologist +1106,19-3091,Anthropologists and Archeologists,Medical Anthropologist +1107,19-3091,Anthropologists and Archeologists,Physical Anthropologist +1108,19-3091,Anthropologists and Archeologists,Political Anthropologist +1109,19-3091,Anthropologists and Archeologists,Research Anthropologist +1110,19-3091,Anthropologists and Archeologists,Research Archaeologist +1111,19-3092,Geographers,Biogeographer +1112,19-3092,Geographers,Economic Geographer +1113,19-3092,Geographers,Geomorphologist +1114,19-3092,Geographers,GIS Geographer +1115,19-3092,Geographers,Glaciologist +1116,19-3092,Geographers,Physical Geographer +1117,19-3092,Geographers,Political Geographer +1118,19-3093,Historians,Genealogist +1119,19-3093,Historians,Historiographer +1120,19-3093,Historians,Protohistorian +1121,19-3094,Political Scientists,Government Affairs Researcher +1122,19-3094,Political Scientists,Government Affairs Specialist +1123,19-3094,Political Scientists,Local Governance and Citizen Participation Specialist +1124,19-3094,Political Scientists,Political Consultant +1125,19-3094,Political Scientists,Political Research Scientist +1126,19-3094,Political Scientists,Political Researcher +1127,19-3099,"Social Scientists and Related Workers, All Other",Behavioral Scientist +1128,19-3099,"Social Scientists and Related Workers, All Other",Demographer +1129,19-3099,"Social Scientists and Related Workers, All Other",Ethnologist +1130,19-3099,"Social Scientists and Related Workers, All Other",Etymologist +1131,19-3099,"Social Scientists and Related Workers, All Other",Linguist +1132,19-3099,"Social Scientists and Related Workers, All Other",Philologist +1133,19-3099,"Social Scientists and Related Workers, All Other",Social Scientist +1134,19-4012,Agricultural Technicians,Agronomy Technician +1135,19-4012,Agricultural Technicians,Artificial Breeding Technician +1136,19-4012,Agricultural Technicians,Cotton Program Technician +1137,19-4012,Agricultural Technicians,Feed Mill Lab Technician +1138,19-4012,Agricultural Technicians,Feed Research Technician +1139,19-4012,Agricultural Technicians,Seed Analyst +1140,19-4012,Agricultural Technicians,Sugarcane Research Technician +1141,19-4012,Agricultural Technicians,Weed Science Research Technician +1142,19-4013,Food Science Technicians,Flavor Technician +1143,19-4013,Food Science Technicians,Food Quality Control Technician +1144,19-4013,Food Science Technicians,Food Quality Technician +1145,19-4021,Biological Technicians,Bacteriology Technician +1146,19-4021,Biological Technicians,Biochemistry Technician +1147,19-4021,Biological Technicians,Biology Laboratory Assistant +1148,19-4021,Biological Technicians,Marine Fisheries Technician +1149,19-4021,Biological Technicians,Microbiology Technician +1150,19-4021,Biological Technicians,Wildlife Technician +1151,19-4031,Chemical Technicians,Assayer +1152,19-4031,Chemical Technicians,Chemical Laboratory Technician +1153,19-4031,Chemical Technicians,Inorganic Chemical Technician +1154,19-4042,"Environmental Science and Protection Technicians, Including Health",Air Quality Technician +1155,19-4042,"Environmental Science and Protection Technicians, Including Health",Certified Indoor Environmentalist +1156,19-4042,"Environmental Science and Protection Technicians, Including Health",Environmental Science Technician +1157,19-4042,"Environmental Science and Protection Technicians, Including Health",Infectious Waste Technician +1158,19-4042,"Environmental Science and Protection Technicians, Including Health",Pollution Control Technician +1159,19-4042,"Environmental Science and Protection Technicians, Including Health",Public Health Sanitarian Technician +1160,19-4042,"Environmental Science and Protection Technicians, Including Health",Radon Inspector +1161,19-4043,"Geological Technicians, Except Hydrologic Technicians",Crude Tester +1162,19-4043,"Geological Technicians, Except Hydrologic Technicians",Geological Sample Tester +1163,19-4043,"Geological Technicians, Except Hydrologic Technicians",Geophysical Prospector +1164,19-4043,"Geological Technicians, Except Hydrologic Technicians",Magnetometer Operator +1165,19-4043,"Geological Technicians, Except Hydrologic Technicians",Mineral Technologist +1166,19-4043,"Geological Technicians, Except Hydrologic Technicians",Mining Technician +1167,19-4043,"Geological Technicians, Except Hydrologic Technicians",Mud Logger +1168,19-4043,"Geological Technicians, Except Hydrologic Technicians",Petroleum Technician +1169,19-4043,"Geological Technicians, Except Hydrologic Technicians",Seismic Interpreter +1170,19-4043,"Geological Technicians, Except Hydrologic Technicians",Seismic Observer +1171,19-4043,"Geological Technicians, Except Hydrologic Technicians",Seismograph Operator +1172,19-4044,Hydrologic Technicians,Groundwater Monitoring Technician +1173,19-4051,Nuclear Technicians,Nuclear Monitoring Technician +1174,19-4051,Nuclear Technicians,Radiation Protection Technician +1175,19-4051,Nuclear Technicians,Radiochemical Technician +1176,19-4061,Social Science Research Assistants,City Planning Aide +1177,19-4061,Social Science Research Assistants,Economic Research Assistant +1178,19-4061,Social Science Research Assistants,Economist Research Assistant +1179,19-4061,Social Science Research Assistants,Historian Research Assistant +1180,19-4061,Social Science Research Assistants,Political Science Research Assistant +1181,19-4061,Social Science Research Assistants,Psychologist Research Assistant +1182,19-4061,Social Science Research Assistants,Sociology Research Assistant +1183,19-4071,Forest and Conservation Technicians,Forest Technician +1184,19-4071,Forest and Conservation Technicians,Forestry Aide +1185,19-4071,Forest and Conservation Technicians,Forestry Technician +1186,19-4071,Forest and Conservation Technicians,Natural Resources Technician +1187,19-4071,Forest and Conservation Technicians,Soil Conservation Technician +1188,19-4071,Forest and Conservation Technicians,Timber Management Technician +1189,19-4092,Forensic Science Technicians,Ballistic Technician +1190,19-4092,Forensic Science Technicians,Ballistician +1191,19-4092,Forensic Science Technicians,Ballistics Expert +1192,19-4092,Forensic Science Technicians,Crime Lab Technician +1193,19-4092,Forensic Science Technicians,Crime Scene Technician +1194,19-4092,Forensic Science Technicians,Criminalist Technician +1195,19-4092,Forensic Science Technicians,Fingerprint Expert +1196,19-4092,Forensic Science Technicians,Forensic Analyst +1197,19-4092,Forensic Science Technicians,Handwriting Expert +1198,19-4092,Forensic Science Technicians,Trace Evidence Technician +1199,19-4092,Forensic Science Technicians,Wildlife Forensic Geneticist +1200,19-4099,"Life, Physical, and Social Science Technicians, All Other",Meteorological Aide +1201,19-4099,"Life, Physical, and Social Science Technicians, All Other",Polygraph Examiner +1202,19-5011,Occupational Health and Safety Specialists,Certified Industrial Hygienist +1203,19-5011,Occupational Health and Safety Specialists,Certified Professional Ergonomist +1204,19-5011,Occupational Health and Safety Specialists,Environmental Health Sanitarian +1205,19-5011,Occupational Health and Safety Specialists,Health and Safety Inspector +1206,19-5011,Occupational Health and Safety Specialists,Industrial Hygienist +1207,19-5011,Occupational Health and Safety Specialists,Industrial Safety and Health Specialist +1208,19-5011,Occupational Health and Safety Specialists,Occupational Safety and Health Inspector +1209,19-5011,Occupational Health and Safety Specialists,Radiological Health Specialist +1210,19-5012,Occupational Health and Safety Technicians,CHST +1211,19-5012,Occupational Health and Safety Technicians,Construction Health and Safety Technician +1212,19-5012,Occupational Health and Safety Technicians,Environmental Health Technologist +1213,19-5012,Occupational Health and Safety Technicians,Ergonomics Technician +1214,19-5012,Occupational Health and Safety Technicians,Occupational Health and Safety Technologist +1215,19-5012,Occupational Health and Safety Technicians,Occupational Health and Safety Technologist (OHST) +1216,21-1011,Substance Abuse and Behavioral Disorder Counselors,Addiction Counselor +1217,21-1011,Substance Abuse and Behavioral Disorder Counselors,Addiction Therapist +1218,21-1011,Substance Abuse and Behavioral Disorder Counselors,Alcohol and Drug Counselor +1219,21-1011,Substance Abuse and Behavioral Disorder Counselors,Certified Abuse and Drug Addiction Counselor +1220,21-1011,Substance Abuse and Behavioral Disorder Counselors,Certified Alcohol and Drug Counselor +1221,21-1011,Substance Abuse and Behavioral Disorder Counselors,Chemical Dependency Counselor +1222,21-1011,Substance Abuse and Behavioral Disorder Counselors,Drug Abuse Counselor +1223,21-1011,Substance Abuse and Behavioral Disorder Counselors,Drug Counselor +1224,21-1011,Substance Abuse and Behavioral Disorder Counselors,Substance Abuse Counselor +1225,21-1012,"Educational, Guidance, and Career Counselors and Advisors",Admissions Counselor +1226,21-1012,"Educational, Guidance, and Career Counselors and Advisors",Career Counselor +1227,21-1012,"Educational, Guidance, and Career Counselors and Advisors",Career Technical Counselor +1228,21-1012,"Educational, Guidance, and Career Counselors and Advisors",Education Counselor +1229,21-1012,"Educational, Guidance, and Career Counselors and Advisors",Guidance Counselor +1230,21-1012,"Educational, Guidance, and Career Counselors and Advisors",International Student Counselor +1231,21-1012,"Educational, Guidance, and Career Counselors and Advisors",School Adjustment Counselor +1232,21-1012,"Educational, Guidance, and Career Counselors and Advisors",School Guidance Counselor +1233,21-1012,"Educational, Guidance, and Career Counselors and Advisors",Student Advisor +1234,21-1012,"Educational, Guidance, and Career Counselors and Advisors",Student Development Advisor +1235,21-1012,"Educational, Guidance, and Career Counselors and Advisors",Student Services Counselor +1236,21-1012,"Educational, Guidance, and Career Counselors and Advisors",Student Success Counselor +1237,21-1012,"Educational, Guidance, and Career Counselors and Advisors",Study Abroad Advisor +1238,21-1012,"Educational, Guidance, and Career Counselors and Advisors",Vocational Adviser +1239,21-1013,Marriage and Family Therapists,Child and Family Counselor +1240,21-1013,Marriage and Family Therapists,Couples Therapist +1241,21-1013,Marriage and Family Therapists,Family Counselor +1242,21-1013,Marriage and Family Therapists,Family Therapist +1243,21-1013,Marriage and Family Therapists,Marriage Counselor +1244,21-1013,Marriage and Family Therapists,Marriage Therapist +1245,21-1013,Marriage and Family Therapists,Relationship Counselor +1246,21-1014,Mental Health Counselors,Clinical Mental Health Counselor +1247,21-1014,Mental Health Counselors,Licensed Clinical Mental Health Counselor +1248,21-1014,Mental Health Counselors,Licensed Clinical Mental Health Counselor (LCMHC) +1249,21-1014,Mental Health Counselors,Licensed Mental Health Counselor +1250,21-1014,Mental Health Counselors,Licensed Mental Health Counselor (LMHC) +1251,21-1015,Rehabilitation Counselors,Certified Rehabilitation Counselor +1252,21-1015,Rehabilitation Counselors,Coordinator of Rehabilitation Services +1253,21-1015,Rehabilitation Counselors,Psychosocial Rehabilitation Counselor +1254,21-1015,Rehabilitation Counselors,Veterans Rehabilitation Counselor +1255,21-1015,Rehabilitation Counselors,Vocational Rehabilitation Counselor +1256,21-1015,Rehabilitation Counselors,Vocational Rehabilitation Job Coach +1257,21-1019,"Counselors, All Other",AIDS Counselor +1258,21-1019,"Counselors, All Other",Anger Control Counselor +1259,21-1019,"Counselors, All Other",Grief Counselor +1260,21-1019,"Counselors, All Other",HIV Counselor +1261,21-1019,"Counselors, All Other",Sexual Assault Counselor +1262,21-1021,"Child, Family, and School Social Workers",C-CYFSW +1263,21-1021,"Child, Family, and School Social Workers","Certified Children, Youth, and Family Social Worker" +1264,21-1021,"Child, Family, and School Social Workers",Child Abuse Worker +1265,21-1021,"Child, Family, and School Social Workers",Child and Family Services Worker +1266,21-1021,"Child, Family, and School Social Workers",Child Protective Services Social Worker +1267,21-1021,"Child, Family, and School Social Workers",Child Protective Services Specialist +1268,21-1021,"Child, Family, and School Social Workers",Child Welfare Social Worker +1269,21-1021,"Child, Family, and School Social Workers",Child Welfare Worker +1270,21-1021,"Child, Family, and School Social Workers",Family Preservation Caseworker +1271,21-1021,"Child, Family, and School Social Workers",Family Preservation Worker +1272,21-1021,"Child, Family, and School Social Workers",Family Service Caseworker +1273,21-1021,"Child, Family, and School Social Workers",Foster Care Social Worker +1274,21-1021,"Child, Family, and School Social Workers",Foster Care Worker +1275,21-1021,"Child, Family, and School Social Workers",School Social Worker +1276,21-1022,Healthcare Social Workers,AIDS Social Worker +1277,21-1022,Healthcare Social Workers,Certified Social Workers In Health Care +1278,21-1022,Healthcare Social Workers,C-SWHC +1279,21-1022,Healthcare Social Workers,Hospice Home Care Social Worker +1280,21-1022,Healthcare Social Workers,Hospice Social Worker +1281,21-1022,Healthcare Social Workers,Hospital Social Worker +1282,21-1022,Healthcare Social Workers,Medical Social Worker +1283,21-1022,Healthcare Social Workers,Neonatal Social Worker +1284,21-1022,Healthcare Social Workers,Nephrology Social Worker +1285,21-1022,Healthcare Social Workers,Oncology Social Worker +1286,21-1022,Healthcare Social Workers,Pediatric Social Worker +1287,21-1022,Healthcare Social Workers,Public Health Social Worker +1288,21-1022,Healthcare Social Workers,Renal Social Worker +1289,21-1023,Mental Health and Substance Abuse Social Workers,Community Mental Health Social Worker +1290,21-1023,Mental Health and Substance Abuse Social Workers,Drug Abuse Social Worker +1291,21-1023,Mental Health and Substance Abuse Social Workers,Psychiatric Social Worker +1292,21-1023,Mental Health and Substance Abuse Social Workers,Psychotherapist Social Worker +1293,21-1029,"Social Workers, All Other",Adult Protective Service Social Worker +1294,21-1029,"Social Workers, All Other",Criminal Justice Social Worker +1295,21-1029,"Social Workers, All Other",Forensic Social Worker +1296,21-1029,"Social Workers, All Other",Sexual Assault Social Worker +1297,21-1091,Health Education Specialists,Certified Diabetes Educator +1298,21-1091,Health Education Specialists,Certified Health Education Specialist +1299,21-1091,Health Education Specialists,Community Health Education Coordinator +1300,21-1091,Health Education Specialists,Diabetes Educator +1301,21-1091,Health Education Specialists,Health Educator +1302,21-1091,Health Education Specialists,Public Health Educator +1303,21-1092,Probation Officers and Correctional Treatment Specialists,Correctional Treatment Specialist +1304,21-1092,Probation Officers and Correctional Treatment Specialists,Juvenile Probation Officer +1305,21-1092,Probation Officers and Correctional Treatment Specialists,Parole Agent +1306,21-1092,Probation Officers and Correctional Treatment Specialists,Parole Officer +1307,21-1092,Probation Officers and Correctional Treatment Specialists,Probation Officer +1308,21-1093,Social and Human Service Assistants,Addictions Counselor Assistant +1309,21-1093,Social and Human Service Assistants,Case Work Aide +1310,21-1093,Social and Human Service Assistants,Clinical Social Work Aide +1311,21-1093,Social and Human Service Assistants,Family Service Assistant +1312,21-1093,Social and Human Service Assistants,Human Services Worker +1313,21-1093,Social and Human Service Assistants,Social Work Assistant +1314,21-1094,Community Health Workers,CHW +1315,21-1094,Community Health Workers,Community Health Advisor +1316,21-1094,Community Health Workers,Community Health Representative +1317,21-1094,Community Health Workers,Lay Health Advocate +1318,21-1094,Community Health Workers,Peer Health Promoter +1319,21-1094,Community Health Workers,Promotor(a) +1320,21-1099,"Community and Social Service Specialists, All Other",Community Organization Worker +1321,21-1099,"Community and Social Service Specialists, All Other",Veterans Service Officer +1322,21-2011,Clergy,Cantor +1323,21-2011,Clergy,Children's Pastor +1324,21-2011,Clergy,College Chaplain +1325,21-2011,Clergy,Hebrew Cantor +1326,21-2011,Clergy,Hospital Chaplain +1327,21-2011,Clergy,Imam +1328,21-2011,Clergy,Minister +1329,21-2011,Clergy,Parish Priest +1330,21-2011,Clergy,Pastor +1331,21-2011,Clergy,Priest +1332,21-2011,Clergy,Rabbi +1333,21-2011,Clergy,Reverend +1334,21-2011,Clergy,Vicar +1335,21-2011,Clergy,Youth Pastor +1336,21-2021,"Directors, Religious Activities and Education",Campus Ministry Director +1337,21-2021,"Directors, Religious Activities and Education",Christian Education Minister +1338,21-2021,"Directors, Religious Activities and Education",Education Minister +1339,21-2021,"Directors, Religious Activities and Education",Parish Religious Education Director +1340,21-2021,"Directors, Religious Activities and Education",Religious Activities Director +1341,21-2021,"Directors, Religious Activities and Education",Religious Education Coordinator +1342,21-2021,"Directors, Religious Activities and Education",Religious Education Director +1343,21-2021,"Directors, Religious Activities and Education",Student Ministries Director +1344,21-2021,"Directors, Religious Activities and Education",Youth Ministry Director +1345,21-2099,"Religious Workers, All Other",Buddhist Monk +1346,21-2099,"Religious Workers, All Other",Christian Science Nurse +1347,21-2099,"Religious Workers, All Other",Missionary +1348,21-2099,"Religious Workers, All Other",Mohel +1349,21-2099,"Religious Workers, All Other",Nun +1350,21-2099,"Religious Workers, All Other",Pastoral Worker +1351,21-2099,"Religious Workers, All Other",Prior +1352,21-2099,"Religious Workers, All Other",Sacristan +1353,21-2099,"Religious Workers, All Other",Sunday School Missionary +1354,21-2099,"Religious Workers, All Other",Traveling Missionary +1355,21-2099,"Religious Workers, All Other",Verger +1356,23-1011,Lawyers,Agency Legal Counsel +1357,23-1011,Lawyers,Assistant Attorney General +1358,23-1011,Lawyers,Assistant Corporation Counsel +1359,23-1011,Lawyers,Assistant Counsel +1360,23-1011,Lawyers,Associate Attorney +1361,23-1011,Lawyers,Attorney +1362,23-1011,Lawyers,Attorney At Law +1363,23-1011,Lawyers,Attorney General +1364,23-1011,Lawyers,Brief Writer +1365,23-1011,Lawyers,City Attorney +1366,23-1011,Lawyers,Civil Lawyer +1367,23-1011,Lawyers,Commonwealth Attorney +1368,23-1011,Lawyers,Corporate Attorney +1369,23-1011,Lawyers,Corporate Counsel +1370,23-1011,Lawyers,Corporate Counselor +1371,23-1011,Lawyers,County Attorney +1372,23-1011,Lawyers,Defense Attorney +1373,23-1011,Lawyers,Deputy Attorney General +1374,23-1011,Lawyers,Deputy Chief Counsel +1375,23-1011,Lawyers,District Attorney +1376,23-1011,Lawyers,Environmental Attorney +1377,23-1011,Lawyers,Estate Conservator +1378,23-1011,Lawyers,General Counsel +1379,23-1011,Lawyers,Insurance Attorney +1380,23-1011,Lawyers,Legal Counsel +1381,23-1011,Lawyers,Probate Lawyer +1382,23-1011,Lawyers,Prosecutor +1383,23-1011,Lawyers,Public Defender +1384,23-1011,Lawyers,Real Estate Attorney +1385,23-1011,Lawyers,Sports Attorney +1386,23-1011,Lawyers,Tax Attorney +1387,23-1011,Lawyers,Trial Attorney +1388,23-1011,Lawyers,Trial Lawyer +1389,23-1012,Judicial Law Clerks,Judicial Clerk +1390,23-1021,"Administrative Law Judges, Adjudicators, and Hearing Officers",Appeals Examiner +1391,23-1021,"Administrative Law Judges, Adjudicators, and Hearing Officers",Appeals Referee +1392,23-1021,"Administrative Law Judges, Adjudicators, and Hearing Officers",Appellate Conferee +1393,23-1021,"Administrative Law Judges, Adjudicators, and Hearing Officers",Hearing Examiner +1394,23-1021,"Administrative Law Judges, Adjudicators, and Hearing Officers",Hearing Officer +1395,23-1021,"Administrative Law Judges, Adjudicators, and Hearing Officers",Justice of The Peace +1396,23-1021,"Administrative Law Judges, Adjudicators, and Hearing Officers",Traffic Court Referee +1397,23-1022,"Arbitrators, Mediators, and Conciliators",Alternative Dispute Resolution Coordinator +1398,23-1022,"Arbitrators, Mediators, and Conciliators",Mediation Commissioner +1399,23-1022,"Arbitrators, Mediators, and Conciliators",Ombudsman +1400,23-1023,"Judges, Magistrate Judges, and Magistrates",Administrative Court Justice +1401,23-1023,"Judges, Magistrate Judges, and Magistrates",Circuit Court Judge +1402,23-1023,"Judges, Magistrate Judges, and Magistrates",County Court Judge +1403,23-1023,"Judges, Magistrate Judges, and Magistrates",Criminal Court Judge +1404,23-1023,"Judges, Magistrate Judges, and Magistrates",District Court Judge +1405,23-1023,"Judges, Magistrate Judges, and Magistrates",Jurist +1406,23-1023,"Judges, Magistrate Judges, and Magistrates",Justice +1407,23-1023,"Judges, Magistrate Judges, and Magistrates",Probate Judge +1408,23-1023,"Judges, Magistrate Judges, and Magistrates",Trial Court Judge +1409,23-1023,"Judges, Magistrate Judges, and Magistrates",Tribal Judge +1410,23-2011,Paralegals and Legal Assistants,Assistant Paralegal +1411,23-2011,Paralegals and Legal Assistants,Legal Aide +1412,23-2011,Paralegals and Legal Assistants,Legal Assistant +1413,23-2011,Paralegals and Legal Assistants,Paralegal +1414,23-2011,Paralegals and Legal Assistants,Summer Associate +1415,23-2093,"Title Examiners, Abstractors, and Searchers",Abstract Searcher +1416,23-2093,"Title Examiners, Abstractors, and Searchers",Abstract Writer +1417,23-2093,"Title Examiners, Abstractors, and Searchers",Advisory Title Officer +1418,23-2093,"Title Examiners, Abstractors, and Searchers",Escrow Officer +1419,23-2093,"Title Examiners, Abstractors, and Searchers",Land Title Examiner +1420,23-2093,"Title Examiners, Abstractors, and Searchers",Lease Examiner +1421,23-2093,"Title Examiners, Abstractors, and Searchers",Lien Searcher +1422,23-2093,"Title Examiners, Abstractors, and Searchers",Title Agent +1423,23-2093,"Title Examiners, Abstractors, and Searchers",Title Checker +1424,23-2093,"Title Examiners, Abstractors, and Searchers",Title Examiner +1425,23-2093,"Title Examiners, Abstractors, and Searchers",Title Inspector +1426,23-2093,"Title Examiners, Abstractors, and Searchers",Title Investigator +1427,23-2093,"Title Examiners, Abstractors, and Searchers",Title Officer +1428,23-2093,"Title Examiners, Abstractors, and Searchers",Title Searcher +1429,23-2099,"Legal Support Workers, All Other",Legal Technician +1430,25-1011,"Business Teachers, Postsecondary",Accounting Professor +1431,25-1011,"Business Teachers, Postsecondary",Banking and Finance Instructor +1432,25-1011,"Business Teachers, Postsecondary",Business Administration Professor +1433,25-1011,"Business Teachers, Postsecondary",Finance Professor +1434,25-1011,"Business Teachers, Postsecondary",Management Professor +1435,25-1011,"Business Teachers, Postsecondary",Marketing Instructor +1436,25-1011,"Business Teachers, Postsecondary",Marketing Professor +1437,25-1021,"Computer Science Teachers, Postsecondary",C++ Professor +1438,25-1021,"Computer Science Teachers, Postsecondary",Computer Information Systems Professor +1439,25-1021,"Computer Science Teachers, Postsecondary",Computer Programming Professor +1440,25-1021,"Computer Science Teachers, Postsecondary",Information Systems Professor +1441,25-1021,"Computer Science Teachers, Postsecondary",Information Technology Professor +1442,25-1021,"Computer Science Teachers, Postsecondary",IT Professor +1443,25-1021,"Computer Science Teachers, Postsecondary",Java Programming Professor +1444,25-1022,"Mathematical Science Teachers, Postsecondary",Actuarial Science Professor +1445,25-1022,"Mathematical Science Teachers, Postsecondary",Biostatistics Professor +1446,25-1022,"Mathematical Science Teachers, Postsecondary",Calculus Professor +1447,25-1022,"Mathematical Science Teachers, Postsecondary",Geometry Professor +1448,25-1022,"Mathematical Science Teachers, Postsecondary",Mathematics Professor +1449,25-1022,"Mathematical Science Teachers, Postsecondary",Statistical Methods Professor +1450,25-1022,"Mathematical Science Teachers, Postsecondary",Statistics Professor +1451,25-1022,"Mathematical Science Teachers, Postsecondary",Topology Professor +1452,25-1031,"Architecture Teachers, Postsecondary",Architectural Design Professor +1453,25-1031,"Architecture Teachers, Postsecondary",Architecture Professor +1454,25-1031,"Architecture Teachers, Postsecondary",Interior Design Professor +1455,25-1031,"Architecture Teachers, Postsecondary",Landscape Architecture Professor +1456,25-1032,"Engineering Teachers, Postsecondary",Aeronautical Engineering Professor +1457,25-1032,"Engineering Teachers, Postsecondary",Ceramic Engineering Professor +1458,25-1032,"Engineering Teachers, Postsecondary",Chemical Engineering Professor +1459,25-1032,"Engineering Teachers, Postsecondary",Civil Engineering Professor +1460,25-1032,"Engineering Teachers, Postsecondary",Electrical Engineering Professor +1461,25-1032,"Engineering Teachers, Postsecondary",Electronics Engineering Professor +1462,25-1032,"Engineering Teachers, Postsecondary",Industrial Engineering Professor +1463,25-1032,"Engineering Teachers, Postsecondary",Manufacturing Engineering Professor +1464,25-1032,"Engineering Teachers, Postsecondary",Marine Engineering Professor +1465,25-1032,"Engineering Teachers, Postsecondary",Mechanical Engineering Professor +1466,25-1032,"Engineering Teachers, Postsecondary",Petroleum Engineering Professor +1467,25-1041,"Agricultural Sciences Teachers, Postsecondary",Agricultural Soil Conservation Professor +1468,25-1041,"Agricultural Sciences Teachers, Postsecondary",Agronomy Professor +1469,25-1041,"Agricultural Sciences Teachers, Postsecondary",Animal Husbandry Professor +1470,25-1041,"Agricultural Sciences Teachers, Postsecondary",Animal Science Professor +1471,25-1041,"Agricultural Sciences Teachers, Postsecondary",Aquaculture and Fisheries Professor +1472,25-1041,"Agricultural Sciences Teachers, Postsecondary",Farm Management Professor +1473,25-1041,"Agricultural Sciences Teachers, Postsecondary",Floriculture Professor +1474,25-1041,"Agricultural Sciences Teachers, Postsecondary",Horticulture Instructor +1475,25-1041,"Agricultural Sciences Teachers, Postsecondary",Olericulture Professor +1476,25-1042,"Biological Science Teachers, Postsecondary",Anatomy Professor +1477,25-1042,"Biological Science Teachers, Postsecondary",Bacteriology Professor +1478,25-1042,"Biological Science Teachers, Postsecondary",Biochemistry Professor +1479,25-1042,"Biological Science Teachers, Postsecondary",Botany Professor +1480,25-1042,"Biological Science Teachers, Postsecondary",Embryology Professor +1481,25-1042,"Biological Science Teachers, Postsecondary",Microbiology Professor +1482,25-1042,"Biological Science Teachers, Postsecondary",Zoology Professor +1483,25-1043,"Forestry and Conservation Science Teachers, Postsecondary",Ecology Professor +1484,25-1043,"Forestry and Conservation Science Teachers, Postsecondary",Environmental Conservation Professor +1485,25-1043,"Forestry and Conservation Science Teachers, Postsecondary",Forest Biometrics Professor +1486,25-1043,"Forestry and Conservation Science Teachers, Postsecondary",Forest Ecology Professor +1487,25-1043,"Forestry and Conservation Science Teachers, Postsecondary",Forest Management Professor +1488,25-1043,"Forestry and Conservation Science Teachers, Postsecondary",Forest Pathology Professor +1489,25-1043,"Forestry and Conservation Science Teachers, Postsecondary",Forest Resources Professor +1490,25-1043,"Forestry and Conservation Science Teachers, Postsecondary",Forest Technology Professor +1491,25-1043,"Forestry and Conservation Science Teachers, Postsecondary",Silviculture Professor +1492,25-1043,"Forestry and Conservation Science Teachers, Postsecondary",Timber Management Professor +1493,25-1043,"Forestry and Conservation Science Teachers, Postsecondary",Wildlife Conservation Professor +1494,25-1051,"Atmospheric, Earth, Marine, and Space Sciences Teachers, Postsecondary",Climatology Professor +1495,25-1051,"Atmospheric, Earth, Marine, and Space Sciences Teachers, Postsecondary",Earth Science Professor +1496,25-1051,"Atmospheric, Earth, Marine, and Space Sciences Teachers, Postsecondary",Geology Professor +1497,25-1051,"Atmospheric, Earth, Marine, and Space Sciences Teachers, Postsecondary",Geoscience Professor +1498,25-1051,"Atmospheric, Earth, Marine, and Space Sciences Teachers, Postsecondary",Meteorology Professor +1499,25-1051,"Atmospheric, Earth, Marine, and Space Sciences Teachers, Postsecondary",Mineralogy Professor +1500,25-1051,"Atmospheric, Earth, Marine, and Space Sciences Teachers, Postsecondary",Oceanic Sciences Professor +1501,25-1051,"Atmospheric, Earth, Marine, and Space Sciences Teachers, Postsecondary",Oceanography Professor +1502,25-1051,"Atmospheric, Earth, Marine, and Space Sciences Teachers, Postsecondary",Volcanology Professor +1503,25-1052,"Chemistry Teachers, Postsecondary",Chemistry Professor +1504,25-1052,"Chemistry Teachers, Postsecondary",Inorganic Chemistry Professor +1505,25-1052,"Chemistry Teachers, Postsecondary",Organic Chemistry Professor +1506,25-1052,"Chemistry Teachers, Postsecondary",Physical Chemistry Professor +1507,25-1052,"Chemistry Teachers, Postsecondary",Phytochemistry Professor +1508,25-1053,"Environmental Science Teachers, Postsecondary",Environmental Science Professor +1509,25-1053,"Environmental Science Teachers, Postsecondary","Environmental Science, Management and Policy Professor" +1510,25-1053,"Environmental Science Teachers, Postsecondary",Environmental Studies Professor +1511,25-1054,"Physics Teachers, Postsecondary",Aerodynamics Professor +1512,25-1054,"Physics Teachers, Postsecondary",Astrophysics Professor +1513,25-1054,"Physics Teachers, Postsecondary",Atomic Physics Professor +1514,25-1054,"Physics Teachers, Postsecondary",Ballistics Professor +1515,25-1054,"Physics Teachers, Postsecondary",Hydrodynamics Professor +1516,25-1054,"Physics Teachers, Postsecondary",Medical Physics Professor +1517,25-1054,"Physics Teachers, Postsecondary",Nuclear Physics Professor +1518,25-1054,"Physics Teachers, Postsecondary",Thermodynamics Professor +1519,25-1061,"Anthropology and Archeology Teachers, Postsecondary",Cultural Anthropology Professor +1520,25-1061,"Anthropology and Archeology Teachers, Postsecondary",Ethnoarchaeology Professor +1521,25-1061,"Anthropology and Archeology Teachers, Postsecondary",Near East Archeology Professor +1522,25-1061,"Anthropology and Archeology Teachers, Postsecondary",Paleology Professor +1523,25-1061,"Anthropology and Archeology Teachers, Postsecondary",Sociocultural Anthropology Professor +1524,25-1062,"Area, Ethnic, and Cultural Studies Teachers, Postsecondary",African Studies Professor +1525,25-1062,"Area, Ethnic, and Cultural Studies Teachers, Postsecondary",Asian Studies Professor +1526,25-1062,"Area, Ethnic, and Cultural Studies Teachers, Postsecondary",Black Studies Professor +1527,25-1062,"Area, Ethnic, and Cultural Studies Teachers, Postsecondary",Ethnology Professor +1528,25-1062,"Area, Ethnic, and Cultural Studies Teachers, Postsecondary",Gender Studies Professor +1529,25-1062,"Area, Ethnic, and Cultural Studies Teachers, Postsecondary",Latin American Studies Professor +1530,25-1062,"Area, Ethnic, and Cultural Studies Teachers, Postsecondary",Women's Studies Professor +1531,25-1063,"Economics Teachers, Postsecondary",Agricultural Economics Professor +1532,25-1063,"Economics Teachers, Postsecondary",Econometrics Professor +1533,25-1063,"Economics Teachers, Postsecondary",Industrial Economics Professor +1534,25-1063,"Economics Teachers, Postsecondary",Labor Economics Professor +1535,25-1063,"Economics Teachers, Postsecondary",Macroeconomics Professor +1536,25-1063,"Economics Teachers, Postsecondary",Microeconomics Professor +1537,25-1064,"Geography Teachers, Postsecondary",Cartography Professor +1538,25-1064,"Geography Teachers, Postsecondary",Geographic Information Systems Professor +1539,25-1064,"Geography Teachers, Postsecondary",Geomatics Professor +1540,25-1064,"Geography Teachers, Postsecondary",GIS Professor +1541,25-1065,"Political Science Teachers, Postsecondary",Government Professor +1542,25-1065,"Political Science Teachers, Postsecondary",International Relations Professor +1543,25-1065,"Political Science Teachers, Postsecondary",Political Theory Professor +1544,25-1065,"Political Science Teachers, Postsecondary",Public Policy Professor +1545,25-1066,"Psychology Teachers, Postsecondary",Applied Psychology Professor +1546,25-1066,"Psychology Teachers, Postsecondary",Child Development Professor +1547,25-1066,"Psychology Teachers, Postsecondary",Clinical Psychology Professor +1548,25-1066,"Psychology Teachers, Postsecondary",Educational Psychology Professor +1549,25-1066,"Psychology Teachers, Postsecondary",Human Relations Professor +1550,25-1066,"Psychology Teachers, Postsecondary",Industrial Psychology Professor +1551,25-1066,"Psychology Teachers, Postsecondary",Industrial/Organizational Psychology Professor +1552,25-1066,"Psychology Teachers, Postsecondary",Psychology Professor +1553,25-1067,"Sociology Teachers, Postsecondary",Comparative Sociology Professor +1554,25-1067,"Sociology Teachers, Postsecondary",Race Relations Professor +1555,25-1067,"Sociology Teachers, Postsecondary",Social Organization Professor +1556,25-1069,"Social Sciences Teachers, Postsecondary, All Other",Social Science Professor +1557,25-1069,"Social Sciences Teachers, Postsecondary, All Other",Survey Research Professor +1558,25-1069,"Social Sciences Teachers, Postsecondary, All Other",Urban Planning Professor +1559,25-1071,"Health Specialties Teachers, Postsecondary",Clinical Laboratory Science Professor +1560,25-1071,"Health Specialties Teachers, Postsecondary",Clinical Sciences Professor +1561,25-1071,"Health Specialties Teachers, Postsecondary",Dentistry Professor +1562,25-1071,"Health Specialties Teachers, Postsecondary",Gastroenterology Professor +1563,25-1071,"Health Specialties Teachers, Postsecondary",Neurology Professor +1564,25-1071,"Health Specialties Teachers, Postsecondary",Nutrition Professor +1565,25-1071,"Health Specialties Teachers, Postsecondary",Occupational Therapy Professor +1566,25-1071,"Health Specialties Teachers, Postsecondary",Optometry Professor +1567,25-1071,"Health Specialties Teachers, Postsecondary",Pharmacology Professor +1568,25-1071,"Health Specialties Teachers, Postsecondary",Physical Therapy Professor +1569,25-1071,"Health Specialties Teachers, Postsecondary",Podiatric Medicine Professor +1570,25-1071,"Health Specialties Teachers, Postsecondary",Podiatry Professor +1571,25-1071,"Health Specialties Teachers, Postsecondary",Public Health Professor +1572,25-1072,"Nursing Instructors and Teachers, Postsecondary",Advanced Nursing Professor +1573,25-1072,"Nursing Instructors and Teachers, Postsecondary",Clinical Nursing Instructor +1574,25-1072,"Nursing Instructors and Teachers, Postsecondary",Clinical Nursing Professor +1575,25-1072,"Nursing Instructors and Teachers, Postsecondary",Registered Nursing Professor +1576,25-1081,"Education Teachers, Postsecondary",Literacy Education Professor +1577,25-1081,"Education Teachers, Postsecondary",Mathematics Education Professor +1578,25-1081,"Education Teachers, Postsecondary",Primary Education Professor +1579,25-1081,"Education Teachers, Postsecondary",Science Education Professor +1580,25-1081,"Education Teachers, Postsecondary",Secondary Education Professor +1581,25-1081,"Education Teachers, Postsecondary",Special Education Professor +1582,25-1082,"Library Science Teachers, Postsecondary",Library and Information Science Professor +1583,25-1082,"Library Science Teachers, Postsecondary",Library and Information Technology Instructor +1584,25-1082,"Library Science Teachers, Postsecondary",Medical Records Library Professor +1585,25-1111,"Criminal Justice and Law Enforcement Teachers, Postsecondary",Criminal Justice Professor +1586,25-1111,"Criminal Justice and Law Enforcement Teachers, Postsecondary",Criminology Professor +1587,25-1111,"Criminal Justice and Law Enforcement Teachers, Postsecondary",Penology Professor +1588,25-1112,"Law Teachers, Postsecondary",Constitutional Law Professor +1589,25-1112,"Law Teachers, Postsecondary",Contracts Law Professor +1590,25-1112,"Law Teachers, Postsecondary",Criminal Law Professor +1591,25-1112,"Law Teachers, Postsecondary",Environmental Law Professor +1592,25-1112,"Law Teachers, Postsecondary",Labor Law Professor +1593,25-1112,"Law Teachers, Postsecondary",Torts Law Professor +1594,25-1113,"Social Work Teachers, Postsecondary",Family Welfare Social Work Professor +1595,25-1113,"Social Work Teachers, Postsecondary",Geriatric Social Work Professor +1596,25-1113,"Social Work Teachers, Postsecondary",Health Social Work Professor +1597,25-1113,"Social Work Teachers, Postsecondary",Social Work Professor +1598,25-1121,"Art, Drama, and Music Teachers, Postsecondary",Ballet Professor +1599,25-1121,"Art, Drama, and Music Teachers, Postsecondary",Graphic Design Professor +1600,25-1121,"Art, Drama, and Music Teachers, Postsecondary",Media Arts Professor +1601,25-1121,"Art, Drama, and Music Teachers, Postsecondary",Music Professor +1602,25-1121,"Art, Drama, and Music Teachers, Postsecondary",Photography Professor +1603,25-1121,"Art, Drama, and Music Teachers, Postsecondary",Piano Performance and Pedagogy Professor +1604,25-1121,"Art, Drama, and Music Teachers, Postsecondary",Piano Professor +1605,25-1121,"Art, Drama, and Music Teachers, Postsecondary",Scene and Lighting Design Lecturer +1606,25-1121,"Art, Drama, and Music Teachers, Postsecondary",Stagecraft Professor +1607,25-1121,"Art, Drama, and Music Teachers, Postsecondary",Theatre Professor +1608,25-1121,"Art, Drama, and Music Teachers, Postsecondary",Voice Professor +1609,25-1122,"Communications Teachers, Postsecondary",Interpersonal Communications Professor +1610,25-1122,"Communications Teachers, Postsecondary",Journalism Professor +1611,25-1122,"Communications Teachers, Postsecondary",Professor of Communication and Writing +1612,25-1122,"Communications Teachers, Postsecondary",Professor of Rhetoric +1613,25-1122,"Communications Teachers, Postsecondary",Public Speaking Professor +1614,25-1122,"Communications Teachers, Postsecondary",Speech Professor +1615,25-1123,"English Language and Literature Teachers, Postsecondary",Children's Literature Professor +1616,25-1123,"English Language and Literature Teachers, Postsecondary",Composition Professor +1617,25-1123,"English Language and Literature Teachers, Postsecondary",Contemporary English Literature Professor +1618,25-1123,"English Language and Literature Teachers, Postsecondary",Creative Writing English Professor +1619,25-1123,"English Language and Literature Teachers, Postsecondary",Etymology Professor +1620,25-1123,"English Language and Literature Teachers, Postsecondary",Medieval English Literature Professor +1621,25-1123,"English Language and Literature Teachers, Postsecondary",Seventeenth-Century English Literature Professor +1622,25-1123,"English Language and Literature Teachers, Postsecondary",Victorian Literature Professor +1623,25-1124,"Foreign Language and Literature Teachers, Postsecondary",Arabic Professor +1624,25-1124,"Foreign Language and Literature Teachers, Postsecondary",Biblical Languages Professor +1625,25-1124,"Foreign Language and Literature Teachers, Postsecondary",Chinese Language Professor +1626,25-1124,"Foreign Language and Literature Teachers, Postsecondary",French Professor +1627,25-1124,"Foreign Language and Literature Teachers, Postsecondary",German Professor +1628,25-1124,"Foreign Language and Literature Teachers, Postsecondary",Greek Professor +1629,25-1124,"Foreign Language and Literature Teachers, Postsecondary",Hebrew Professor +1630,25-1124,"Foreign Language and Literature Teachers, Postsecondary",Japanese Professor +1631,25-1124,"Foreign Language and Literature Teachers, Postsecondary",Russian Language Professor +1632,25-1124,"Foreign Language and Literature Teachers, Postsecondary",Spanish Literature Professor +1633,25-1125,"History Teachers, Postsecondary",African History Professor +1634,25-1125,"History Teachers, Postsecondary",American History Professor +1635,25-1125,"History Teachers, Postsecondary",Historiography Professor +1636,25-1125,"History Teachers, Postsecondary",Jewish History Professor +1637,25-1125,"History Teachers, Postsecondary",Russian History Professor +1638,25-1125,"History Teachers, Postsecondary",South Asian History Professor +1639,25-1126,"Philosophy and Religion Teachers, Postsecondary",Biblical Studies Professor +1640,25-1126,"Philosophy and Religion Teachers, Postsecondary",Divinity Professor +1641,25-1126,"Philosophy and Religion Teachers, Postsecondary",Eastern Philosophy Professor +1642,25-1126,"Philosophy and Religion Teachers, Postsecondary",Ethics Professor +1643,25-1126,"Philosophy and Religion Teachers, Postsecondary",Old Testament Professor +1644,25-1126,"Philosophy and Religion Teachers, Postsecondary",Pastoral Ministries Professor +1645,25-1126,"Philosophy and Religion Teachers, Postsecondary",Religious Studies Professor +1646,25-1126,"Philosophy and Religion Teachers, Postsecondary",Theology Professor +1647,25-1126,"Philosophy and Religion Teachers, Postsecondary",Western Philosophy Professor +1648,25-1192,"Family and Consumer Sciences Teachers, Postsecondary",Family and Consumer Sciences Professor +1649,25-1192,"Family and Consumer Sciences Teachers, Postsecondary",Family Resource Management Professor +1650,25-1192,"Family and Consumer Sciences Teachers, Postsecondary",Home and Family Living Professor +1651,25-1192,"Family and Consumer Sciences Teachers, Postsecondary",Home Economics Professor +1652,25-1193,"Recreation and Fitness Studies Teachers, Postsecondary",Health and Physical Education Professor +1653,25-1193,"Recreation and Fitness Studies Teachers, Postsecondary",Human Performance Professor +1654,25-1193,"Recreation and Fitness Studies Teachers, Postsecondary",Kinesiology Professor +1655,25-1193,"Recreation and Fitness Studies Teachers, Postsecondary",Leisure Studies Professor +1656,25-1193,"Recreation and Fitness Studies Teachers, Postsecondary",Physical Education (PE) Professor +1657,25-1193,"Recreation and Fitness Studies Teachers, Postsecondary",Physical Education Professor +1658,25-1193,"Recreation and Fitness Studies Teachers, Postsecondary",Swimming Professor +1659,25-1194,"Career/Technical Education Teachers, Postsecondary",Architectural Drafting Instructor +1660,25-1194,"Career/Technical Education Teachers, Postsecondary",Automotive Technology Instructor +1661,25-1194,"Career/Technical Education Teachers, Postsecondary",Aviation Maintenance Instructor +1662,25-1194,"Career/Technical Education Teachers, Postsecondary",Barbering Instructor +1663,25-1194,"Career/Technical Education Teachers, Postsecondary",Building Trades Instructor +1664,25-1194,"Career/Technical Education Teachers, Postsecondary",Carpentry Instructor +1665,25-1194,"Career/Technical Education Teachers, Postsecondary",Computer-Aided Drafting and Design Instructor +1666,25-1194,"Career/Technical Education Teachers, Postsecondary",Cosmetology Instructor +1667,25-1194,"Career/Technical Education Teachers, Postsecondary",Electrical Technology Instructor +1668,25-1194,"Career/Technical Education Teachers, Postsecondary",Electronics Technology Instructor +1669,25-1194,"Career/Technical Education Teachers, Postsecondary",HVAC Instructor +1670,25-1194,"Career/Technical Education Teachers, Postsecondary",Industrial Electrical Technology Instructor +1671,25-1194,"Career/Technical Education Teachers, Postsecondary",Industrial Maintenance Instructor +1672,25-1194,"Career/Technical Education Teachers, Postsecondary",Machine Tool Technician Instructor +1673,25-1194,"Career/Technical Education Teachers, Postsecondary",Masonry Instructor +1674,25-1194,"Career/Technical Education Teachers, Postsecondary",Mechanical Maintenance Instructor +1675,25-1194,"Career/Technical Education Teachers, Postsecondary",Paralegal Instructor +1676,25-1194,"Career/Technical Education Teachers, Postsecondary",Residential Construction Instructor +1677,25-1194,"Career/Technical Education Teachers, Postsecondary",Skin Care Instructor +1678,25-1194,"Career/Technical Education Teachers, Postsecondary",Upholstery Instructor +1679,25-1194,"Career/Technical Education Teachers, Postsecondary",Vocational Horticulture Instructor +1680,25-1194,"Career/Technical Education Teachers, Postsecondary",Welding Instructor +1681,25-1199,"Postsecondary Teachers, All Other",Flight Simulator Instructor +1682,25-1199,"Postsecondary Teachers, All Other",Military Science Instructor +1683,25-1199,"Postsecondary Teachers, All Other",Packaging Professor +1684,25-2011,"Preschool Teachers, Except Special Education",Early Childhood Teacher +1685,25-2011,"Preschool Teachers, Except Special Education",Head Start Teacher +1686,25-2011,"Preschool Teachers, Except Special Education",Home-based Preschool Teacher +1687,25-2011,"Preschool Teachers, Except Special Education",Nursery School Teacher +1688,25-2011,"Preschool Teachers, Except Special Education",Nursery Teacher +1689,25-2011,"Preschool Teachers, Except Special Education",Pre-K Teacher +1690,25-2011,"Preschool Teachers, Except Special Education",Pre-Kindergarten Teacher +1691,25-2011,"Preschool Teachers, Except Special Education",Preschool Head Start Teacher +1692,25-2011,"Preschool Teachers, Except Special Education",Preschool Teacher +1693,25-2012,"Kindergarten Teachers, Except Special Education",Bilingual Education Kindergarten Teacher +1694,25-2012,"Kindergarten Teachers, Except Special Education",Kindergarten Teacher +1695,25-2021,"Elementary School Teachers, Except Special Education",3rd Grade Reading Teacher +1696,25-2021,"Elementary School Teachers, Except Special Education",4th Grade Math Teacher +1697,25-2021,"Elementary School Teachers, Except Special Education",Elementary School Music Teacher +1698,25-2021,"Elementary School Teachers, Except Special Education",Elementary School Teacher +1699,25-2021,"Elementary School Teachers, Except Special Education",Grades 1 Through 5 Teacher +1700,25-2022,"Middle School Teachers, Except Special and Career/Technical Education",Intermediate School Social Studies Teacher +1701,25-2022,"Middle School Teachers, Except Special and Career/Technical Education",Junior High School Teacher +1702,25-2022,"Middle School Teachers, Except Special and Career/Technical Education",Middle School PE Teacher +1703,25-2022,"Middle School Teachers, Except Special and Career/Technical Education",Middle School Science Teacher +1704,25-2023,"Career/Technical Education Teachers, Middle School",Junior High School Business Teacher +1705,25-2023,"Career/Technical Education Teachers, Middle School",Middle School Technology Education Teacher +1706,25-2031,"Secondary School Teachers, Except Special and Career/Technical Education",High School Algebra Teacher +1707,25-2031,"Secondary School Teachers, Except Special and Career/Technical Education",High School Biology Teacher +1708,25-2031,"Secondary School Teachers, Except Special and Career/Technical Education",High School English Teacher +1709,25-2031,"Secondary School Teachers, Except Special and Career/Technical Education",High School French Teacher +1710,25-2031,"Secondary School Teachers, Except Special and Career/Technical Education",High School History Teacher +1711,25-2031,"Secondary School Teachers, Except Special and Career/Technical Education",High School Math Teacher +1712,25-2031,"Secondary School Teachers, Except Special and Career/Technical Education",High School Teacher +1713,25-2032,"Career/Technical Education Teachers, Secondary School",High School Auto Repair Teacher +1714,25-2032,"Career/Technical Education Teachers, Secondary School",High School Cosmetology Teacher +1715,25-2051,"Special Education Teachers, Preschool",Early Childhood Special Education Teacher +1716,25-2051,"Special Education Teachers, Preschool",Early Childhood Special Educator +1717,25-2051,"Special Education Teachers, Preschool",Pre-K Special Education Teacher +1718,25-2051,"Special Education Teachers, Preschool",Pre-Kindergarten Education Intervention Teacher +1719,25-2051,"Special Education Teachers, Preschool",Pre-Kindergarten Special Education Teacher +1720,25-2051,"Special Education Teachers, Preschool",Special Education Preschool Teacher +1721,25-2055,"Special Education Teachers, Kindergarten",Kindergarten Special Education Teacher +1722,25-2056,"Special Education Teachers, Elementary School",Elementary School Inclusion Teacher +1723,25-2057,"Special Education Teachers, Middle School",Junior High School Special Education Teacher +1724,25-2057,"Special Education Teachers, Middle School",Middle School Special Education Teacher +1725,25-2058,"Special Education Teachers, Secondary School",High School Special Education Resource Teacher +1726,25-2059,"Special Education Teachers, All Other",Special Education Teacher for Adults with Disabilities +1727,25-3011,"Adult Basic Education, Adult Secondary Education, and English as a Second Language Instructors",Adult Basic Studies Teacher +1728,25-3011,"Adult Basic Education, Adult Secondary Education, and English as a Second Language Instructors",Adult Education Teacher +1729,25-3011,"Adult Basic Education, Adult Secondary Education, and English as a Second Language Instructors",Adult English as a Second Language (ESL) Teacher +1730,25-3011,"Adult Basic Education, Adult Secondary Education, and English as a Second Language Instructors",Adult Literacy Instructor +1731,25-3011,"Adult Basic Education, Adult Secondary Education, and English as a Second Language Instructors",Adult Literacy Teacher +1732,25-3011,"Adult Basic Education, Adult Secondary Education, and English as a Second Language Instructors",Adult Remedial Education Instructor +1733,25-3011,"Adult Basic Education, Adult Secondary Education, and English as a Second Language Instructors",GED® Instructor +1734,25-3011,"Adult Basic Education, Adult Secondary Education, and English as a Second Language Instructors",General Educational Development (GED®) Teacher +1735,25-3011,"Adult Basic Education, Adult Secondary Education, and English as a Second Language Instructors",General Educational Development Teacher +1736,25-3021,Self-Enrichment Teachers,Citizenship Teacher +1737,25-3021,Self-Enrichment Teachers,Driver Education Instructor +1738,25-3021,Self-Enrichment Teachers,Knitting Instructor +1739,25-3021,Self-Enrichment Teachers,Recreational Activities Instructor +1740,25-3031,"Substitute Teachers, Short-Term",Elementary School Substitute Teacher +1741,25-3031,"Substitute Teachers, Short-Term",English Substitute Teacher +1742,25-3041,Tutors,Algebra Tutor +1743,25-3041,Tutors,Reading Tutor +1744,25-3041,Tutors,Spanish Tutor +1745,25-3041,Tutors,Standardized Test Tutor +1746,25-3099,"Teachers and Instructors, All Other",Sunday School Teacher +1747,25-4011,Archivists,Digital Archivist +1748,25-4011,Archivists,Film Archivist +1749,25-4011,Archivists,Historical Records Administrator +1750,25-4011,Archivists,Image Archivist +1751,25-4011,Archivists,Museum Archivist +1752,25-4011,Archivists,Processing Archivist +1753,25-4011,Archivists,Reference Archivist +1754,25-4011,Archivists,State Archivist +1755,25-4012,Curators,Collections and Archives Director +1756,25-4012,Curators,Collections Curator +1757,25-4012,Curators,Educational Institution Curator +1758,25-4012,Curators,Exhibitions and Collections Manager +1759,25-4012,Curators,Herbarium Curator +1760,25-4012,Curators,Museum Curator +1761,25-4012,Curators,Photography and Prints Curator +1762,25-4013,Museum Technicians and Conservators,Art Conservator +1763,25-4013,Museum Technicians and Conservators,Art Handler +1764,25-4013,Museum Technicians and Conservators,Conservation Technician +1765,25-4013,Museum Technicians and Conservators,Ethnographic Materials Conservator +1766,25-4013,Museum Technicians and Conservators,Museum Exhibit Technician +1767,25-4013,Museum Technicians and Conservators,Objects Conservator +1768,25-4013,Museum Technicians and Conservators,Paintings Conservator +1769,25-4013,Museum Technicians and Conservators,Paper Conservator +1770,25-4013,Museum Technicians and Conservators,Textile Conservator +1771,25-4022,Librarians and Media Collections Specialists,Acquisitions Librarian +1772,25-4022,Librarians and Media Collections Specialists,Audio-Visual Collections Coordinator +1773,25-4022,Librarians and Media Collections Specialists,Catalog Librarian +1774,25-4022,Librarians and Media Collections Specialists,Children's Librarian +1775,25-4022,Librarians and Media Collections Specialists,Collection Development Librarian +1776,25-4022,Librarians and Media Collections Specialists,College Librarian +1777,25-4022,Librarians and Media Collections Specialists,Electronic Resources Librarian +1778,25-4022,Librarians and Media Collections Specialists,Film Librarian +1779,25-4022,Librarians and Media Collections Specialists,Government Documents Librarian +1780,25-4022,Librarians and Media Collections Specialists,High School Librarian +1781,25-4022,Librarians and Media Collections Specialists,Interlibrary Loan Services Librarian +1782,25-4022,Librarians and Media Collections Specialists,Law Librarian +1783,25-4022,Librarians and Media Collections Specialists,Library Media Specialist +1784,25-4022,Librarians and Media Collections Specialists,Medical Librarian +1785,25-4022,Librarians and Media Collections Specialists,Multimedia Services Coordinator +1786,25-4022,Librarians and Media Collections Specialists,Music Librarian +1787,25-4022,Librarians and Media Collections Specialists,Periodicals Librarian +1788,25-4022,Librarians and Media Collections Specialists,Record Librarian +1789,25-4022,Librarians and Media Collections Specialists,Reference Librarian +1790,25-4022,Librarians and Media Collections Specialists,Research Librarian +1791,25-4022,Librarians and Media Collections Specialists,School Librarian +1792,25-4022,Librarians and Media Collections Specialists,Serials Librarian +1793,25-4022,Librarians and Media Collections Specialists,Technical Services Librarian +1794,25-4022,Librarians and Media Collections Specialists,University Librarian +1795,25-4022,Librarians and Media Collections Specialists,Youth Services Librarian +1796,25-4031,Library Technicians,Cataloging Library Technical Assistant +1797,25-4031,Library Technicians,Library Acquisitions Technician +1798,25-4031,Library Technicians,Library Cataloging Technician +1799,25-4031,Library Technicians,Library Circulation Technician +1800,25-4031,Library Technicians,Library Technical Assistant +1801,25-4031,Library Technicians,Serials or Bindery Library Technical Assistant +1802,25-9021,Farm and Home Management Educators,4-H Youth Development Specialist +1803,25-9021,Farm and Home Management Educators,Agricultural Agent +1804,25-9021,Farm and Home Management Educators,Agricultural Extension Educator +1805,25-9021,Farm and Home Management Educators,Extension Service Advisor +1806,25-9021,Farm and Home Management Educators,Family and Consumer Sciences Extension Agent +1807,25-9021,Farm and Home Management Educators,Family Resource Management Specialist +1808,25-9021,Farm and Home Management Educators,Farm Business Management Agent +1809,25-9021,Farm and Home Management Educators,Farm Management Specialist +1810,25-9021,Farm and Home Management Educators,Feed Management Advisor +1811,25-9021,Farm and Home Management Educators,Home Economics Expert +1812,25-9031,Instructional Coordinators,Curriculum and Assessment Director +1813,25-9031,Instructional Coordinators,Curriculum and Instruction Director +1814,25-9031,Instructional Coordinators,Curriculum Coordinator +1815,25-9031,Instructional Coordinators,Curriculum Designer +1816,25-9031,Instructional Coordinators,Curriculum Specialist +1817,25-9031,Instructional Coordinators,Instructional Materials Director +1818,25-9031,Instructional Coordinators,School Curriculum Developer +1819,25-9031,Instructional Coordinators,Special Education Curriculum Specialist +1820,25-9042,"Teaching Assistants, Preschool, Elementary, Middle, and Secondary School, Except Special Education",Elementary Learning Support Aide +1821,25-9042,"Teaching Assistants, Preschool, Elementary, Middle, and Secondary School, Except Special Education",Elementary School Reading Aide +1822,25-9042,"Teaching Assistants, Preschool, Elementary, Middle, and Secondary School, Except Special Education",High School Basic Skills Improvement Program Instructional Aide +1823,25-9042,"Teaching Assistants, Preschool, Elementary, Middle, and Secondary School, Except Special Education",Middle School Paraeducator +1824,25-9042,"Teaching Assistants, Preschool, Elementary, Middle, and Secondary School, Except Special Education",Secondary School Assistant Teacher +1825,25-9043,"Teaching Assistants, Special Education",Special Education Aide +1826,25-9043,"Teaching Assistants, Special Education",Special Education Classroom Aide +1827,25-9043,"Teaching Assistants, Special Education",Special Education Instructional Assistant +1828,25-9043,"Teaching Assistants, Special Education",Special Education Paraeducator +1829,25-9043,"Teaching Assistants, Special Education",Special Education Paraprofessional +1830,25-9043,"Teaching Assistants, Special Education",Special Education Teaching Assistant +1831,25-9044,"Teaching Assistants, Postsecondary",Assistant Instructor +1832,25-9044,"Teaching Assistants, Postsecondary",College Biology Teaching Assistant +1833,25-9044,"Teaching Assistants, Postsecondary",University Teaching Assistant +1834,25-9049,"Teaching Assistants, All Other",Adult ESL Teacher Aide +1835,25-9049,"Teaching Assistants, All Other",Adult Literacy Teaching Aide +1836,25-9049,"Teaching Assistants, All Other",Sunday School Teacher Aide +1837,25-9099,"Educational Instruction and Library Workers, All Other",Aptitude Test (SAT) Grader +1838,25-9099,"Educational Instruction and Library Workers, All Other",General Educational Development (GED®) Examiner +1839,27-1011,Art Directors,Magazine Designer +1840,27-1012,Craft Artists,Hand Potter +1841,27-1012,Craft Artists,Metal Crafts Artist +1842,27-1012,Craft Artists,Quilter +1843,27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Book Illustrator +1844,27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Caricature Artist +1845,27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Comic Artist +1846,27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Comic Book Artist +1847,27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Comic Illustrator +1848,27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Commercial Artist +1849,27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Concrete Sculptor +1850,27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Editorial Cartoonist +1851,27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Fashion Illustrator +1852,27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Free Lance Artist +1853,27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Fresco Artist +1854,27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Glass Artist +1855,27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Ice Sculptor +1856,27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Medical Illustrator +1857,27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Mural Painter +1858,27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Muralist +1859,27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Non-Representational Metal Sculptor +1860,27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Oil Painter +1861,27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Pattern Illustrator +1862,27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Political Cartoonist +1863,27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Portrait Artist +1864,27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Portrait Painter +1865,27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Scientific Illustrator +1866,27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Sketch Artist +1867,27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Sports Cartoonist +1868,27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Stained Glass Artist +1869,27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Water Colorist +1870,27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Watercolor Artist +1871,27-1014,Special Effects Artists and Animators,3D Animator +1872,27-1014,Special Effects Artists and Animators,Animator +1873,27-1014,Special Effects Artists and Animators,Multimedia Artist +1874,27-1014,Special Effects Artists and Animators,Special Effects Artist +1875,27-1019,"Artists and Related Workers, All Other",Calligrapher +1876,27-1019,"Artists and Related Workers, All Other",Tattoo Artist +1877,27-1021,Commercial and Industrial Designers,Automobile Designer +1878,27-1021,Commercial and Industrial Designers,Bank Note Designer +1879,27-1021,Commercial and Industrial Designers,Bicycle Designer +1880,27-1021,Commercial and Industrial Designers,Car Body Designer +1881,27-1021,Commercial and Industrial Designers,Ceramic Designer +1882,27-1021,Commercial and Industrial Designers,Ceramic Mold Designer +1883,27-1021,Commercial and Industrial Designers,Furniture Designer +1884,27-1021,Commercial and Industrial Designers,Package Designer +1885,27-1021,Commercial and Industrial Designers,Rug Designer +1886,27-1021,Commercial and Industrial Designers,Snowboard Designer +1887,27-1021,Commercial and Industrial Designers,Textile Designer +1888,27-1021,Commercial and Industrial Designers,Tile Designer +1889,27-1021,Commercial and Industrial Designers,Toy Designer +1890,27-1022,Fashion Designers,Apparel Designer +1891,27-1022,Fashion Designers,Clothes Designer +1892,27-1022,Fashion Designers,Clothing Designer +1893,27-1022,Fashion Designers,Costume Designer +1894,27-1022,Fashion Designers,Custom Furrier +1895,27-1022,Fashion Designers,Dance Costume Designer +1896,27-1022,Fashion Designers,Dress Designer +1897,27-1022,Fashion Designers,Hat Designer +1898,27-1022,Fashion Designers,Sweater Designer +1899,27-1022,Fashion Designers,Uniform Designer +1900,27-1023,Floral Designers,Corsage Maker +1901,27-1023,Floral Designers,Floral Arranger +1902,27-1023,Floral Designers,Floral Artist +1903,27-1023,Floral Designers,Floral Decorator +1904,27-1023,Floral Designers,Florist +1905,27-1023,Floral Designers,Florist Designer +1906,27-1023,Floral Designers,Flower Arranger +1907,27-1024,Graphic Designers,Graphic Artist +1908,27-1024,Graphic Designers,Visual Designer +1909,27-1025,Interior Designers,Certified Kitchen Designer +1910,27-1025,Interior Designers,Furniture Arranger +1911,27-1025,Interior Designers,Home Lighting Adviser +1912,27-1025,Interior Designers,Interior Decorator +1913,27-1025,Interior Designers,Interior Designer +1914,27-1025,Interior Designers,Kitchen and Bath Designer +1915,27-1025,Interior Designers,Kitchen Designer +1916,27-1026,Merchandise Displayers and Window Trimmers,Display Artist +1917,27-1026,Merchandise Displayers and Window Trimmers,Display Decorator +1918,27-1026,Merchandise Displayers and Window Trimmers,Display Designer +1919,27-1026,Merchandise Displayers and Window Trimmers,Display Specialist +1920,27-1026,Merchandise Displayers and Window Trimmers,Mannequin Decorator +1921,27-1026,Merchandise Displayers and Window Trimmers,Merchandise Displayer +1922,27-1026,Merchandise Displayers and Window Trimmers,Show Floor Decorator +1923,27-1026,Merchandise Displayers and Window Trimmers,Visual Merchandiser +1924,27-1026,Merchandise Displayers and Window Trimmers,Visual Merchandising Specialist +1925,27-1026,Merchandise Displayers and Window Trimmers,Window Decorator +1926,27-1026,Merchandise Displayers and Window Trimmers,Window Draper +1927,27-1026,Merchandise Displayers and Window Trimmers,Window Dresser +1928,27-1026,Merchandise Displayers and Window Trimmers,Window Trimmer +1929,27-1027,Set and Exhibit Designers,Scenic Designer +1930,27-1027,Set and Exhibit Designers,Set Decorator +1931,27-1027,Set and Exhibit Designers,Set Designer +1932,27-1027,Set and Exhibit Designers,Stage Scenery Designer +1933,27-1027,Set and Exhibit Designers,Theater Set Production Designer +1934,27-1029,"Designers, All Other",Memorial Marker Designer +1935,27-2011,Actors,Actor Understudy +1936,27-2011,Actors,Actress +1937,27-2011,Actors,Dramatic Reader +1938,27-2011,Actors,Elocutionist +1939,27-2011,Actors,Monologist +1940,27-2011,Actors,Vaudeville Actor +1941,27-2011,Actors,Voice-Over Artist +1942,27-2012,Producers and Directors,Broadcast Producer +1943,27-2012,Producers and Directors,Casting Director +1944,27-2012,Producers and Directors,Film Maker +1945,27-2012,Producers and Directors,Independent Film Maker +1946,27-2012,Producers and Directors,Independent Video Producer +1947,27-2012,Producers and Directors,Motion Picture Director +1948,27-2012,Producers and Directors,Movie Producer +1949,27-2012,Producers and Directors,Music Video Director +1950,27-2012,Producers and Directors,Music Video Producer +1951,27-2012,Producers and Directors,News Production Supervisor +1952,27-2012,Producers and Directors,Newscast Director +1953,27-2012,Producers and Directors,Newscast Producer +1954,27-2012,Producers and Directors,On-Air Director +1955,27-2012,Producers and Directors,Pageant Director +1956,27-2012,Producers and Directors,Radio and Television Technical Director +1957,27-2012,Producers and Directors,Radio Producer +1958,27-2012,Producers and Directors,Stage Manager +1959,27-2012,Producers and Directors,Television News Producer +1960,27-2012,Producers and Directors,Television Newscast Director +1961,27-2012,Producers and Directors,Television Producer +1962,27-2012,Producers and Directors,Television Program Director +1963,27-2012,Producers and Directors,Theater Company Producer +1964,27-2012,Producers and Directors,Video Producer +1965,27-2021,Athletes and Sports Competitors,National Association for Stock Car Auto Racing Driver +1966,27-2021,Athletes and Sports Competitors,Profession Cyclist +1967,27-2021,Athletes and Sports Competitors,Professional All Terrain Vehicle Racer +1968,27-2021,Athletes and Sports Competitors,Professional Athlete +1969,27-2021,Athletes and Sports Competitors,Professional Auto Racer +1970,27-2021,Athletes and Sports Competitors,Professional Baseball Pitcher +1971,27-2021,Athletes and Sports Competitors,Professional Baseball Player +1972,27-2021,Athletes and Sports Competitors,Professional Basketball Player +1973,27-2021,Athletes and Sports Competitors,Professional Bass Fisher +1974,27-2021,Athletes and Sports Competitors,Professional Bicycle Racer +1975,27-2021,Athletes and Sports Competitors,Professional Bicyclist +1976,27-2021,Athletes and Sports Competitors,Professional Billiard Player +1977,27-2021,Athletes and Sports Competitors,Professional Bowler +1978,27-2021,Athletes and Sports Competitors,Professional Bull Rider +1979,27-2021,Athletes and Sports Competitors,Professional Car Racer +1980,27-2021,Athletes and Sports Competitors,Professional Dirt Bike Racer +1981,27-2021,Athletes and Sports Competitors,Professional Drag Car Racer +1982,27-2021,Athletes and Sports Competitors,Professional Figure Skater +1983,27-2021,Athletes and Sports Competitors,Professional Football Player +1984,27-2021,Athletes and Sports Competitors,Professional Golfer +1985,27-2021,Athletes and Sports Competitors,Professional Hockey Player +1986,27-2021,Athletes and Sports Competitors,Professional Horse Racer +1987,27-2021,Athletes and Sports Competitors,Professional Ice Skater +1988,27-2021,Athletes and Sports Competitors,Professional Jockey +1989,27-2021,Athletes and Sports Competitors,Professional Kick Boxer +1990,27-2021,Athletes and Sports Competitors,Professional Motocross Racer +1991,27-2021,Athletes and Sports Competitors,Professional Prize Fighter +1992,27-2021,Athletes and Sports Competitors,Professional Pugilist +1993,27-2021,Athletes and Sports Competitors,Professional Race Car Driver +1994,27-2021,Athletes and Sports Competitors,Professional Roller Skater +1995,27-2021,Athletes and Sports Competitors,Professional Skater +1996,27-2021,Athletes and Sports Competitors,Professional Skier +1997,27-2021,Athletes and Sports Competitors,Professional Snowboarder +1998,27-2021,Athletes and Sports Competitors,Professional Soccer Player +1999,27-2021,Athletes and Sports Competitors,Professional Softball Player +2000,27-2021,Athletes and Sports Competitors,Professional Stock Car Driver +2001,27-2021,Athletes and Sports Competitors,Professional Surfer +2002,27-2021,Athletes and Sports Competitors,Professional Swimmer +2003,27-2021,Athletes and Sports Competitors,Professional Tennis Player +2004,27-2021,Athletes and Sports Competitors,Professional Volleyball Player +2005,27-2021,Athletes and Sports Competitors,Professional Wrestler +2006,27-2022,Coaches and Scouts,Athletic Coach +2007,27-2022,Coaches and Scouts,Baseball Coach +2008,27-2022,Coaches and Scouts,Baseball Scout +2009,27-2022,Coaches and Scouts,Basketball Coach +2010,27-2022,Coaches and Scouts,Boxing Coach +2011,27-2022,Coaches and Scouts,Coach +2012,27-2022,Coaches and Scouts,Football Coach +2013,27-2022,Coaches and Scouts,Hockey Scout +2014,27-2022,Coaches and Scouts,Ice Skating Coach +2015,27-2022,Coaches and Scouts,Riding Coach +2016,27-2022,Coaches and Scouts,Ski Coach +2017,27-2022,Coaches and Scouts,Tennis Coach +2018,27-2023,"Umpires, Referees, and Other Sports Officials",Athletic Events Scorer +2019,27-2023,"Umpires, Referees, and Other Sports Officials",Baseball Umpire +2020,27-2023,"Umpires, Referees, and Other Sports Officials",Diving Judge +2021,27-2023,"Umpires, Referees, and Other Sports Officials",Dressage Judge +2022,27-2023,"Umpires, Referees, and Other Sports Officials",Equestrian Events Judge +2023,27-2023,"Umpires, Referees, and Other Sports Officials",Handicapper +2024,27-2023,"Umpires, Referees, and Other Sports Officials",Horse Show Judge +2025,27-2023,"Umpires, Referees, and Other Sports Officials",Paddock Judge +2026,27-2023,"Umpires, Referees, and Other Sports Officials",Pit Steward +2027,27-2023,"Umpires, Referees, and Other Sports Officials",Placing Judge +2028,27-2023,"Umpires, Referees, and Other Sports Officials",Race Starter +2029,27-2031,Dancers,Ballerina +2030,27-2031,Dancers,Ballet Company Member +2031,27-2031,Dancers,Ballet Dancer +2032,27-2031,Dancers,Ballet Soloist +2033,27-2031,Dancers,Burlesque Dancer +2034,27-2031,Dancers,Dance Artist +2035,27-2031,Dancers,Discotheque Dancer +2036,27-2031,Dancers,Exotic Dancer +2037,27-2031,Dancers,Go-Go Dancer +2038,27-2031,Dancers,Line Dancer +2039,27-2031,Dancers,Soft Shoe Dancer +2040,27-2031,Dancers,Tap Dancer +2041,27-2032,Choreographers,Dance Director +2042,27-2032,Choreographers,Dance Master +2043,27-2041,Music Directors and Composers,Choir Director +2044,27-2041,Music Directors and Composers,Choirmaster +2045,27-2041,Music Directors and Composers,Chorus Master +2046,27-2041,Music Directors and Composers,Composer +2047,27-2041,Music Directors and Composers,Maestro +2048,27-2041,Music Directors and Composers,Music Adapter +2049,27-2041,Music Directors and Composers,Music Arranger +2050,27-2041,Music Directors and Composers,Music Copyist +2051,27-2041,Music Directors and Composers,Music Director +2052,27-2041,Music Directors and Composers,Music Minister +2053,27-2041,Music Directors and Composers,Music Pastor +2054,27-2041,Music Directors and Composers,Orchestra Conductor +2055,27-2041,Music Directors and Composers,Orchestra Director +2056,27-2041,Music Directors and Composers,Orchestrator +2057,27-2041,Music Directors and Composers,Songwriter +2058,27-2042,Musicians and Singers,Accompanist +2059,27-2042,Musicians and Singers,Baritone +2060,27-2042,Musicians and Singers,Bassoonist +2061,27-2042,Musicians and Singers,Bugler +2062,27-2042,Musicians and Singers,Cellist +2063,27-2042,Musicians and Singers,Choir Member +2064,27-2042,Musicians and Singers,Church Organist +2065,27-2042,Musicians and Singers,Clarinetist +2066,27-2042,Musicians and Singers,Concert Pianist +2067,27-2042,Musicians and Singers,Concert Singer +2068,27-2042,Musicians and Singers,Double Bass Player +2069,27-2042,Musicians and Singers,English Horn Player +2070,27-2042,Musicians and Singers,Flutist +2071,27-2042,Musicians and Singers,Guitar Player +2072,27-2042,Musicians and Singers,Guitarist +2073,27-2042,Musicians and Singers,Harpist +2074,27-2042,Musicians and Singers,Horn Player +2075,27-2042,Musicians and Singers,Instrumentalist +2076,27-2042,Musicians and Singers,Musician +2077,27-2042,Musicians and Singers,Oboist +2078,27-2042,Musicians and Singers,Opera Singer +2079,27-2042,Musicians and Singers,Organist +2080,27-2042,Musicians and Singers,Percussionist +2081,27-2042,Musicians and Singers,Pianist +2082,27-2042,Musicians and Singers,Piano Player +2083,27-2042,Musicians and Singers,Piccoloist +2084,27-2042,Musicians and Singers,Rapper +2085,27-2042,Musicians and Singers,Soloist +2086,27-2042,Musicians and Singers,Tenor +2087,27-2042,Musicians and Singers,Timpanist +2088,27-2042,Musicians and Singers,Trombonist +2089,27-2042,Musicians and Singers,Trumpet Player +2090,27-2042,Musicians and Singers,Trumpeter +2091,27-2042,Musicians and Singers,Violinist +2092,27-2042,Musicians and Singers,Violist +2093,27-2042,Musicians and Singers,Vocalist +2094,27-2091,"Disc Jockeys, Except Radio",Club DJ +2095,27-2091,"Disc Jockeys, Except Radio",Deejay +2096,27-2091,"Disc Jockeys, Except Radio",DJ +2097,27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Acrobat +2098,27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Aerialist +2099,27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Amusement Park Entertainer +2100,27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Bareback Rider +2101,27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Baton Twirler +2102,27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Clown +2103,27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Comedian +2104,27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Fortune Teller +2105,27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Impersonator +2106,27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Juggler +2107,27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Magician +2108,27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Marionette Performer +2109,27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Palmist +2110,27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Professional Poker Player +2111,27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Prompter +2112,27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Puppeteer +2113,27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Ringmaster +2114,27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Rodeo Performer +2115,27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Story Teller +2116,27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Stunt Performer +2117,27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Tumbler +2118,27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Ventriloquist +2119,27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Wire Walker +2120,27-3011,Broadcast Announcers and Radio Disc Jockeys,Commercial Announcer +2121,27-3011,Broadcast Announcers and Radio Disc Jockeys,Game Show Host +2122,27-3011,Broadcast Announcers and Radio Disc Jockeys,Radio Artist +2123,27-3011,Broadcast Announcers and Radio Disc Jockeys,Radio Disc Jockey +2124,27-3011,Broadcast Announcers and Radio Disc Jockeys,Radio Host +2125,27-3011,Broadcast Announcers and Radio Disc Jockeys,Talk Show Host +2126,27-3011,Broadcast Announcers and Radio Disc Jockeys,Television Host +2127,27-3023,"News Analysts, Reporters, and Journalists",Book Critic +2128,27-3023,"News Analysts, Reporters, and Journalists",Book Reviewer +2129,27-3023,"News Analysts, Reporters, and Journalists",Columnist +2130,27-3023,"News Analysts, Reporters, and Journalists",Correspondent +2131,27-3023,"News Analysts, Reporters, and Journalists",Desk Reporter +2132,27-3023,"News Analysts, Reporters, and Journalists",Film Critic +2133,27-3023,"News Analysts, Reporters, and Journalists",Foreign Correspondent +2134,27-3023,"News Analysts, Reporters, and Journalists",Investigative Reporter +2135,27-3023,"News Analysts, Reporters, and Journalists",Journalist +2136,27-3023,"News Analysts, Reporters, and Journalists",Market News Reporter +2137,27-3023,"News Analysts, Reporters, and Journalists",Movie Critic +2138,27-3023,"News Analysts, Reporters, and Journalists",News Anchor +2139,27-3023,"News Analysts, Reporters, and Journalists",News Commentator +2140,27-3023,"News Analysts, Reporters, and Journalists",News Reporter +2141,27-3023,"News Analysts, Reporters, and Journalists",Newscaster +2142,27-3023,"News Analysts, Reporters, and Journalists",Newspaper Columnist +2143,27-3023,"News Analysts, Reporters, and Journalists",Newspaper Correspondent +2144,27-3023,"News Analysts, Reporters, and Journalists",Political Reporter +2145,27-3023,"News Analysts, Reporters, and Journalists",Press Writer +2146,27-3023,"News Analysts, Reporters, and Journalists",Society Reporter +2147,27-3031,Public Relations Specialists,Environmental Communications Specialist +2148,27-3031,Public Relations Specialists,Lobbyist +2149,27-3031,Public Relations Specialists,Media Relations Specialist +2150,27-3031,Public Relations Specialists,Press Agent +2151,27-3031,Public Relations Specialists,Press Secretary +2152,27-3031,Public Relations Specialists,Public Affairs Officer +2153,27-3031,Public Relations Specialists,Public Relations Counselor +2154,27-3031,Public Relations Specialists,Public Relations Officer +2155,27-3031,Public Relations Specialists,Public Relations Representative +2156,27-3031,Public Relations Specialists,Publicist +2157,27-3031,Public Relations Specialists,Publicity Agent +2158,27-3031,Public Relations Specialists,Publicity Writer +2159,27-3041,Editors,Advertising Editor +2160,27-3041,Editors,Art Editor +2161,27-3041,Editors,Book Editor +2162,27-3041,Editors,Copy Desk Chief +2163,27-3041,Editors,Copy Editor +2164,27-3041,Editors,Index Editor +2165,27-3041,Editors,Manuscript Editor +2166,27-3041,Editors,Newspaper Photo Editor +2167,27-3041,Editors,Publications Editor +2168,27-3041,Editors,Rewrite Editor +2169,27-3041,Editors,Scientific Publications Editor +2170,27-3041,Editors,Sports Editor +2171,27-3041,Editors,Technical Editor +2172,27-3042,Technical Writers,Assembly Instructions Writer +2173,27-3042,Technical Writers,Documentation Writer +2174,27-3042,Technical Writers,Engineering Writer +2175,27-3042,Technical Writers,Handbook Writer +2176,27-3042,Technical Writers,Specifications Writer +2177,27-3042,Technical Writers,Technical Communicator +2178,27-3043,Writers and Authors,Advertising Copy Writer +2179,27-3043,Writers and Authors,Advertising Copywriter +2180,27-3043,Writers and Authors,Author +2181,27-3043,Writers and Authors,Biographer +2182,27-3043,Writers and Authors,Copy Writer +2183,27-3043,Writers and Authors,Copywriter +2184,27-3043,Writers and Authors,Lyricist +2185,27-3043,Writers and Authors,Novelist +2186,27-3043,Writers and Authors,Playwright +2187,27-3043,Writers and Authors,Poet +2188,27-3043,Writers and Authors,Program Writer +2189,27-3043,Writers and Authors,Radio Script Writer +2190,27-3043,Writers and Authors,Screen Writer +2191,27-3043,Writers and Authors,Short Story Writer +2192,27-3043,Writers and Authors,Song Lyricist +2193,27-3043,Writers and Authors,Television Writer +2194,27-3043,Writers and Authors,Verse Writer +2195,27-3091,Interpreters and Translators,American Sign Language Interpreter +2196,27-3091,Interpreters and Translators,Court Interpreter +2197,27-3091,Interpreters and Translators,Deaf Interpreter +2198,27-3091,Interpreters and Translators,Diplomatic Interpreter +2199,27-3091,Interpreters and Translators,Language Translator +2200,27-3091,Interpreters and Translators,Translator +2201,27-3092,Court Reporters and Simultaneous Captioners,Court Recording Monitor +2202,27-3092,Court Reporters and Simultaneous Captioners,Court Stenographer +2203,27-3092,Court Reporters and Simultaneous Captioners,Court Transcriber +2204,27-3092,Court Reporters and Simultaneous Captioners,Deposition Reporter +2205,27-3092,Court Reporters and Simultaneous Captioners,Realtime Captioner +2206,27-3092,Court Reporters and Simultaneous Captioners,Stenocaptioner +2207,27-3092,Court Reporters and Simultaneous Captioners,Voice Writing Reporter +2208,27-3099,"Media and Communication Workers, All Other",Public Address Announcer +2209,27-3099,"Media and Communication Workers, All Other",Stage Technician +2210,27-3099,"Media and Communication Workers, All Other",Train Announcer +2211,27-3099,"Media and Communication Workers, All Other",Train Caller +2212,27-4011,Audio and Video Technicians,Audio-Visual Production Specialist +2213,27-4011,Audio and Video Technicians,Event AV Operator +2214,27-4011,Audio and Video Technicians,Video Control Operator +2215,27-4011,Audio and Video Technicians,Video Equipment Technician +2216,27-4011,Audio and Video Technicians,Video Production Assistant +2217,27-4012,Broadcast Technicians,Broadcast Engineer +2218,27-4012,Broadcast Technicians,Broadcast Maintenance Engineer +2219,27-4012,Broadcast Technicians,Broadcast Operations Engineer +2220,27-4012,Broadcast Technicians,Radio Station Audio Engineer +2221,27-4012,Broadcast Technicians,Radio/Television Technician +2222,27-4012,Broadcast Technicians,Remote Broadcast Engineer +2223,27-4012,Broadcast Technicians,Telecasting Engineer +2224,27-4012,Broadcast Technicians,Television Audio Engineer +2225,27-4014,Sound Engineering Technicians,Audio Recording Engineer +2226,27-4014,Sound Engineering Technicians,Disc Recordist +2227,27-4014,Sound Engineering Technicians,Dub Room Engineer +2228,27-4014,Sound Engineering Technicians,Film Sound Engineer +2229,27-4014,Sound Engineering Technicians,Play Back Operator +2230,27-4014,Sound Engineering Technicians,Recording Engineer +2231,27-4014,Sound Engineering Technicians,Sound Assistant +2232,27-4014,Sound Engineering Technicians,Sound Cutter +2233,27-4014,Sound Engineering Technicians,Sound Designer +2234,27-4014,Sound Engineering Technicians,Sound Editor +2235,27-4014,Sound Engineering Technicians,Sound Effects Technician +2236,27-4015,Lighting Technicians,Dimmer Board Operator +2237,27-4015,Lighting Technicians,Gaffer +2238,27-4015,Lighting Technicians,Lamp Operator +2239,27-4015,Lighting Technicians,Spotlight Operator +2240,27-4021,Photographers,Advertising Photographer +2241,27-4021,Photographers,Aerial Photographer +2242,27-4021,Photographers,Industrial Photographer +2243,27-4021,Photographers,Marine Photographer +2244,27-4021,Photographers,Medical Photographer +2245,27-4021,Photographers,News Photographer +2246,27-4021,Photographers,Newspaper Photojournalist +2247,27-4021,Photographers,Photojournalist +2248,27-4021,Photographers,Portrait Photographer +2249,27-4021,Photographers,School Photographer +2250,27-4021,Photographers,Wedding Photographer +2251,27-4031,"Camera Operators, Television, Video, and Film",Electronic News Gathering Camera Operator +2252,27-4031,"Camera Operators, Television, Video, and Film",Motion Picture Camera Operator +2253,27-4031,"Camera Operators, Television, Video, and Film",Movie Shot Camera Operator +2254,27-4031,"Camera Operators, Television, Video, and Film",News Camera Operator +2255,27-4031,"Camera Operators, Television, Video, and Film",News Videographer +2256,27-4031,"Camera Operators, Television, Video, and Film",Television Camera Operator +2257,27-4031,"Camera Operators, Television, Video, and Film",Video Camera Operator +2258,27-4032,Film and Video Editors,Cue Selector +2259,27-4032,Film and Video Editors,Electronic News Gathering Editor +2260,27-4032,Film and Video Editors,Film Editor +2261,27-4032,Film and Video Editors,Movie Editor +2262,27-4032,Film and Video Editors,News Video Editor +2263,27-4032,Film and Video Editors,News Videotape Editor +2264,27-4032,Film and Video Editors,Tape Editor +2265,27-4032,Film and Video Editors,Television News Video Editor +2266,27-4032,Film and Video Editors,Video Tape Transferrer +2267,27-4099,"Media and Communication Equipment Workers, All Other",Satellite Communications Operator +2268,29-1011,Chiropractors,Chiropractic Doctor +2269,29-1011,Chiropractors,Chiropractic Physician +2270,29-1021,"Dentists, General",Family Dentist +2271,29-1022,Oral and Maxillofacial Surgeons,Dental Surgeon +2272,29-1022,Oral and Maxillofacial Surgeons,Maxillofacial Surgeon +2273,29-1022,Oral and Maxillofacial Surgeons,Oral Surgeon +2274,29-1023,Orthodontists,Dentofacial Orthopedics Dentist +2275,29-1023,Orthodontists,Invisible Braces Orthodontist +2276,29-1023,Orthodontists,Pediatric Orthodontist +2277,29-1024,Prosthodontists,Maxillofacial Prosthetics Dentist +2278,29-1024,Prosthodontists,Maxillofacial Prosthodontist +2279,29-1024,Prosthodontists,Reconstructive Dentist +2280,29-1029,"Dentists, All Other Specialists",Endodontist +2281,29-1029,"Dentists, All Other Specialists",Maxillofacial Pathology +2282,29-1029,"Dentists, All Other Specialists",Oral Pathologist +2283,29-1029,"Dentists, All Other Specialists",Pediatric Dentist +2284,29-1029,"Dentists, All Other Specialists",Pedodontist +2285,29-1029,"Dentists, All Other Specialists",Periodontist +2286,29-1029,"Dentists, All Other Specialists",Public Health Dentist +2287,29-1031,Dietitians and Nutritionists,Clinical Dietitian +2288,29-1031,Dietitians and Nutritionists,Dietitian +2289,29-1031,Dietitians and Nutritionists,Nutritionist +2290,29-1031,Dietitians and Nutritionists,Pediatric Dietician +2291,29-1031,Dietitians and Nutritionists,Public Health Dietitian +2292,29-1031,Dietitians and Nutritionists,Public Health Nutritionist +2293,29-1031,Dietitians and Nutritionists,Research Dietitian +2294,29-1031,Dietitians and Nutritionists,Sports Nutritionist +2295,29-1031,Dietitians and Nutritionists,Therapeutic Dietitian +2296,29-1041,Optometrists,Doctor of Optometry +2297,29-1051,Pharmacists,Apothecary +2298,29-1051,Pharmacists,Clinical Pharmacist +2299,29-1051,Pharmacists,Druggist +2300,29-1051,Pharmacists,Hospital Pharmacist +2301,29-1051,Pharmacists,Registered Pharmacist +2302,29-1071,Physician Assistants,Anesthesiologist Assistant +2303,29-1071,Physician Assistants,Certified Physician's Assistant +2304,29-1071,Physician Assistants,Family Practice Physician Assistant +2305,29-1071,Physician Assistants,Orthopaedic Physician Assistant +2306,29-1071,Physician Assistants,Orthopedic Physician Assistant +2307,29-1071,Physician Assistants,Pediatric Physician Assistant +2308,29-1071,Physician Assistants,Radiology Practitioner Assistant +2309,29-1081,Podiatrists,Chiropodist +2310,29-1081,Podiatrists,Doctor of Podiatric Medicine +2311,29-1081,Podiatrists,Foot and Ankle Surgeon +2312,29-1081,Podiatrists,Foot Doctor +2313,29-1081,Podiatrists,Foot Orthopedist +2314,29-1081,Podiatrists,Orthopedic Podiatrist +2315,29-1081,Podiatrists,Podiatric Physician +2316,29-1122,Occupational Therapists,Occupational Therapist +2317,29-1122,Occupational Therapists,OT +2318,29-1122,Occupational Therapists,Registered Occupational Therapist +2319,29-1123,Physical Therapists,Cardiopulmonary Physical Therapist +2320,29-1123,Physical Therapists,Geriatric Physical Therapist +2321,29-1123,Physical Therapists,Orthopedic Physical Therapist +2322,29-1123,Physical Therapists,Pediatric Physical Therapist +2323,29-1123,Physical Therapists,Physiotherapist +2324,29-1123,Physical Therapists,PT +2325,29-1123,Physical Therapists,Pulmonary Physical Therapist +2326,29-1123,Physical Therapists,Sports Physical Therapist +2327,29-1124,Radiation Therapists,Radiation Therapy Technologist +2328,29-1124,Radiation Therapists,Registered Radiation Therapist +2329,29-1125,Recreational Therapists,Certified Recreational Therapist +2330,29-1125,Recreational Therapists,Certified Therapeutic Recreation Specialist +2331,29-1125,Recreational Therapists,CTRS +2332,29-1125,Recreational Therapists,Drama Therapist +2333,29-1125,Recreational Therapists,Therapeutic Recreation Specialist +2334,29-1126,Respiratory Therapists,Certified Respiratory Therapist +2335,29-1126,Respiratory Therapists,CRT +2336,29-1126,Respiratory Therapists,Inhalation Therapist +2337,29-1126,Respiratory Therapists,Oxygen Therapist +2338,29-1126,Respiratory Therapists,Registered Respiratory Therapist +2339,29-1126,Respiratory Therapists,Respiratory Therapist +2340,29-1126,Respiratory Therapists,RRT +2341,29-1127,Speech-Language Pathologists,Language Pathologist +2342,29-1127,Speech-Language Pathologists,Public School Speech Clinician +2343,29-1127,Speech-Language Pathologists,Public School Speech Therapist +2344,29-1127,Speech-Language Pathologists,Speech and Language Specialist +2345,29-1127,Speech-Language Pathologists,Speech Clinician +2346,29-1127,Speech-Language Pathologists,Speech Pathologist +2347,29-1127,Speech-Language Pathologists,Speech Therapist +2348,29-1128,Exercise Physiologists,Applied Exercise Physiologist +2349,29-1128,Exercise Physiologists,Clinical Exercise Physiologist +2350,29-1128,Exercise Physiologists,Kinesiotherapist +2351,29-1129,"Therapists, All Other",Art Therapist +2352,29-1129,"Therapists, All Other",Auriculotherapist +2353,29-1129,"Therapists, All Other",Educational Therapist +2354,29-1129,"Therapists, All Other",Hydrotherapist +2355,29-1129,"Therapists, All Other",Music Therapist +2356,29-1129,"Therapists, All Other",Peripatologist +2357,29-1131,Veterinarians,Animal Pathologist +2358,29-1131,Veterinarians,Animal Surgeon +2359,29-1131,Veterinarians,Doctor of Veterinary Medicine +2360,29-1131,Veterinarians,Doctor of Veterinary Medicine (DVM) +2361,29-1131,Veterinarians,Equine Veterinarian +2362,29-1131,Veterinarians,Large Animal Veterinarian +2363,29-1131,Veterinarians,Poultry Pathologist +2364,29-1131,Veterinarians,Public Health Veterinarian +2365,29-1131,Veterinarians,Small Animal Veterinarian +2366,29-1131,Veterinarians,Veterinary Cardiologist +2367,29-1131,Veterinarians,Veterinary Medicine Scientist +2368,29-1131,Veterinarians,Veterinary Radiologist +2369,29-1131,Veterinarians,Wildlife Veterinarian +2370,29-1141,Registered Nurses,CCU Nurse +2371,29-1141,Registered Nurses,Clinical Nurse Specialist +2372,29-1141,Registered Nurses,CNS +2373,29-1141,Registered Nurses,Community Health Nurse +2374,29-1141,Registered Nurses,Coronary Care Unit Nurse +2375,29-1141,Registered Nurses,Emergency Room RN +2376,29-1141,Registered Nurses,Endoscopy Registered Nurse +2377,29-1141,Registered Nurses,Hospice Registered Nurse +2378,29-1141,Registered Nurses,Obstetrical Nurse +2379,29-1141,Registered Nurses,Oncology Registered Nurse +2380,29-1141,Registered Nurses,PACU Nurse +2381,29-1141,Registered Nurses,Pediatric Registered Nurse +2382,29-1141,Registered Nurses,Post-Anesthesia Care Unit Nurse +2383,29-1141,Registered Nurses,Psychiatric Nurse +2384,29-1141,Registered Nurses,RN +2385,29-1141,Registered Nurses,Triage Registered Nurse +2386,29-1151,Nurse Anesthetists,Certified Registered Nurse Anesthetist +2387,29-1151,Nurse Anesthetists,Certified Registered Nurse Anesthetist (CRNA) +2388,29-1151,Nurse Anesthetists,DNAP +2389,29-1151,Nurse Anesthetists,Doctor of Nurse Anesthesia Practice +2390,29-1161,Nurse Midwives,Certified Nurse Midwife +2391,29-1161,Nurse Midwives,Certified Nurse Midwife (CNM) +2392,29-1171,Nurse Practitioners,Acute Care Nurse Practitioner +2393,29-1171,Nurse Practitioners,Adult Nurse Practitioner +2394,29-1171,Nurse Practitioners,Cardiology Nurse Practitioner +2395,29-1171,Nurse Practitioners,Certified Nurse Practitioner +2396,29-1171,Nurse Practitioners,Certified Pediatric Nurse Practitioner +2397,29-1171,Nurse Practitioners,Certified Registered Nurse Practitioner +2398,29-1171,Nurse Practitioners,Dermatology Nurse Practitioner +2399,29-1171,Nurse Practitioners,Electrophysiology Nurse Practitioner +2400,29-1171,Nurse Practitioners,Emergency Medicine Nurse Practitioner +2401,29-1171,Nurse Practitioners,Family Health Nurse Practitioner +2402,29-1171,Nurse Practitioners,Family Practice Nurse Practitioner +2403,29-1171,Nurse Practitioners,Gastroenterology Nurse Practitioner +2404,29-1171,Nurse Practitioners,Gerontological Nurse Practitioner +2405,29-1171,Nurse Practitioners,Internal Medicine Nurse Practitioner +2406,29-1171,Nurse Practitioners,Neurosurgical Nurse Practitioner +2407,29-1171,Nurse Practitioners,NP +2408,29-1171,Nurse Practitioners,Obstetrics-Gynecology Nurse Practitioner +2409,29-1171,Nurse Practitioners,Orthopedic Nurse Practitioner +2410,29-1171,Nurse Practitioners,Palliative Care Nurse Practitioner +2411,29-1171,Nurse Practitioners,Pediatric Nurse Practitioner +2412,29-1171,Nurse Practitioners,Surgical Nurse Practitioner +2413,29-1181,Audiologists,Clinical Audiologist +2414,29-1181,Audiologists,Dispensing Audiologist +2415,29-1181,Audiologists,Educational Audiologist +2416,29-1181,Audiologists,Hearing Therapist +2417,29-1181,Audiologists,Licensed Audiologist +2418,29-1181,Audiologists,Pediatric Audiologist +2419,29-1211,Anesthesiologists,Ambulatory Anesthesiologist +2420,29-1211,Anesthesiologists,Anaesthesiologist +2421,29-1211,Anesthesiologists,Anesthetist +2422,29-1211,Anesthesiologists,Attending Anesthesiologist +2423,29-1211,Anesthesiologists,Obstetrical Anesthesiologist +2424,29-1211,Anesthesiologists,Staff Anesthetist +2425,29-1212,Cardiologists,Electrophysiology Cardiologist +2426,29-1212,Cardiologists,Interventional Cardiologist +2427,29-1213,Dermatologists,Dermatopathologist +2428,29-1213,Dermatologists,Procedural Dermatologist +2429,29-1214,Emergency Medicine Physicians,Critical Care Physician +2430,29-1214,Emergency Medicine Physicians,Disaster Medicine Physician +2431,29-1214,Emergency Medicine Physicians,Emergency Medicine Specialist +2432,29-1215,Family Medicine Physicians,Board Certified Family Physician +2433,29-1215,Family Medicine Physicians,Family Physician +2434,29-1215,Family Medicine Physicians,Family Practice Medical Doctor +2435,29-1215,Family Medicine Physicians,Family Practice Physician +2436,29-1215,Family Medicine Physicians,Family Practitioner +2437,29-1215,Family Medicine Physicians,General Practitioner +2438,29-1215,Family Medicine Physicians,GP Doctor +2439,29-1216,General Internal Medicine Physicians,General Internal Medicine Doctor +2440,29-1216,General Internal Medicine Physicians,General Internist +2441,29-1216,General Internal Medicine Physicians,Internal Medicine Physician +2442,29-1216,General Internal Medicine Physicians,Internist +2443,29-1217,Neurologists,Clinical Neuromuscular Pathologist +2444,29-1217,Neurologists,Epileptologist +2445,29-1217,Neurologists,Headache Specialist +2446,29-1218,Obstetricians and Gynecologists,Gynecological Oncologist +2447,29-1218,Obstetricians and Gynecologists,Gynecologist +2448,29-1218,Obstetricians and Gynecologists,Maternal-Fetal Medicine Physician +2449,29-1218,Obstetricians and Gynecologists,OB Specialist +2450,29-1218,Obstetricians and Gynecologists,OB/GYN +2451,29-1218,Obstetricians and Gynecologists,OB/GYN Physician +2452,29-1218,Obstetricians and Gynecologists,Obstetrician +2453,29-1218,Obstetricians and Gynecologists,Obstetrician/Gynecologist +2454,29-1221,"Pediatricians, General",General Pediatrician +2455,29-1221,"Pediatricians, General",Internal Medicine Pediatrician +2456,29-1221,"Pediatricians, General",Neonatal Doctor +2457,29-1221,"Pediatricians, General",Neonatologist +2458,29-1221,"Pediatricians, General",Paediatrician +2459,29-1221,"Pediatricians, General",Pediatric Cardiologist +2460,29-1221,"Pediatricians, General",Pediatrist +2461,29-1221,"Pediatricians, General",Primary Care Pediatrician +2462,29-1222,"Physicians, Pathologists",Clinical Pathologist +2463,29-1222,"Physicians, Pathologists",Immunopathologist +2464,29-1222,"Physicians, Pathologists",Neuropathologist +2465,29-1223,Psychiatrists,Addiction Psychiatrist +2466,29-1223,Psychiatrists,Child Psychiatrist +2467,29-1223,Psychiatrists,Clinical Psychiatrist +2468,29-1223,Psychiatrists,Forensic Psychiatrist +2469,29-1223,Psychiatrists,Geriatric Psychiatrist +2470,29-1223,Psychiatrists,Neuropsychiatrist +2471,29-1223,Psychiatrists,Pediatric Psychiatrist +2472,29-1223,Psychiatrists,Staff Psychiatrist +2473,29-1224,Radiologists,Diagnostic Radiologist +2474,29-1224,Radiologists,Interventional Radiologist +2475,29-1229,"Physicians, All Other",Gastroenterologist +2476,29-1229,"Physicians, All Other",Immunologist +2477,29-1229,"Physicians, All Other",Nephrologist +2478,29-1229,"Physicians, All Other",Oncologist +2479,29-1229,"Physicians, All Other",Physiatrist +2480,29-1229,"Physicians, All Other",Pulmonary Physician +2481,29-1229,"Physicians, All Other",Pulmonologist +2482,29-1229,"Physicians, All Other",Rheumatologist +2483,29-1241,"Ophthalmologists, Except Pediatric",Cornea and External Disease Physician +2484,29-1241,"Ophthalmologists, Except Pediatric",Viteroretinal Disease Physician +2485,29-1242,"Orthopedic Surgeons, Except Pediatric",Joint Preservationist +2486,29-1242,"Orthopedic Surgeons, Except Pediatric",Orthopaedic Surgeon +2487,29-1242,"Orthopedic Surgeons, Except Pediatric",Orthopedic Sports Medicine Physician +2488,29-1242,"Orthopedic Surgeons, Except Pediatric",Orthopedic Surgeon +2489,29-1243,Pediatric Surgeons,Pediatric Neurosurgeon +2490,29-1243,Pediatric Surgeons,Pediatric Vascular Surgeon +2491,29-1249,"Surgeons, All Other",Aviation Medicine Specialist +2492,29-1249,"Surgeons, All Other",Brain Surgeon +2493,29-1249,"Surgeons, All Other",Cardiac Surgeon +2494,29-1249,"Surgeons, All Other",Cardiovascular Surgeon +2495,29-1249,"Surgeons, All Other",Colorectal Surgeon +2496,29-1249,"Surgeons, All Other",Neurological Surgeon +2497,29-1249,"Surgeons, All Other",Neurosurgeon +2498,29-1249,"Surgeons, All Other",Otolaryngologist +2499,29-1249,"Surgeons, All Other",Plastic Surgeon +2500,29-1249,"Surgeons, All Other",Reconstructive Surgeon +2501,29-1249,"Surgeons, All Other",Surgical Oncologist +2502,29-1249,"Surgeons, All Other",Thoracic Surgeon +2503,29-1249,"Surgeons, All Other",Urologist +2504,29-1249,"Surgeons, All Other",Vascular Surgeon +2505,29-1291,Acupuncturists,Acupuncture Physician +2506,29-1291,Acupuncturists,Licensed Acupuncturist +2507,29-1292,Dental Hygienists,Oral Hygienist +2508,29-1292,Dental Hygienists,RDH +2509,29-1292,Dental Hygienists,Registered Dental Hygienist +2510,29-1299,"Healthcare Diagnosing or Treating Practitioners, All Other",Homeopathic Doctor +2511,29-1299,"Healthcare Diagnosing or Treating Practitioners, All Other",Hypnotherapist +2512,29-1299,"Healthcare Diagnosing or Treating Practitioners, All Other",Naturopath +2513,29-1299,"Healthcare Diagnosing or Treating Practitioners, All Other",Naturopathic Doctor +2514,29-1299,"Healthcare Diagnosing or Treating Practitioners, All Other",Naturopathic Physician +2515,29-2011,Medical and Clinical Laboratory Technologists,Biochemistry Technologist +2516,29-2011,Medical and Clinical Laboratory Technologists,Blood Bank Laboratory Technologist +2517,29-2011,Medical and Clinical Laboratory Technologists,Chief Medical Technologist +2518,29-2011,Medical and Clinical Laboratory Technologists,Clinical Laboratory Technologist +2519,29-2011,Medical and Clinical Laboratory Technologists,Cytogenetic Technologist +2520,29-2011,Medical and Clinical Laboratory Technologists,Cytologist +2521,29-2011,Medical and Clinical Laboratory Technologists,Cytotechnologist +2522,29-2011,Medical and Clinical Laboratory Technologists,Histologist Technologist +2523,29-2011,Medical and Clinical Laboratory Technologists,Histotechnologist +2524,29-2011,Medical and Clinical Laboratory Technologists,Immunohematologist +2525,29-2011,Medical and Clinical Laboratory Technologists,Pathology Laboratory Technologist +2526,29-2011,Medical and Clinical Laboratory Technologists,Tissue Technologist +2527,29-2012,Medical and Clinical Laboratory Technicians,Blood Bank Laboratory Technician +2528,29-2012,Medical and Clinical Laboratory Technicians,Hematology Technician +2529,29-2012,Medical and Clinical Laboratory Technicians,Hemodialysis Technician +2530,29-2012,Medical and Clinical Laboratory Technicians,Histologic Aide +2531,29-2012,Medical and Clinical Laboratory Technicians,Histologic Technician +2532,29-2012,Medical and Clinical Laboratory Technicians,Histology Technician +2533,29-2012,Medical and Clinical Laboratory Technicians,Histotechnician +2534,29-2012,Medical and Clinical Laboratory Technicians,Neurology Technician +2535,29-2012,Medical and Clinical Laboratory Technicians,Pathology Technician +2536,29-2012,Medical and Clinical Laboratory Technicians,Serology Technician +2537,29-2031,Cardiovascular Technologists and Technicians,Cardiac Catheterization Laboratory Technologist +2538,29-2031,Cardiovascular Technologists and Technicians,Cardiac Catheterization Technologist +2539,29-2031,Cardiovascular Technologists and Technicians,Cardiac Monitor Technician +2540,29-2031,Cardiovascular Technologists and Technicians,Cardiac Technician +2541,29-2031,Cardiovascular Technologists and Technicians,Cardiopulmonary Technologist +2542,29-2031,Cardiovascular Technologists and Technicians,Cardiovascular Interventional Technologist +2543,29-2031,Cardiovascular Technologists and Technicians,Cardiovascular Technologist +2544,29-2031,Cardiovascular Technologists and Technicians,EKG Technician +2545,29-2031,Cardiovascular Technologists and Technicians,Electrocardiogram Technician +2546,29-2031,Cardiovascular Technologists and Technicians,Electrocardiograph Operator +2547,29-2031,Cardiovascular Technologists and Technicians,Pulmonary Function Technologist +2548,29-2032,Diagnostic Medical Sonographers,Cardiac/Vascular Sonographer +2549,29-2032,Diagnostic Medical Sonographers,Echocardiogram Technician +2550,29-2032,Diagnostic Medical Sonographers,Echocardiographer +2551,29-2032,Diagnostic Medical Sonographers,Echocardiographic Technologist +2552,29-2032,Diagnostic Medical Sonographers,Echocardiography Technician +2553,29-2032,Diagnostic Medical Sonographers,Echocardiology Technologist +2554,29-2032,Diagnostic Medical Sonographers,Registered Diagnostic Medical Sonographer +2555,29-2032,Diagnostic Medical Sonographers,Sonographer +2556,29-2032,Diagnostic Medical Sonographers,Ultrasonographer +2557,29-2032,Diagnostic Medical Sonographers,Ultrasound Technician +2558,29-2032,Diagnostic Medical Sonographers,Ultrasound Technologist +2559,29-2033,Nuclear Medicine Technologists,Certified Nuclear Medicine Technologist +2560,29-2033,Nuclear Medicine Technologists,Isotope Technologist +2561,29-2033,Nuclear Medicine Technologists,Nuclear Cardiology Technologist +2562,29-2033,Nuclear Medicine Technologists,Nuclear Medical Technologist +2563,29-2033,Nuclear Medicine Technologists,Radioisotope Technologist +2564,29-2033,Nuclear Medicine Technologists,Registered Nuclear Medicine Technologist +2565,29-2034,Radiologic Technologists and Technicians,Computed Axial Tomography Technologist +2566,29-2034,Radiologic Technologists and Technicians,Computed Tomography (CT) Scanner Operator +2567,29-2034,Radiologic Technologists and Technicians,Radiologic Technician +2568,29-2034,Radiologic Technologists and Technicians,Registered Radiologic Technologist +2569,29-2034,Radiologic Technologists and Technicians,Skiagrapher +2570,29-2034,Radiologic Technologists and Technicians,X-Ray Technician +2571,29-2035,Magnetic Resonance Imaging Technologists,Computed Tomography/Magnetic Resonance Imaging (CT/MRI) Technologist +2572,29-2035,Magnetic Resonance Imaging Technologists,MRI Technologist +2573,29-2036,Medical Dosimetrists,Certified Medical Dosimetrist +2574,29-2036,Medical Dosimetrists,Qualified Medical Dosimetrist +2575,29-2042,Emergency Medical Technicians,EMT +2576,29-2042,Emergency Medical Technicians,EMT-B +2577,29-2042,Emergency Medical Technicians,EMT-I/85 +2578,29-2042,Emergency Medical Technicians,EMT-I/99 +2579,29-2043,Paramedics,Ambulance Driver-Paramedic +2580,29-2043,Paramedics,Flight Paramedic +2581,29-2051,Dietetic Technicians,Clinical Dietetic Technician +2582,29-2051,Dietetic Technicians,Cook Chill Technician +2583,29-2051,Dietetic Technicians,Dietary Aide +2584,29-2051,Dietetic Technicians,Dietary Technician +2585,29-2051,Dietetic Technicians,DTR +2586,29-2051,Dietetic Technicians,Nutrition Technician +2587,29-2051,Dietetic Technicians,Registered Diet Technician +2588,29-2052,Pharmacy Technicians,Certified Pharmacy Technician +2589,29-2052,Pharmacy Technicians,CPHT +2590,29-2052,Pharmacy Technicians,Pharmacist Technician +2591,29-2052,Pharmacy Technicians,Pharmacy Laboratory Technician +2592,29-2053,Psychiatric Technicians,Behavioral Health Technician +2593,29-2053,Psychiatric Technicians,Mental Health Technician +2594,29-2055,Surgical Technologists,Certified Surgical Technologist +2595,29-2055,Surgical Technologists,Operating Room Technician +2596,29-2055,Surgical Technologists,OR Tech +2597,29-2055,Surgical Technologists,Surgical Scrub Technologist +2598,29-2056,Veterinary Technologists and Technicians,Certified Veterinary Technician +2599,29-2056,Veterinary Technologists and Technicians,Licensed Veterinary Technician +2600,29-2056,Veterinary Technologists and Technicians,LVT +2601,29-2056,Veterinary Technologists and Technicians,Registered Veterinary Technician +2602,29-2056,Veterinary Technologists and Technicians,Veterinary Lab Tech +2603,29-2056,Veterinary Technologists and Technicians,Veterinary Laboratory Technician +2604,29-2056,Veterinary Technologists and Technicians,Veterinary Surgery Technician +2605,29-2056,Veterinary Technologists and Technicians,Veterinary Surgery Technologist +2606,29-2056,Veterinary Technologists and Technicians,Veterinary Technologist +2607,29-2056,Veterinary Technologists and Technicians,Veterinary X-Ray Operator +2608,29-2057,Ophthalmic Medical Technicians,Ocular Care Technologist +2609,29-2057,Ophthalmic Medical Technicians,Ophthalmic Technologist +2610,29-2061,Licensed Practical and Licensed Vocational Nurses,Licensed Practical Nurse +2611,29-2061,Licensed Practical and Licensed Vocational Nurses,Licensed Vocational Nurse +2612,29-2061,Licensed Practical and Licensed Vocational Nurses,LP Nurse +2613,29-2061,Licensed Practical and Licensed Vocational Nurses,LPN +2614,29-2061,Licensed Practical and Licensed Vocational Nurses,LVN +2615,29-2061,Licensed Practical and Licensed Vocational Nurses,Pediatric Licensed Practical Nurse +2616,29-2061,Licensed Practical and Licensed Vocational Nurses,Triage Licensed Practical Nurse +2617,29-2072,Medical Records Specialists,Health Information Coder +2618,29-2072,Medical Records Specialists,Health Records Technician +2619,29-2072,Medical Records Specialists,Medical Bill Coder +2620,29-2081,"Opticians, Dispensing",Certified Optician +2621,29-2081,"Opticians, Dispensing",Contact Lens Fitter +2622,29-2081,"Opticians, Dispensing",Eyeglass Fitter +2623,29-2081,"Opticians, Dispensing",Licensed Dispensing Optician +2624,29-2081,"Opticians, Dispensing",Licensed Optical Dispenser +2625,29-2081,"Opticians, Dispensing",Licensed Optician +2626,29-2081,"Opticians, Dispensing",Optical Dispenser +2627,29-2081,"Opticians, Dispensing",Optician +2628,29-2091,Orthotists and Prosthetists,American Board Certified Orthotist +2629,29-2091,Orthotists and Prosthetists,Artificial Limb Fitter +2630,29-2091,Orthotists and Prosthetists,Certified Orthotic Fitter +2631,29-2091,Orthotists and Prosthetists,Certified Prosthetist/Orthotist +2632,29-2091,Orthotists and Prosthetists,Licensed Prosthetist +2633,29-2091,Orthotists and Prosthetists,Orthotic/Prosthetic Practitioner +2634,29-2091,Orthotists and Prosthetists,Orthotist +2635,29-2091,Orthotists and Prosthetists,Pedorthist +2636,29-2091,Orthotists and Prosthetists,Prosthetist +2637,29-2092,Hearing Aid Specialists,Hearing Aid Fitter +2638,29-2092,Hearing Aid Specialists,Hearing Aid Technician +2639,29-2092,Hearing Aid Specialists,Hearing Instrument Specialist +2640,29-2099,"Health Technologists and Technicians, All Other",Certified Respiratory Therapy Technician +2641,29-2099,"Health Technologists and Technicians, All Other",CRTT +2642,29-2099,"Health Technologists and Technicians, All Other",Dialysis Technician +2643,29-2099,"Health Technologists and Technicians, All Other",Electroencephalogram (EEG) Technologist +2644,29-2099,"Health Technologists and Technicians, All Other",Electroneurodiagnostic Technologist +2645,29-2099,"Health Technologists and Technicians, All Other",Encephalographer +2646,29-2099,"Health Technologists and Technicians, All Other",Oxygen Therapy Technician +2647,29-2099,"Health Technologists and Technicians, All Other",Perfusionist +2648,29-2099,"Health Technologists and Technicians, All Other",Polysomnograph Tech +2649,29-2099,"Health Technologists and Technicians, All Other",Respiratory Therapy Technician +2650,29-9021,Health Information Technologists and Medical Registrars,Cancer Registrar +2651,29-9021,Health Information Technologists and Medical Registrars,Clinical Informatics Analyst +2652,29-9021,Health Information Technologists and Medical Registrars,Health Informatics Specialist +2653,29-9021,Health Information Technologists and Medical Registrars,Health Information Analyst +2654,29-9021,Health Information Technologists and Medical Registrars,Health Information Systems Technician +2655,29-9091,Athletic Trainers,Certified Athletic Trainer +2656,29-9091,Athletic Trainers,Clinical Athletic Instructor +2657,29-9091,Athletic Trainers,Resident Athletic Trainer +2658,29-9092,Genetic Counselors,Certified Genetic Counselor +2659,29-9092,Genetic Counselors,Chromosomal Disorders Counselor +2660,29-9092,Genetic Counselors,Mitochondrial Disorders Counselor +2661,29-9092,Genetic Counselors,Prenatal Genetic Counselor +2662,29-9093,Surgical Assistants,Surgical First Assistant +2663,29-9099,"Healthcare Practitioners and Technical Workers, All Other",Podiatric Technician +2664,29-9099,"Healthcare Practitioners and Technical Workers, All Other",Traditional Chinese Herbalist +2665,31-1121,Home Health Aides,Home Health Attendant +2666,31-1121,Home Health Aides,Home Hospice Aide +2667,31-1122,Personal Care Aides,Blind Aide +2668,31-1122,Personal Care Aides,Blind Escort +2669,31-1122,Personal Care Aides,Elderly Companion +2670,31-1122,Personal Care Aides,Geriatric Personal Care Aide +2671,31-1122,Personal Care Aides,Personal Support Worker +2672,31-1131,Nursing Assistants,C.N.A. +2673,31-1131,Nursing Assistants,Certified Nurse Aide +2674,31-1131,Nursing Assistants,Certified Nursing Assistant +2675,31-1131,Nursing Assistants,Hospital Aide +2676,31-1131,Nursing Assistants,Hospital Attendant +2677,31-1131,Nursing Assistants,Nursing Aide +2678,31-1131,Nursing Assistants,Nursing Attendant +2679,31-1131,Nursing Assistants,Nursing Care Attendant +2680,31-1132,Orderlies,Emergency Room Orderly +2681,31-1132,Orderlies,Hospital Orderly +2682,31-1132,Orderlies,Medical Orderly +2683,31-1132,Orderlies,Surgical Orderly +2684,31-1133,Psychiatric Aides,Mental Health Orderly +2685,31-1133,Psychiatric Aides,Psychiatric Nursing Aide +2686,31-1133,Psychiatric Aides,Psychiatric Orderly +2687,31-1133,Psychiatric Aides,Psychiatric Technician Assistant +2688,31-2011,Occupational Therapy Assistants,Certified Occupational Therapy Assistant +2689,31-2011,Occupational Therapy Assistants,COTA +2690,31-2011,Occupational Therapy Assistants,Licensed Occupational Therapy Assistant +2691,31-2011,Occupational Therapy Assistants,Occupational Therapist Assistants +2692,31-2012,Occupational Therapy Aides,Certified Occupational Rehabilitation Aide +2693,31-2012,Occupational Therapy Aides,Occupational Rehabilitation Aide +2694,31-2012,Occupational Therapy Aides,Occupational Therapist Aide +2695,31-2012,Occupational Therapy Aides,OT Aide +2696,31-2012,Occupational Therapy Aides,Rehabilitation Services Aide +2697,31-2021,Physical Therapist Assistants,Licensed Physical Therapist Assistant +2698,31-2021,Physical Therapist Assistants,LPTA +2699,31-2021,Physical Therapist Assistants,Physical Therapy Assistant +2700,31-2021,Physical Therapist Assistants,Physical Therapy Technician +2701,31-2021,Physical Therapist Assistants,Physiotherapy Assistant +2702,31-2022,Physical Therapist Aides,Clinical Rehabilitation Aide +2703,31-2022,Physical Therapist Aides,Physical Therapy Aide +2704,31-2022,Physical Therapist Aides,Physiotherapy Aide +2705,31-9011,Massage Therapists,Deep Tissue Massage Therapist +2706,31-9011,Massage Therapists,Licensed Massage Practitioner +2707,31-9011,Massage Therapists,Licensed Massage Therapist +2708,31-9011,Massage Therapists,Masseur +2709,31-9011,Massage Therapists,Masseuse +2710,31-9011,Massage Therapists,Massotherapist +2711,31-9011,Massage Therapists,Rolfer +2712,31-9011,Massage Therapists,Swedish Masseuse +2713,31-9091,Dental Assistants,Certified Dental Assistant +2714,31-9091,Dental Assistants,Dental Aide +2715,31-9091,Dental Assistants,Expanded Functions Dental Assistant +2716,31-9091,Dental Assistants,Orthodontic Assistant +2717,31-9091,Dental Assistants,Orthodontist Assistant +2718,31-9091,Dental Assistants,Registered Dental Assistant +2719,31-9091,Dental Assistants,Surgical Dental Assistant +2720,31-9092,Medical Assistants,Autopsy Assistant +2721,31-9092,Medical Assistants,Certified Medical Assistant +2722,31-9092,Medical Assistants,Chiropractic Assistant +2723,31-9092,Medical Assistants,Clinical Medical Assistant +2724,31-9092,Medical Assistants,Morgue Attendant +2725,31-9092,Medical Assistants,Ocular Care Aide +2726,31-9092,Medical Assistants,Optometric Aide +2727,31-9092,Medical Assistants,Optometrist Assistant +2728,31-9092,Medical Assistants,Optometry Assistant +2729,31-9092,Medical Assistants,Orthopedic Cast Specialist +2730,31-9092,Medical Assistants,Podiatric Aide +2731,31-9093,Medical Equipment Preparers,Central Sterile Supply Technician +2732,31-9093,Medical Equipment Preparers,Certified Registered Central Service Technician +2733,31-9093,Medical Equipment Preparers,Health Equipment Servicer +2734,31-9093,Medical Equipment Preparers,Medical Supply Technician +2735,31-9093,Medical Equipment Preparers,Oxygen Equipment Preparer +2736,31-9093,Medical Equipment Preparers,Sterile Preparation Technician +2737,31-9093,Medical Equipment Preparers,Sterile Processing and Distribution Technician +2738,31-9093,Medical Equipment Preparers,Sterile Processing Technician +2739,31-9093,Medical Equipment Preparers,Sterilization Specialist +2740,31-9093,Medical Equipment Preparers,Sterilization Technician +2741,31-9094,Medical Transcriptionists,Certified Medical Transcriptionist +2742,31-9094,Medical Transcriptionists,Medical Record Transcriber +2743,31-9094,Medical Transcriptionists,Medical Stenographer +2744,31-9094,Medical Transcriptionists,Medical Transcriber +2745,31-9094,Medical Transcriptionists,Pathology Transcriptionist +2746,31-9094,Medical Transcriptionists,Radiology Transcriptionist +2747,31-9094,Medical Transcriptionists,Registered Medical Transcriptionist +2748,31-9095,Pharmacy Aides,Certified Pharmacist Assistant +2749,31-9095,Pharmacy Aides,Pharmacist Aide +2750,31-9095,Pharmacy Aides,Pharmacist Assistant +2751,31-9095,Pharmacy Aides,Pharmacy Assistant +2752,31-9095,Pharmacy Aides,Pharmacy Clerk +2753,31-9095,Pharmacy Aides,Prescription Clerk +2754,31-9096,Veterinary Assistants and Laboratory Animal Caretakers,Laboratory Animal Caretaker +2755,31-9096,Veterinary Assistants and Laboratory Animal Caretakers,Veterinarian Assistant +2756,31-9096,Veterinary Assistants and Laboratory Animal Caretakers,Veterinarian Helper +2757,31-9096,Veterinary Assistants and Laboratory Animal Caretakers,Veterinary Attendant +2758,31-9097,Phlebotomists,Certified Phlebotomy Technician +2759,31-9097,Phlebotomists,Phlebotomy Technician +2760,31-9097,Phlebotomists,Venipuncturist +2761,31-9099,"Healthcare Support Workers, All Other",Ortho/Prosthetic Aide +2762,33-1011,First-Line Supervisors of Correctional Officers,Chief Jailer +2763,33-1011,First-Line Supervisors of Correctional Officers,Correctional Officer Sergeant +2764,33-1011,First-Line Supervisors of Correctional Officers,Correctional Supervisor +2765,33-1011,First-Line Supervisors of Correctional Officers,Corrections Sergeant +2766,33-1011,First-Line Supervisors of Correctional Officers,Prison Guard Supervisor +2767,33-1012,First-Line Supervisors of Police and Detectives,Commanding Officer Homicide Squad +2768,33-1012,First-Line Supervisors of Police and Detectives,Detective Lieutenant +2769,33-1012,First-Line Supervisors of Police and Detectives,Detective Supervisor +2770,33-1012,First-Line Supervisors of Police and Detectives,Police Lieutenant +2771,33-1012,First-Line Supervisors of Police and Detectives,Traffic Lieutenant +2772,33-1012,First-Line Supervisors of Police and Detectives,Traffic Sergeant +2773,33-1021,First-Line Supervisors of Fire Fighting and Prevention Workers,Fire Lieutenant +2774,33-1021,First-Line Supervisors of Fire Fighting and Prevention Workers,Municipal Fire Fighting and Prevention Supervisor +2775,33-1021,First-Line Supervisors of Fire Fighting and Prevention Workers,Supervising Fire Marshal +2776,33-1091,First-Line Supervisors of Security Workers,Loss Prevention Supervisor +2777,33-1091,First-Line Supervisors of Security Workers,Security Guard Supervisor +2778,33-1091,First-Line Supervisors of Security Workers,Transportation Security Administration (TSA) Screener Supervisor +2779,33-1091,First-Line Supervisors of Security Workers,TSA Screener Supervisor +2780,33-1099,"First-Line Supervisors of Protective Service Workers, All Other",Animal Control Supervisor +2781,33-1099,"First-Line Supervisors of Protective Service Workers, All Other",Animal Cruelty Investigation Supervisor +2782,33-2011,Firefighters,Fire Engine Pump Operator +2783,33-2011,Firefighters,Fire Equipment Operator +2784,33-2011,Firefighters,Fire Fighter +2785,33-2011,Firefighters,Forest Firefighter +2786,33-2011,Firefighters,Marine Firefighter +2787,33-2011,Firefighters,Municipal Firefighter +2788,33-2011,Firefighters,Smoke Jumper +2789,33-2011,Firefighters,Wildland Firefighter +2790,33-2021,Fire Inspectors and Investigators,Arson Investigator +2791,33-2021,Fire Inspectors and Investigators,Certified Fire and Explosion Investigator +2792,33-2021,Fire Inspectors and Investigators,Certified Fire Investigator +2793,33-2021,Fire Inspectors and Investigators,Certified Vehicle Fire Investigator +2794,33-2021,Fire Inspectors and Investigators,CFEI +2795,33-2021,Fire Inspectors and Investigators,Fire Hazard Inspector +2796,33-2021,Fire Inspectors and Investigators,Fire Investigator +2797,33-2021,Fire Inspectors and Investigators,Fire Prevention Inspector +2798,33-2021,Fire Inspectors and Investigators,Fire Safety Inspector +2799,33-2022,Forest Fire Inspectors and Prevention Specialists,Environmental Protection Fire Control Officer +2800,33-2022,Forest Fire Inspectors and Prevention Specialists,Fire Operations Forester +2801,33-2022,Forest Fire Inspectors and Prevention Specialists,Fire Ranger +2802,33-2022,Forest Fire Inspectors and Prevention Specialists,Forest Fire Control Officer +2803,33-2022,Forest Fire Inspectors and Prevention Specialists,Forest Fire Officer +2804,33-2022,Forest Fire Inspectors and Prevention Specialists,Wildfire Prevention Specialist +2805,33-2022,Forest Fire Inspectors and Prevention Specialists,Wildland Fire Operations Specialist +2806,33-3011,Bailiffs,City Bailiff +2807,33-3011,Bailiffs,County Bailiff +2808,33-3011,Bailiffs,Court Bailiff +2809,33-3011,Bailiffs,Court Officer +2810,33-3011,Bailiffs,Court Security Officer +2811,33-3011,Bailiffs,Deputy Bailiff +2812,33-3012,Correctional Officers and Jailers,Certified Detention Deputy +2813,33-3012,Correctional Officers and Jailers,Convict Guard +2814,33-3012,Correctional Officers and Jailers,Correction Officer +2815,33-3012,Correctional Officers and Jailers,Correctional Guard +2816,33-3012,Correctional Officers and Jailers,Correctional Sergeant +2817,33-3012,Correctional Officers and Jailers,Detention Deputy +2818,33-3012,Correctional Officers and Jailers,Detention Officer +2819,33-3012,Correctional Officers and Jailers,Jail Guard +2820,33-3012,Correctional Officers and Jailers,Juvenile Corrections Officer +2821,33-3012,Correctional Officers and Jailers,Penal Officer +2822,33-3012,Correctional Officers and Jailers,Prison Guard +2823,33-3012,Correctional Officers and Jailers,Prison Officer +2824,33-3021,Detectives and Criminal Investigators,Criminal Investigator +2825,33-3021,Detectives and Criminal Investigators,Deputy United States Marshal +2826,33-3021,Detectives and Criminal Investigators,FBI Investigator +2827,33-3021,Detectives and Criminal Investigators,Homicide Detective +2828,33-3021,Detectives and Criminal Investigators,Narcotics Detective +2829,33-3021,Detectives and Criminal Investigators,Narcotics Investigator +2830,33-3021,Detectives and Criminal Investigators,Police Detective +2831,33-3031,Fish and Game Wardens,Conservation Enforcement Officer +2832,33-3031,Fish and Game Wardens,Fish and Wildlife Warden +2833,33-3031,Fish and Game Wardens,Fish Warden +2834,33-3031,Fish and Game Wardens,Game Warden +2835,33-3031,Fish and Game Wardens,Wildlife and Game Protector +2836,33-3031,Fish and Game Wardens,Wildlife Control Agent +2837,33-3031,Fish and Game Wardens,Wildlife Officer +2838,33-3041,Parking Enforcement Workers,Meter Maid +2839,33-3041,Parking Enforcement Workers,Parking Enforcement Officer +2840,33-3041,Parking Enforcement Workers,Parking Meter Attendant +2841,33-3051,Police and Sheriff's Patrol Officers,Border Guard +2842,33-3051,Police and Sheriff's Patrol Officers,Border Patrol Officer +2843,33-3051,Police and Sheriff's Patrol Officers,Campus Police Officer +2844,33-3051,Police and Sheriff's Patrol Officers,Constable +2845,33-3051,Police and Sheriff's Patrol Officers,Cop +2846,33-3051,Police and Sheriff's Patrol Officers,Deputy Sheriff +2847,33-3051,Police and Sheriff's Patrol Officers,Highway Patrol Officer +2848,33-3051,Police and Sheriff's Patrol Officers,Motorcycle Police +2849,33-3051,Police and Sheriff's Patrol Officers,Mounted Police +2850,33-3051,Police and Sheriff's Patrol Officers,Park Police +2851,33-3051,Police and Sheriff's Patrol Officers,Patrol Officer +2852,33-3051,Police and Sheriff's Patrol Officers,Policeman +2853,33-3051,Police and Sheriff's Patrol Officers,Policewoman +2854,33-3051,Police and Sheriff's Patrol Officers,State Highway Police Officer +2855,33-3051,Police and Sheriff's Patrol Officers,State Trooper +2856,33-3052,Transit and Railroad Police,Railroad Detective +2857,33-3052,Transit and Railroad Police,Railroad Police Officer +2858,33-3052,Transit and Railroad Police,Track Patrol +2859,33-3052,Transit and Railroad Police,Transit Authority Police +2860,33-3052,Transit and Railroad Police,Transit Police Officer +2861,33-9011,Animal Control Workers,Animal Control Officer +2862,33-9011,Animal Control Workers,Animal Cruelty Investigator +2863,33-9011,Animal Control Workers,Animal Treatment Investigator +2864,33-9011,Animal Control Workers,Animal Warden +2865,33-9011,Animal Control Workers,Dog Catcher +2866,33-9011,Animal Control Workers,Dog Warden +2867,33-9011,Animal Control Workers,Humane Officer +2868,33-9021,Private Detectives and Investigators,Certified Legal Investigator +2869,33-9021,Private Detectives and Investigators,Licensed Private Investigator +2870,33-9021,Private Detectives and Investigators,Loss Prevention Detective +2871,33-9021,Private Detectives and Investigators,Private Detective +2872,33-9021,Private Detectives and Investigators,Private Eye +2873,33-9021,Private Detectives and Investigators,Private Investigator +2874,33-9021,Private Detectives and Investigators,Skip Tracer +2875,33-9021,Private Detectives and Investigators,Store Detective +2876,33-9031,Gambling Surveillance Officers and Gambling Investigators,Casino Investigator +2877,33-9031,Gambling Surveillance Officers and Gambling Investigators,Casino Surveillance Officer +2878,33-9031,Gambling Surveillance Officers and Gambling Investigators,Gambling Monitor +2879,33-9031,Gambling Surveillance Officers and Gambling Investigators,Gambling Surveillance Observer +2880,33-9031,Gambling Surveillance Officers and Gambling Investigators,Gambling Surveillance Officer +2881,33-9032,Security Guards,Armed Guard +2882,33-9032,Security Guards,Bank Guard +2883,33-9032,Security Guards,Bodyguard +2884,33-9032,Security Guards,Bouncer +2885,33-9032,Security Guards,Private Watchman +2886,33-9032,Security Guards,Security Officer +2887,33-9091,Crossing Guards and Flaggers,Construction Site Crossing Guard +2888,33-9091,Crossing Guards and Flaggers,Crossing Guard +2889,33-9091,Crossing Guards and Flaggers,School Crossing Guard +2890,33-9091,Crossing Guards and Flaggers,School Traffic Guard +2891,33-9092,"Lifeguards, Ski Patrol, and Other Recreational Protective Service Workers",Beach Lifeguard +2892,33-9092,"Lifeguards, Ski Patrol, and Other Recreational Protective Service Workers",Certified Ski Patroller +2893,33-9092,"Lifeguards, Ski Patrol, and Other Recreational Protective Service Workers",Life Guard +2894,33-9092,"Lifeguards, Ski Patrol, and Other Recreational Protective Service Workers",OEC Technician +2895,33-9092,"Lifeguards, Ski Patrol, and Other Recreational Protective Service Workers",Outdoor Emergency Care Technician +2896,33-9092,"Lifeguards, Ski Patrol, and Other Recreational Protective Service Workers",Pool Lifeguard +2897,33-9092,"Lifeguards, Ski Patrol, and Other Recreational Protective Service Workers",Ski Patrol +2898,33-9093,Transportation Security Screeners,Airport Baggage Screener +2899,33-9093,Transportation Security Screeners,Airport Security Screener +2900,33-9093,Transportation Security Screeners,Flight Security Specialist +2901,33-9093,Transportation Security Screeners,Transportation Security Administration (TSA) Screener +2902,33-9093,Transportation Security Screeners,Transportation Security Officer +2903,33-9094,School Bus Monitors,Bus Monitor +2904,33-9094,School Bus Monitors,School Bus Attendant +2905,33-9099,"Protective Service Workers, All Other",Warrant Server +2906,35-1011,Chefs and Head Cooks,Banquet Chef +2907,35-1011,Chefs and Head Cooks,Chef De Cuisine +2908,35-1011,Chefs and Head Cooks,Chef De Froid +2909,35-1011,Chefs and Head Cooks,Executive Chef +2910,35-1011,Chefs and Head Cooks,Head Chef +2911,35-1011,Chefs and Head Cooks,Kitchen Chef +2912,35-1011,Chefs and Head Cooks,Master Chef +2913,35-1011,Chefs and Head Cooks,Pastry Chef +2914,35-1011,Chefs and Head Cooks,Sous Chef +2915,35-1011,Chefs and Head Cooks,Sushi Chef +2916,35-1012,First-Line Supervisors of Food Preparation and Serving Workers,Banquet Supervisor +2917,35-1012,First-Line Supervisors of Food Preparation and Serving Workers,Bar Manager +2918,35-1012,First-Line Supervisors of Food Preparation and Serving Workers,Cafeteria Manager +2919,35-1012,First-Line Supervisors of Food Preparation and Serving Workers,Dairy Bar Manager +2920,35-1012,First-Line Supervisors of Food Preparation and Serving Workers,Food Service Supervisor +2921,35-1012,First-Line Supervisors of Food Preparation and Serving Workers,Head Waiter +2922,35-1012,First-Line Supervisors of Food Preparation and Serving Workers,Head Waitress +2923,35-1012,First-Line Supervisors of Food Preparation and Serving Workers,Kitchen Supervisor +2924,35-2011,"Cooks, Fast Food",Fast Food Cook +2925,35-2011,"Cooks, Fast Food",Fast Food Fry Cook +2926,35-2011,"Cooks, Fast Food",Fryline Attendant +2927,35-2012,"Cooks, Institution and Cafeteria",Cafeteria Cook +2928,35-2012,"Cooks, Institution and Cafeteria",Camp Cook +2929,35-2012,"Cooks, Institution and Cafeteria",Galley Cook +2930,35-2012,"Cooks, Institution and Cafeteria",Institutional Cook +2931,35-2012,"Cooks, Institution and Cafeteria",Mess Cook +2932,35-2012,"Cooks, Institution and Cafeteria",School Cook +2933,35-2013,"Cooks, Private Household",Certified Personal Chef +2934,35-2013,"Cooks, Private Household",Personal Chef +2935,35-2013,"Cooks, Private Household",Private Chef +2936,35-2014,"Cooks, Restaurant",Banquet Cook +2937,35-2014,"Cooks, Restaurant",Breakfast Cook +2938,35-2014,"Cooks, Restaurant",Chef De Partie +2939,35-2014,"Cooks, Restaurant",Line Cook +2940,35-2014,"Cooks, Restaurant",Saucier +2941,35-2014,"Cooks, Restaurant",Specialty Cook +2942,35-2015,"Cooks, Short Order",Griddle Attendant +2943,35-2015,"Cooks, Short Order",Griddle Cook +2944,35-2015,"Cooks, Short Order",Grill Cook +2945,35-2015,"Cooks, Short Order",Short Order Fry Cook +2946,35-2015,"Cooks, Short Order",Snack Bar Cook +2947,35-2019,"Cooks, All Other",Falafel Cart Cook +2948,35-2019,"Cooks, All Other",Fraternity House Cook +2949,35-2021,Food Preparation Workers,Deli Clerk +2950,35-2021,Food Preparation Workers,Deli Slicer +2951,35-2021,Food Preparation Workers,Food Preparer +2952,35-2021,Food Preparation Workers,Fruit and Vegetable Parer +2953,35-2021,Food Preparation Workers,Salad Maker +2954,35-2021,Food Preparation Workers,Sandwich Maker +2955,35-3011,Bartenders,Barkeep +2956,35-3011,Bartenders,Drink Mixer +2957,35-3011,Bartenders,Mixologist +2958,35-3011,Bartenders,Taproom Attendant +2959,35-3023,Fast Food and Counter Workers,Barista +2960,35-3023,Fast Food and Counter Workers,Cafe Server +2961,35-3023,Fast Food and Counter Workers,Cafeteria Server +2962,35-3023,Fast Food and Counter Workers,Concession Stand Attendant +2963,35-3023,Fast Food and Counter Workers,Food Counter Worker +2964,35-3023,Fast Food and Counter Workers,Hot Dog Vender +2965,35-3023,Fast Food and Counter Workers,Ice Cream Server +2966,35-3023,Fast Food and Counter Workers,Mess Attendant +2967,35-3023,Fast Food and Counter Workers,Snack Bar Attendant +2968,35-3031,Waiters and Waitresses,Cocktail Server +2969,35-3031,Waiters and Waitresses,Cocktail Waitress +2970,35-3031,Waiters and Waitresses,Dining Car Server +2971,35-3031,Waiters and Waitresses,Restaurant Server +2972,35-3031,Waiters and Waitresses,Wine Steward +2973,35-3041,"Food Servers, Nonrestaurant",Boat Hop +2974,35-3041,"Food Servers, Nonrestaurant",Hospital Food Service Worker +2975,35-3041,"Food Servers, Nonrestaurant",Room Service Food Server +2976,35-9011,Dining Room and Cafeteria Attendants and Bartender Helpers,Banquet Set Up Person +2977,35-9011,Dining Room and Cafeteria Attendants and Bartender Helpers,Bar Back +2978,35-9011,Dining Room and Cafeteria Attendants and Bartender Helpers,Barback +2979,35-9011,Dining Room and Cafeteria Attendants and Bartender Helpers,Buffet Attendant +2980,35-9011,Dining Room and Cafeteria Attendants and Bartender Helpers,Bus Person +2981,35-9011,Dining Room and Cafeteria Attendants and Bartender Helpers,Busser +2982,35-9011,Dining Room and Cafeteria Attendants and Bartender Helpers,Lunchroom Attendant +2983,35-9021,Dishwashers,Dish Room Worker +2984,35-9021,Dishwashers,Dishwasher +2985,35-9021,Dishwashers,Silverware Cleaner +2986,35-9031,"Hosts and Hostesses, Restaurant, Lounge, and Coffee Shop",Bar Host/Hostess +2987,35-9031,"Hosts and Hostesses, Restaurant, Lounge, and Coffee Shop",Bar Hostess +2988,35-9031,"Hosts and Hostesses, Restaurant, Lounge, and Coffee Shop",Dining Room Host +2989,35-9031,"Hosts and Hostesses, Restaurant, Lounge, and Coffee Shop",Dining Room Host/Hostess +2990,35-9031,"Hosts and Hostesses, Restaurant, Lounge, and Coffee Shop",Maitre D' +2991,35-9031,"Hosts and Hostesses, Restaurant, Lounge, and Coffee Shop",Tearoom Host/Hostess +2992,35-9031,"Hosts and Hostesses, Restaurant, Lounge, and Coffee Shop",Tearoom Hostess +2993,35-9099,"Food Preparation and Serving Related Workers, All Other",Kitchen Steward +2994,37-1011,First-Line Supervisors of Housekeeping and Janitorial Workers,Building Cleaning Supervisor +2995,37-1011,First-Line Supervisors of Housekeeping and Janitorial Workers,Cleaning Staff Supervisor +2996,37-1011,First-Line Supervisors of Housekeeping and Janitorial Workers,Custodial Supervisor +2997,37-1011,First-Line Supervisors of Housekeeping and Janitorial Workers,Head Custodian +2998,37-1011,First-Line Supervisors of Housekeeping and Janitorial Workers,Head School Custodian +2999,37-1011,First-Line Supervisors of Housekeeping and Janitorial Workers,Janitor Supervisor +3000,37-1011,First-Line Supervisors of Housekeeping and Janitorial Workers,Maid Supervisor +3001,37-1011,First-Line Supervisors of Housekeeping and Janitorial Workers,Maintenance and Custodian Supervisor +3002,37-1012,"First-Line Supervisors of Landscaping, Lawn Service, and Groundskeeping Workers",Gardening Supervisor +3003,37-1012,"First-Line Supervisors of Landscaping, Lawn Service, and Groundskeeping Workers",Greenskeeper Supervisor +3004,37-1012,"First-Line Supervisors of Landscaping, Lawn Service, and Groundskeeping Workers",Grounds Crew Supervisor +3005,37-1012,"First-Line Supervisors of Landscaping, Lawn Service, and Groundskeeping Workers",Grounds Foreman +3006,37-1012,"First-Line Supervisors of Landscaping, Lawn Service, and Groundskeeping Workers",Grounds Maintenance Supervisor +3007,37-1012,"First-Line Supervisors of Landscaping, Lawn Service, and Groundskeeping Workers",Head Greenskeeper +3008,37-1012,"First-Line Supervisors of Landscaping, Lawn Service, and Groundskeeping Workers",Horticultural Services Supervisor +3009,37-1012,"First-Line Supervisors of Landscaping, Lawn Service, and Groundskeeping Workers",Landscape Installation Foreman +3010,37-1012,"First-Line Supervisors of Landscaping, Lawn Service, and Groundskeeping Workers",Turf and Grounds Supervisor +3011,37-2011,"Janitors and Cleaners, Except Maids and Housekeeping Cleaners",Building Custodian +3012,37-2011,"Janitors and Cleaners, Except Maids and Housekeeping Cleaners",Cleaning and Maintenance Worker +3013,37-2011,"Janitors and Cleaners, Except Maids and Housekeeping Cleaners",Custodial Worker +3014,37-2011,"Janitors and Cleaners, Except Maids and Housekeeping Cleaners",Custodian +3015,37-2011,"Janitors and Cleaners, Except Maids and Housekeeping Cleaners",Floor Cleaner +3016,37-2011,"Janitors and Cleaners, Except Maids and Housekeeping Cleaners",Heavy Duty Custodian +3017,37-2011,"Janitors and Cleaners, Except Maids and Housekeeping Cleaners",Industrial Plant Custodian +3018,37-2011,"Janitors and Cleaners, Except Maids and Housekeeping Cleaners",Janitor +3019,37-2011,"Janitors and Cleaners, Except Maids and Housekeeping Cleaners",Office Cleaner +3020,37-2011,"Janitors and Cleaners, Except Maids and Housekeeping Cleaners",School Custodian +3021,37-2011,"Janitors and Cleaners, Except Maids and Housekeeping Cleaners",Window Cleaner +3022,37-2011,"Janitors and Cleaners, Except Maids and Housekeeping Cleaners",Window Washer +3023,37-2012,Maids and Housekeeping Cleaners,Chambermaid +3024,37-2012,Maids and Housekeeping Cleaners,Cleaning Maid +3025,37-2012,Maids and Housekeeping Cleaners,Cottage Attendant +3026,37-2012,Maids and Housekeeping Cleaners,Domestic Maid +3027,37-2012,Maids and Housekeeping Cleaners,House Cleaner +3028,37-2012,Maids and Housekeeping Cleaners,Housekeeping Aide +3029,37-2012,Maids and Housekeeping Cleaners,Housekeeping Staff +3030,37-2012,Maids and Housekeeping Cleaners,Motel Maid +3031,37-2012,Maids and Housekeeping Cleaners,Ward Maid +3032,37-2019,"Building Cleaning Workers, All Other",Building Pressure Washer +3033,37-2019,"Building Cleaning Workers, All Other",Chimney Sweep +3034,37-2019,"Building Cleaning Workers, All Other",Chimney Sweeper +3035,37-2021,Pest Control Workers,Exterminator +3036,37-2021,Pest Control Workers,Fumigator +3037,37-2021,Pest Control Workers,Insecticide Expert +3038,37-2021,Pest Control Workers,Mosquito Sprayer +3039,37-2021,Pest Control Workers,Pest Controller +3040,37-2021,Pest Control Workers,Rat Exterminator +3041,37-2021,Pest Control Workers,Rodent Exterminator +3042,37-2021,Pest Control Workers,Termite Technician +3043,37-2021,Pest Control Workers,Termite Treater +3044,37-3011,Landscaping and Groundskeeping Workers,Golf Course Laborer +3045,37-3011,Landscaping and Groundskeeping Workers,Greenskeeper +3046,37-3011,Landscaping and Groundskeeping Workers,Greenskeeper Laborer +3047,37-3011,Landscaping and Groundskeeping Workers,Grounds Caretaker +3048,37-3011,Landscaping and Groundskeeping Workers,Grounds Maintenance Worker +3049,37-3011,Landscaping and Groundskeeping Workers,Hedge Trimmer +3050,37-3011,Landscaping and Groundskeeping Workers,Lawn Care Worker +3051,37-3011,Landscaping and Groundskeeping Workers,Lawn Caretaker +3052,37-3011,Landscaping and Groundskeeping Workers,Lawn Maintenance Worker +3053,37-3011,Landscaping and Groundskeeping Workers,Lawn Mower +3054,37-3011,Landscaping and Groundskeeping Workers,Lawn Service Worker +3055,37-3011,Landscaping and Groundskeeping Workers,Shrub Planter +3056,37-3011,Landscaping and Groundskeeping Workers,Sod Layer +3057,37-3012,"Pesticide Handlers, Sprayers, and Applicators, Vegetation",Certified Pesticide Applicator +3058,37-3012,"Pesticide Handlers, Sprayers, and Applicators, Vegetation",Fruit Sprayer +3059,37-3012,"Pesticide Handlers, Sprayers, and Applicators, Vegetation",Herbicide Sprayer +3060,37-3012,"Pesticide Handlers, Sprayers, and Applicators, Vegetation",Orchard Sprayer +3061,37-3012,"Pesticide Handlers, Sprayers, and Applicators, Vegetation",Plant Sprayer +3062,37-3012,"Pesticide Handlers, Sprayers, and Applicators, Vegetation",Weed Sprayer +3063,37-3013,Tree Trimmers and Pruners,Pruner +3064,37-3013,Tree Trimmers and Pruners,Tree Pruner +3065,37-3013,Tree Trimmers and Pruners,Tree Specialist +3066,37-3013,Tree Trimmers and Pruners,Tree Surgeon +3067,37-3013,Tree Trimmers and Pruners,Tree Trimmer +3068,37-3013,Tree Trimmers and Pruners,Utility Arborist +3069,37-3019,"Grounds Maintenance Workers, All Other",Trail Construction Worker +3070,37-3019,"Grounds Maintenance Workers, All Other",Trail Maintenance Worker +3071,37-3019,"Grounds Maintenance Workers, All Other",Trailhead Construction Worker +3072,37-3019,"Grounds Maintenance Workers, All Other",Trailhead Maintenance Worker +3073,37-3019,"Grounds Maintenance Workers, All Other",Tree Trimmer Helper +3074,39-1013,First-line Supervisors of Gambling Services Workers,Blackjack Pit Boss +3075,39-1013,First-line Supervisors of Gambling Services Workers,Blackjack Supervisor +3076,39-1013,First-line Supervisors of Gambling Services Workers,Cardroom Manager +3077,39-1013,First-line Supervisors of Gambling Services Workers,Cardroom Supervisor +3078,39-1013,First-line Supervisors of Gambling Services Workers,Casino Slot Supervisor +3079,39-1013,First-line Supervisors of Gambling Services Workers,Casino Supervisor +3080,39-1013,First-line Supervisors of Gambling Services Workers,Electronic Gambling Device Supervisor +3081,39-1013,First-line Supervisors of Gambling Services Workers,Executive Casino Host +3082,39-1013,First-line Supervisors of Gambling Services Workers,Gambling Supervisor +3083,39-1013,First-line Supervisors of Gambling Services Workers,Pit Boss +3084,39-1013,First-line Supervisors of Gambling Services Workers,Poker Room Supervisor +3085,39-1013,First-line Supervisors of Gambling Services Workers,Slot Floor Supervisor +3086,39-1013,First-line Supervisors of Gambling Services Workers,Slot Host +3087,39-1013,First-line Supervisors of Gambling Services Workers,Slot Key Person +3088,39-1013,First-line Supervisors of Gambling Services Workers,Slot Shift Manager +3089,39-1013,First-line Supervisors of Gambling Services Workers,Table Games Supervisor +3090,39-1014,"First-line Supervisors of Entertainment and Recreation Workers, Except Gambling Services",Arcade Supervisor +3091,39-1014,"First-line Supervisors of Entertainment and Recreation Workers, Except Gambling Services",Caddy Master +3092,39-1014,"First-line Supervisors of Entertainment and Recreation Workers, Except Gambling Services",Recreation Attendant Supervisor +3093,39-1022,First-Line Supervisors of Personal Service Workers,Animal Trainer Supervisor +3094,39-1022,First-Line Supervisors of Personal Service Workers,Child Care Worker Supervisor +3095,39-1022,First-Line Supervisors of Personal Service Workers,Hair Salon Supervisor +3096,39-1022,First-Line Supervisors of Personal Service Workers,Head Butler +3097,39-2011,Animal Trainers,Dog Handler +3098,39-2011,Animal Trainers,Dog Trainer +3099,39-2011,Animal Trainers,Dolphin Trainer +3100,39-2011,Animal Trainers,Guide Dog Instructor +3101,39-2011,Animal Trainers,Guide Dog Mobility Instructor +3102,39-2011,Animal Trainers,Guide Dog Trainer +3103,39-2011,Animal Trainers,Horse Breaker +3104,39-2011,Animal Trainers,Licensed Guide Dog Instructor +3105,39-2011,Animal Trainers,Lion Trainer +3106,39-2011,Animal Trainers,Marine Mammal Trainer +3107,39-2011,Animal Trainers,Seeing Eye Dog Trainer +3108,39-2021,Animal Caretakers,Animal Care Giver +3109,39-2021,Animal Caretakers,Animal Care Technician +3110,39-2021,Animal Caretakers,Animal Caregiver +3111,39-2021,Animal Caretakers,Animal Daycare Provider +3112,39-2021,Animal Caretakers,Animal Groomer +3113,39-2021,Animal Caretakers,Animal Shelter Worker +3114,39-2021,Animal Caretakers,Animal Sitter +3115,39-2021,Animal Caretakers,Aquarist +3116,39-2021,Animal Caretakers,Aquarium Tank Attendant +3117,39-2021,Animal Caretakers,Cat and Dog Bather +3118,39-2021,Animal Caretakers,Dog Bather +3119,39-2021,Animal Caretakers,Dog Beautician +3120,39-2021,Animal Caretakers,Dog Groomer +3121,39-2021,Animal Caretakers,Dog Sitter +3122,39-2021,Animal Caretakers,Horse Exerciser +3123,39-2021,Animal Caretakers,Kennel Aide +3124,39-2021,Animal Caretakers,Kennel Attendant +3125,39-2021,Animal Caretakers,Kennel Helper +3126,39-2021,Animal Caretakers,Kennel Worker +3127,39-2021,Animal Caretakers,Pet Feeder +3128,39-2021,Animal Caretakers,Pet Groomer +3129,39-2021,Animal Caretakers,Pet Sitter +3130,39-2021,Animal Caretakers,Pet Stylist +3131,39-2021,Animal Caretakers,Zookeeper +3132,39-3011,Gambling Dealers,21 Dealer +3133,39-3011,Gambling Dealers,Blackjack Dealer +3134,39-3011,Gambling Dealers,Casino Dealer +3135,39-3011,Gambling Dealers,Casino Games Dealer +3136,39-3011,Gambling Dealers,Craps Dealer +3137,39-3011,Gambling Dealers,Keno Dealer +3138,39-3011,Gambling Dealers,Poker Dealer +3139,39-3011,Gambling Dealers,Roulette Dealer +3140,39-3011,Gambling Dealers,Table Games Dealer +3141,39-3012,Gambling and Sports Book Writers and Runners,Betting Clerk +3142,39-3012,Gambling and Sports Book Writers and Runners,Bingo Worker +3143,39-3012,Gambling and Sports Book Writers and Runners,Bookie +3144,39-3012,Gambling and Sports Book Writers and Runners,Casino Floor Runner +3145,39-3012,Gambling and Sports Book Writers and Runners,Keno Runner +3146,39-3012,Gambling and Sports Book Writers and Runners,Keno Writer +3147,39-3012,Gambling and Sports Book Writers and Runners,Race and Sports Book Writer +3148,39-3012,Gambling and Sports Book Writers and Runners,Race Book Writer +3149,39-3012,Gambling and Sports Book Writers and Runners,Sports Book Board Attendant +3150,39-3012,Gambling and Sports Book Writers and Runners,Sportsbook Ticket Writer +3151,39-3019,"Gambling Service Workers, All Other",Card Table Attendant +3152,39-3019,"Gambling Service Workers, All Other",Pit Clerk +3153,39-3019,"Gambling Service Workers, All Other",Poker Prop Player +3154,39-3019,"Gambling Service Workers, All Other",Proposition Player +3155,39-3019,"Gambling Service Workers, All Other",Shill +3156,39-3021,Motion Picture Projectionists,Chief Projectionist +3157,39-3021,Motion Picture Projectionists,Film Projector Operator +3158,39-3021,Motion Picture Projectionists,Motion Picture Operator +3159,39-3021,Motion Picture Projectionists,Motion Picture Projectionist +3160,39-3021,Motion Picture Projectionists,Movie Projectionist +3161,39-3021,Motion Picture Projectionists,Projector Booth Operator +3162,39-3021,Motion Picture Projectionists,Stereoptician +3163,39-3031,"Ushers, Lobby Attendants, and Ticket Takers",Drive-In Theater Attendant +3164,39-3031,"Ushers, Lobby Attendants, and Ticket Takers",Lobby Attendant +3165,39-3031,"Ushers, Lobby Attendants, and Ticket Takers",Theater Usher +3166,39-3031,"Ushers, Lobby Attendants, and Ticket Takers",Ticket Attendant +3167,39-3031,"Ushers, Lobby Attendants, and Ticket Takers",Ticket Collector +3168,39-3031,"Ushers, Lobby Attendants, and Ticket Takers",Usher +3169,39-3091,Amusement and Recreation Attendants,Amusement Park Worker +3170,39-3091,Amusement and Recreation Attendants,Animal Ride Attendant +3171,39-3091,Amusement and Recreation Attendants,Arcade Attendant +3172,39-3091,Amusement and Recreation Attendants,Carnival Worker +3173,39-3091,Amusement and Recreation Attendants,Ferris Wheel Operator +3174,39-3091,Amusement and Recreation Attendants,Golf Caddy +3175,39-3091,Amusement and Recreation Attendants,Ice Rink Attendant +3176,39-3091,Amusement and Recreation Attendants,Ride Operator +3177,39-3091,Amusement and Recreation Attendants,Rides Attendant +3178,39-3091,Amusement and Recreation Attendants,Ski Lift Attendant +3179,39-3091,Amusement and Recreation Attendants,Ski Lift Operator +3180,39-3091,Amusement and Recreation Attendants,Sports Complex Attendant +3181,39-3092,Costume Attendants,Theatrical Wardrobe Attendant +3182,39-3092,Costume Attendants,Theatrical Wardrobe Dresser +3183,39-3092,Costume Attendants,Wardrobe Assistant +3184,39-3092,Costume Attendants,Wardrobe Attendant +3185,39-3092,Costume Attendants,Wardrobe Custodian +3186,39-3092,Costume Attendants,Wardrobe Dresser +3187,39-3092,Costume Attendants,Wardrobe Supervisor +3188,39-3093,"Locker Room, Coatroom, and Dressing Room Attendants",Athletic Equipment Manager +3189,39-3093,"Locker Room, Coatroom, and Dressing Room Attendants",Bathhouse Attendant +3190,39-3093,"Locker Room, Coatroom, and Dressing Room Attendants",Checkroom Attendant +3191,39-3093,"Locker Room, Coatroom, and Dressing Room Attendants",Cloak Room Attendant +3192,39-3093,"Locker Room, Coatroom, and Dressing Room Attendants",Coat Checker +3193,39-3093,"Locker Room, Coatroom, and Dressing Room Attendants",Ladies Locker Room Attendant +3194,39-3093,"Locker Room, Coatroom, and Dressing Room Attendants",Locker Room Attendant +3195,39-3093,"Locker Room, Coatroom, and Dressing Room Attendants",Locker Room Manager +3196,39-3093,"Locker Room, Coatroom, and Dressing Room Attendants",Locker Room Supervisor +3197,39-3093,"Locker Room, Coatroom, and Dressing Room Attendants",Washroom Attendant +3198,39-3099,"Entertainment Attendants and Related Workers, All Other",Jockey Valet +3199,39-4011,Embalmers,Anatomical Embalmer +3200,39-4011,Embalmers,Arterial Embalmer +3201,39-4011,Embalmers,Embalmer Apprentice +3202,39-4011,Embalmers,Licensed Embalmer +3203,39-4011,Embalmers,Restorative Art Embalmer +3204,39-4012,Crematory Operators,Cremation Arranger +3205,39-4012,Crematory Operators,Cremator +3206,39-4012,Crematory Operators,Crematory Operator +3207,39-4021,Funeral Attendants,Funeral Assistant +3208,39-4021,Funeral Attendants,Funeral Greeter +3209,39-4021,Funeral Attendants,Funeral Home Assistant +3210,39-4021,Funeral Attendants,Funeral Home Associate +3211,39-4021,Funeral Attendants,Mortician Helper +3212,39-4021,Funeral Attendants,Pallbearer +3213,39-4021,Funeral Attendants,Undertaker Helper +3214,39-4031,"Morticians, Undertakers, and Funeral Arrangers",Certified Mortician +3215,39-4031,"Morticians, Undertakers, and Funeral Arrangers",Funeral Arrangement Director +3216,39-4031,"Morticians, Undertakers, and Funeral Arrangers",Funeral Arranger +3217,39-5011,Barbers,Barber Apprentice +3218,39-5011,Barbers,Master Barber +3219,39-5012,"Hairdressers, Hairstylists, and Cosmetologists",Beautician +3220,39-5012,"Hairdressers, Hairstylists, and Cosmetologists",Cosmetologist +3221,39-5012,"Hairdressers, Hairstylists, and Cosmetologists",Funeral Home Makeup Artist +3222,39-5012,"Hairdressers, Hairstylists, and Cosmetologists",Hair and Makeup Designer +3223,39-5012,"Hairdressers, Hairstylists, and Cosmetologists",Hair Colorist +3224,39-5012,"Hairdressers, Hairstylists, and Cosmetologists",Hair Stylist +3225,39-5012,"Hairdressers, Hairstylists, and Cosmetologists",Hairdresser +3226,39-5012,"Hairdressers, Hairstylists, and Cosmetologists",Hairpiece Stylist +3227,39-5012,"Hairdressers, Hairstylists, and Cosmetologists",Wedding Makeup Artist +3228,39-5012,"Hairdressers, Hairstylists, and Cosmetologists",Wig Stylist +3229,39-5091,"Makeup Artists, Theatrical and Performance",Special Effects Makeup Artist +3230,39-5092,Manicurists and Pedicurists,Fingernail Sculptor +3231,39-5092,Manicurists and Pedicurists,Nail Technician +3232,39-5092,Manicurists and Pedicurists,Pedicurist +3233,39-5093,Shampooers,Scalp Treatment Specialist +3234,39-5093,Shampooers,Shampoo Assistant +3235,39-5093,Shampooers,Shampoo Technician +3236,39-5094,Skincare Specialists,Electrolysis Needle Operator +3237,39-5094,Skincare Specialists,Electrolysis Operator +3238,39-5094,Skincare Specialists,Electrolysist +3239,39-5094,Skincare Specialists,Esthetician +3240,39-5094,Skincare Specialists,Facialist +3241,39-5094,Skincare Specialists,Licensed Esthetician +3242,39-5094,Skincare Specialists,Medical Esthetician +3243,39-5094,Skincare Specialists,Skin Care Technician +3244,39-6011,Baggage Porters and Bellhops,Baggage Porter +3245,39-6011,Baggage Porters and Bellhops,Bell Staff +3246,39-6011,Baggage Porters and Bellhops,Bellperson +3247,39-6011,Baggage Porters and Bellhops,Bellstaff +3248,39-6011,Baggage Porters and Bellhops,Hotel Baggage Handler +3249,39-6011,Baggage Porters and Bellhops,Luggage Attendant +3250,39-6011,Baggage Porters and Bellhops,Redcap +3251,39-6011,Baggage Porters and Bellhops,Skycap +3252,39-6012,Concierges,Activities Concierge +3253,39-6012,Concierges,Club Concierge +3254,39-6012,Concierges,Conference Concierge +3255,39-6012,Concierges,Guest Service Supervisor +3256,39-6012,Concierges,Hotel Concierge +3257,39-6012,Concierges,Hotel Guest Service Agent +3258,39-7011,Tour Guides and Escorts,Historical Interpreter +3259,39-7011,Tour Guides and Escorts,Historical Site Guide +3260,39-7011,Tour Guides and Escorts,Museum Docent +3261,39-7011,Tour Guides and Escorts,Museum Guide +3262,39-7011,Tour Guides and Escorts,Sightseeing Guide +3263,39-7011,Tour Guides and Escorts,Tourist Escort +3264,39-7011,Tour Guides and Escorts,Tourist Guide +3265,39-7012,Travel Guides,Cruise Director +3266,39-7012,Travel Guides,River Expedition Guide +3267,39-7012,Travel Guides,Tour Coordinator +3268,39-7012,Travel Guides,Tour Director +3269,39-9011,Childcare Workers,Au Pair +3270,39-9011,Childcare Workers,Baby Sitter +3271,39-9011,Childcare Workers,Before and After School Daycare Worker +3272,39-9011,Childcare Workers,Childcare Aide +3273,39-9011,Childcare Workers,Childcare Attendant +3274,39-9011,Childcare Workers,Day Care Attendant +3275,39-9011,Childcare Workers,Day Care Worker +3276,39-9011,Childcare Workers,Daycare Aide +3277,39-9011,Childcare Workers,Daycare Provider +3278,39-9011,Childcare Workers,Governess +3279,39-9011,Childcare Workers,Nanny +3280,39-9011,Childcare Workers,Nursery Day Care Worker +3281,39-9011,Childcare Workers,Playground Aide +3282,39-9031,Exercise Trainers and Group Fitness Instructors,Aerobics Instructor +3283,39-9031,Exercise Trainers and Group Fitness Instructors,Certified Personal Trainer +3284,39-9031,Exercise Trainers and Group Fitness Instructors,Fitness Trainer +3285,39-9031,Exercise Trainers and Group Fitness Instructors,Group Exercise Instructor +3286,39-9031,Exercise Trainers and Group Fitness Instructors,Group Fitness Instructor +3287,39-9031,Exercise Trainers and Group Fitness Instructors,Personal Fitness Trainer +3288,39-9031,Exercise Trainers and Group Fitness Instructors,Personal Trainer +3289,39-9031,Exercise Trainers and Group Fitness Instructors,Weight Trainer +3290,39-9031,Exercise Trainers and Group Fitness Instructors,Weight Training Instructor +3291,39-9031,Exercise Trainers and Group Fitness Instructors,Yoga Instructor +3292,39-9031,Exercise Trainers and Group Fitness Instructors,Yoga Teacher +3293,39-9032,Recreation Workers,Camp Counselor +3294,39-9032,Recreation Workers,Recreation Assistant +3295,39-9032,Recreation Workers,Recreational Activities Aide +3296,39-9032,Recreation Workers,Recreational Activities Assistant +3297,39-9032,Recreation Workers,Recreational Aide +3298,39-9041,Residential Advisors,Dormitory Counselor +3299,39-9041,Residential Advisors,House Parent +3300,39-9041,Residential Advisors,Residence Director +3301,39-9041,Residential Advisors,Residence Life Coordinator +3302,39-9041,Residential Advisors,Residential Director +3303,39-9041,Residential Advisors,Residential Life Director +3304,39-9041,Residential Advisors,Sorority Mother +3305,39-9099,"Personal Care and Service Workers, All Other",Butler +3306,39-9099,"Personal Care and Service Workers, All Other",Doula +3307,39-9099,"Personal Care and Service Workers, All Other",House Sitter +3308,39-9099,"Personal Care and Service Workers, All Other",Magnetic Healer +3309,39-9099,"Personal Care and Service Workers, All Other",Shoe Shiner +3310,39-9099,"Personal Care and Service Workers, All Other",Valet +3311,41-1011,First-Line Supervisors of Retail Sales Workers,Assistant Store Manager +3312,41-1011,First-Line Supervisors of Retail Sales Workers,Cashier Manager +3313,41-1011,First-Line Supervisors of Retail Sales Workers,Cashier Supervisor +3314,41-1011,First-Line Supervisors of Retail Sales Workers,Delicatessen Department Manager +3315,41-1011,First-Line Supervisors of Retail Sales Workers,Produce Department Supervisor +3316,41-1011,First-Line Supervisors of Retail Sales Workers,Sales Clerk Supervisor +3317,41-1011,First-Line Supervisors of Retail Sales Workers,Used Car Sales Supervisor +3318,41-1012,First-Line Supervisors of Non-Retail Sales Workers,Blood Donor Recruiter Supervisor +3319,41-1012,First-Line Supervisors of Non-Retail Sales Workers,Insurance Sales Supervisor +3320,41-1012,First-Line Supervisors of Non-Retail Sales Workers,Radio Time Sales Supervisor +3321,41-1012,First-Line Supervisors of Non-Retail Sales Workers,Real Estate Sales Supervisor +3322,41-1012,First-Line Supervisors of Non-Retail Sales Workers,Stock Broker Supervisor +3323,41-1012,First-Line Supervisors of Non-Retail Sales Workers,Telemarketer Supervisor +3324,41-1012,First-Line Supervisors of Non-Retail Sales Workers,Telemarketing Manager +3325,41-1012,First-Line Supervisors of Non-Retail Sales Workers,Telesales Supervisor +3326,41-2011,Cashiers,Cash Register Operator +3327,41-2011,Cashiers,Check Out Cashier +3328,41-2011,Cashiers,Fare Collector +3329,41-2011,Cashiers,Grocery Checker +3330,41-2011,Cashiers,Hotel Dining Room Cashier +3331,41-2011,Cashiers,Snack Bar Cashier +3332,41-2011,Cashiers,Toll Booth Operator +3333,41-2011,Cashiers,Toll Collector +3334,41-2012,Gambling Change Persons and Booth Cashiers,Mutuel Teller +3335,41-2012,Gambling Change Persons and Booth Cashiers,Slot Attendant +3336,41-2021,Counter and Rental Clerks,Airplane Charter Clerk +3337,41-2021,Counter and Rental Clerks,Apartment Rental Clerk +3338,41-2021,Counter and Rental Clerks,Automobile Rental Clerk +3339,41-2021,Counter and Rental Clerks,Automotive Service Writer +3340,41-2021,Counter and Rental Clerks,Bicycle Rental Clerk +3341,41-2021,Counter and Rental Clerks,Boat Rental Clerk +3342,41-2021,Counter and Rental Clerks,Car Rental Agent +3343,41-2021,Counter and Rental Clerks,Dry Cleaning Counter Clerk +3344,41-2021,Counter and Rental Clerks,Layaway Clerk +3345,41-2021,Counter and Rental Clerks,Rental Clerk +3346,41-2021,Counter and Rental Clerks,Storage Facility Rental Clerk +3347,41-2021,Counter and Rental Clerks,Video Rental Clerk +3348,41-2022,Parts Salespersons,Appliance Parts Counter Clerk +3349,41-2022,Parts Salespersons,Auto Parts Salesperson +3350,41-2022,Parts Salespersons,Electronic Parts Salesperson +3351,41-2022,Parts Salespersons,Parts Clerk +3352,41-2022,Parts Salespersons,Parts Counter Clerk +3353,41-2031,Retail Salespersons,Automotive Salesperson +3354,41-2031,Retail Salespersons,Department Store Salesperson +3355,41-2031,Retail Salespersons,Menswear Salesperson +3356,41-2031,Retail Salespersons,New Car Salesperson +3357,41-2031,Retail Salespersons,Pet Supplies Salesperson +3358,41-2031,Retail Salespersons,Pets Salesperson +3359,41-2031,Retail Salespersons,Shoe Salesperson +3360,41-2031,Retail Salespersons,Used Car Salesperson +3361,41-2031,Retail Salespersons,Women's Apparel Salesperson +3362,41-3011,Advertising Sales Agents,Advertising Account Executive +3363,41-3011,Advertising Sales Agents,Advertising Agent +3364,41-3011,Advertising Sales Agents,Advertising Solicitor +3365,41-3011,Advertising Sales Agents,Display Advertising Sales Representative +3366,41-3011,Advertising Sales Agents,Inside Sales Advertising Executive +3367,41-3011,Advertising Sales Agents,Outside Sales Advertising Executive +3368,41-3011,Advertising Sales Agents,Radio Time Salesperson +3369,41-3011,Advertising Sales Agents,Signs and Displays Salesperson +3370,41-3011,Advertising Sales Agents,Yellow Pages Space Salesperson +3371,41-3021,Insurance Sales Agents,Health Insurance Sales Agent +3372,41-3021,Insurance Sales Agents,Insurance Agent +3373,41-3021,Insurance Sales Agents,Insurance Broker +3374,41-3021,Insurance Sales Agents,Life Insurance Agent +3375,41-3021,Insurance Sales Agents,Life Insurance Salesperson +3376,41-3021,Insurance Sales Agents,Pension Agent +3377,41-3031,"Securities, Commodities, and Financial Services Sales Agents",Commodities Broker +3378,41-3031,"Securities, Commodities, and Financial Services Sales Agents",Commodity Trader +3379,41-3031,"Securities, Commodities, and Financial Services Sales Agents",Equity Trader +3380,41-3031,"Securities, Commodities, and Financial Services Sales Agents",Foreign Exchange Trader +3381,41-3031,"Securities, Commodities, and Financial Services Sales Agents",Investment Banker +3382,41-3031,"Securities, Commodities, and Financial Services Sales Agents",Municipal Bond Trader +3383,41-3031,"Securities, Commodities, and Financial Services Sales Agents",Mutual Fund Sales Agent +3384,41-3031,"Securities, Commodities, and Financial Services Sales Agents",Securities Trader +3385,41-3031,"Securities, Commodities, and Financial Services Sales Agents",Stock Broker +3386,41-3031,"Securities, Commodities, and Financial Services Sales Agents",Stock Trader +3387,41-3041,Travel Agents,Auto Travel Counselor +3388,41-3041,Travel Agents,Certified Corporate Travel Executive +3389,41-3041,Travel Agents,Certified Travel Counselor +3390,41-3041,Travel Agents,Corporate Travel Expert +3391,41-3041,Travel Agents,Travel Consultant +3392,41-3041,Travel Agents,Travel Counselor +3393,41-3041,Travel Agents,Travel Service Consultant +3394,41-3091,"Sales Representatives of Services, Except Advertising, Insurance, Financial Services, and Travel",Automobile Club Membership Sales Agent +3395,41-3091,"Sales Representatives of Services, Except Advertising, Insurance, Financial Services, and Travel",Bookkeeping Service Sales Agent +3396,41-3091,"Sales Representatives of Services, Except Advertising, Insurance, Financial Services, and Travel",Business Services Sales Representative +3397,41-3091,"Sales Representatives of Services, Except Advertising, Insurance, Financial Services, and Travel",Membership Solicitor +3398,41-3091,"Sales Representatives of Services, Except Advertising, Insurance, Financial Services, and Travel",Pest Control Service Sales Agent +3399,41-4011,"Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products",Chemical Sales Representative +3400,41-4011,"Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products",Electroplating Sales Representative +3401,41-4011,"Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products",Engineering Supplies Sales +3402,41-4011,"Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products",Pharmaceutical Detailer +3403,41-4011,"Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products",Pharmaceutical Sales Representative +3404,41-4011,"Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products",Pharmaceutical Salesperson +3405,41-4011,"Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products",Surgical Instruments Sales Representative +3406,41-4011,"Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products",Wholesale Ultrasonic Equipment Salesperson +3407,41-4012,"Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products",Bottling Equipment Sales Representative +3408,41-4012,"Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products",Freight Broker +3409,41-4012,"Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products",Hotel Supplies Salesperson +3410,41-4012,"Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products",Mortician Supplies Sales Representative +3411,41-4012,"Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products",Pulpwood Dealer +3412,41-4012,"Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products",Wholesale Diamond Broker +3413,41-9011,Demonstrators and Product Promoters,Home Demonstrator +3414,41-9011,Demonstrators and Product Promoters,Home Service Demonstrator +3415,41-9011,Demonstrators and Product Promoters,Hostess Party Sales Representative +3416,41-9011,Demonstrators and Product Promoters,In-Store Demonstrator +3417,41-9012,Models,Artist's Model +3418,41-9012,Models,Clothes Model +3419,41-9012,Models,Fashion Model +3420,41-9012,Models,Figure Model +3421,41-9012,Models,Hand Model +3422,41-9012,Models,Hat Model +3423,41-9012,Models,Photographer's Model +3424,41-9012,Models,Studio Model +3425,41-9021,Real Estate Brokers,Licensed Real Estate Broker +3426,41-9022,Real Estate Sales Agents,Agricultural Real Estate Agent +3427,41-9022,Real Estate Sales Agents,Apartment Rental Agent +3428,41-9022,Real Estate Sales Agents,Industrial Real Estate Agent +3429,41-9022,Real Estate Sales Agents,Land Sales Agent +3430,41-9022,Real Estate Sales Agents,Right of Way Agent +3431,41-9031,Sales Engineers,Aerospace Products Sales Engineer +3432,41-9031,Sales Engineers,Missile Navigation Systems Sales Engineer +3433,41-9031,Sales Engineers,Nuclear Equipment Sales Engineer +3434,41-9041,Telemarketers,Inbound Telemarketer +3435,41-9041,Telemarketers,Outbound Telemarketer +3436,41-9041,Telemarketers,Telemarketing Sales Representative +3437,41-9041,Telemarketers,Telephone Solicitor +3438,41-9041,Telemarketers,Telesales Representative +3439,41-9041,Telemarketers,Telesales Specialist +3440,41-9091,"Door-to-Door Sales Workers, News and Street Vendors, and Related Workers",Newspaper Carrier +3441,41-9091,"Door-to-Door Sales Workers, News and Street Vendors, and Related Workers",Newstand Vendor +3442,41-9091,"Door-to-Door Sales Workers, News and Street Vendors, and Related Workers",Peddler +3443,41-9091,"Door-to-Door Sales Workers, News and Street Vendors, and Related Workers",Souvenir Street Vendor +3444,41-9099,"Sales and Related Workers, All Other",Auctioneer +3445,41-9099,"Sales and Related Workers, All Other",Blood Donor Recruiter +3446,41-9099,"Sales and Related Workers, All Other",Leaflet Distributor +3447,41-9099,"Sales and Related Workers, All Other",Livestock Auctioneer +3448,41-9099,"Sales and Related Workers, All Other",Pawn Shop Clerk +3449,41-9099,"Sales and Related Workers, All Other",Personal Shopper +3450,41-9099,"Sales and Related Workers, All Other",Store Gift Wrap Associate +3451,43-1011,First-Line Supervisors of Office and Administrative Support Workers,Accounts Payable Supervisor +3452,43-1011,First-Line Supervisors of Office and Administrative Support Workers,Billing Department Supervisor +3453,43-1011,First-Line Supervisors of Office and Administrative Support Workers,Billing Supervisor +3454,43-1011,First-Line Supervisors of Office and Administrative Support Workers,Clerical Supervisor +3455,43-1011,First-Line Supervisors of Office and Administrative Support Workers,Data Entry Supervisor +3456,43-1011,First-Line Supervisors of Office and Administrative Support Workers,Medical Billing Supervisor +3457,43-1011,First-Line Supervisors of Office and Administrative Support Workers,Office Services Supervisor +3458,43-1011,First-Line Supervisors of Office and Administrative Support Workers,Payroll Supervisor +3459,43-1011,First-Line Supervisors of Office and Administrative Support Workers,Records Supervisor +3460,43-1011,First-Line Supervisors of Office and Administrative Support Workers,Teller Supervisor +3461,43-1011,First-Line Supervisors of Office and Administrative Support Workers,Timekeeping Supervisor +3462,43-2011,"Switchboard Operators, Including Answering Service",PBX Operator +3463,43-2011,"Switchboard Operators, Including Answering Service",Private Branch Exchange Operator +3464,43-2011,"Switchboard Operators, Including Answering Service",Telephone Answering Service Operator +3465,43-2011,"Switchboard Operators, Including Answering Service",Telephone Switchboard Operator +3466,43-2021,Telephone Operators,411 Directory Assistance Operator +3467,43-2021,Telephone Operators,Directory Assistance Operator +3468,43-2021,Telephone Operators,Information Operator +3469,43-2021,Telephone Operators,Local Telephone Operator +3470,43-2021,Telephone Operators,Long Distance Operator +3471,43-2021,Telephone Operators,Telephone Exchange Operator +3472,43-2099,"Communications Equipment Operators, All Other",Communications Equipment Operator +3473,43-2099,"Communications Equipment Operators, All Other",Radio Operator +3474,43-2099,"Communications Equipment Operators, All Other",Telegraph and Teletype Operator +3475,43-2099,"Communications Equipment Operators, All Other",Telex Operator +3476,43-3011,Bill and Account Collectors,Accounts Collector +3477,43-3011,Bill and Account Collectors,Bill Collector +3478,43-3011,Bill and Account Collectors,Billing Representative +3479,43-3011,Bill and Account Collectors,Collection Agent +3480,43-3011,Bill and Account Collectors,Collections Clerk +3481,43-3011,Bill and Account Collectors,Collections Representative +3482,43-3011,Bill and Account Collectors,Debt Collector +3483,43-3011,Bill and Account Collectors,Installment Agent +3484,43-3011,Bill and Account Collectors,Installment Loan Collector +3485,43-3011,Bill and Account Collectors,Insurance Collector +3486,43-3011,Bill and Account Collectors,Payment Collector +3487,43-3011,Bill and Account Collectors,Repossessor +3488,43-3021,Billing and Posting Clerks,Billing Clerk +3489,43-3021,Billing and Posting Clerks,Invoice Clerk +3490,43-3021,Billing and Posting Clerks,Invoice Control Clerk +3491,43-3021,Billing and Posting Clerks,Posting Clerk +3492,43-3021,Billing and Posting Clerks,Statement Clerk +3493,43-3021,Billing and Posting Clerks,Statement Distribution Clerk +3494,43-3021,Billing and Posting Clerks,Statement Processor +3495,43-3031,"Bookkeeping, Accounting, and Auditing Clerks",Accounts Receivable Assistant +3496,43-3031,"Bookkeeping, Accounting, and Auditing Clerks",Accounts Receivable Clerk +3497,43-3031,"Bookkeeping, Accounting, and Auditing Clerks",Auditing Clerk +3498,43-3031,"Bookkeeping, Accounting, and Auditing Clerks",Bookkeeper +3499,43-3031,"Bookkeeping, Accounting, and Auditing Clerks",Fixed Capital Clerk +3500,43-3031,"Bookkeeping, Accounting, and Auditing Clerks",Foreign Exchange Position Clerk +3501,43-3031,"Bookkeeping, Accounting, and Auditing Clerks",Mortgage Accounting Clerk +3502,43-3041,Gambling Cage Workers,Cage Cashier +3503,43-3041,Gambling Cage Workers,Casino Cage Cashier +3504,43-3041,Gambling Cage Workers,Casino Cashier +3505,43-3041,Gambling Cage Workers,Gambling Cage Cashier +3506,43-3041,Gambling Cage Workers,Gambling Cashier +3507,43-3051,Payroll and Timekeeping Clerks,Flight Crew Time Clerk +3508,43-3051,Payroll and Timekeeping Clerks,Payroll Bookkeeper +3509,43-3051,Payroll and Timekeeping Clerks,Personnel Scheduler +3510,43-3051,Payroll and Timekeeping Clerks,Time and Attendance Clerk +3511,43-3051,Payroll and Timekeeping Clerks,Time Clerk +3512,43-3051,Payroll and Timekeeping Clerks,Timekeeper +3513,43-3061,Procurement Clerks,Procurement Assistant +3514,43-3061,Procurement Clerks,Purchasing Assistant +3515,43-3061,Procurement Clerks,Purchasing Clerk +3516,43-3071,Tellers,Bank Teller +3517,43-3071,Tellers,Commercial Teller +3518,43-3071,Tellers,Exchange Teller +3519,43-3071,Tellers,Foreign Banknote Teller +3520,43-3071,Tellers,Foreign Exchange Clerk +3521,43-3071,Tellers,Loan Teller +3522,43-3071,Tellers,Money Order Clerk +3523,43-3071,Tellers,Receiving Teller +3524,43-3071,Tellers,Savings Teller +3525,43-3071,Tellers,Securities Teller +3526,43-3099,"Financial Clerks, All Other",Bank Vault Attendant +3527,43-3099,"Financial Clerks, All Other",Bank Vault Clerk +3528,43-3099,"Financial Clerks, All Other",Bank Vault Custodian +3529,43-3099,"Financial Clerks, All Other",Financial Operations Clerk +3530,43-3099,"Financial Clerks, All Other",Financial Reserve Clerk +3531,43-3099,"Financial Clerks, All Other",Safe Deposit Clerk +3532,43-3099,"Financial Clerks, All Other",Safety Deposit Clerk +3533,43-3099,"Financial Clerks, All Other",Vault Teller +3534,43-4011,Brokerage Clerks,Brokerage Purchase-and-Sale Clerk +3535,43-4011,Brokerage Clerks,Commodities Clerk +3536,43-4011,Brokerage Clerks,Dividend Clerk +3537,43-4011,Brokerage Clerks,Securities Clerk +3538,43-4021,Correspondence Clerks,Claims Correspondence Clerk +3539,43-4021,Correspondence Clerks,Correspondence Representative +3540,43-4021,Correspondence Clerks,Correspondence Transcriber +3541,43-4021,Correspondence Clerks,Customer Service Correspondence Clerk +3542,43-4021,Correspondence Clerks,Fan Mail Editor +3543,43-4021,Correspondence Clerks,Medicare Correspondence Representative +3544,43-4021,Correspondence Clerks,Student Loan Correspondent +3545,43-4031,"Court, Municipal, and License Clerks",Circuit Court Clerk +3546,43-4031,"Court, Municipal, and License Clerks",City Clerk +3547,43-4031,"Court, Municipal, and License Clerks",Court Clerk +3548,43-4031,"Court, Municipal, and License Clerks",Courtroom Clerk +3549,43-4031,"Court, Municipal, and License Clerks",Deputy Court Clerk +3550,43-4031,"Court, Municipal, and License Clerks",Docket Clerk +3551,43-4031,"Court, Municipal, and License Clerks",Dog Licenser +3552,43-4031,"Court, Municipal, and License Clerks",License Clerk +3553,43-4031,"Court, Municipal, and License Clerks",Motor Vehicle License Clerk +3554,43-4031,"Court, Municipal, and License Clerks",Motor Vehicle Representative +3555,43-4031,"Court, Municipal, and License Clerks",Municipal Clerk +3556,43-4031,"Court, Municipal, and License Clerks",Tax Clerk +3557,43-4031,"Court, Municipal, and License Clerks",Township Clerk +3558,43-4031,"Court, Municipal, and License Clerks",Warrant Clerk +3559,43-4041,"Credit Authorizers, Checkers, and Clerks",Charge Authorizer +3560,43-4041,"Credit Authorizers, Checkers, and Clerks",Commercial Credit Reviewer +3561,43-4041,"Credit Authorizers, Checkers, and Clerks",Credit Authorizer +3562,43-4041,"Credit Authorizers, Checkers, and Clerks",Credit Charge Authorizer +3563,43-4041,"Credit Authorizers, Checkers, and Clerks",Credit Checker +3564,43-4041,"Credit Authorizers, Checkers, and Clerks",Credit Investigator +3565,43-4041,"Credit Authorizers, Checkers, and Clerks",Credit Processor +3566,43-4041,"Credit Authorizers, Checkers, and Clerks",Credit Rating Checker +3567,43-4041,"Credit Authorizers, Checkers, and Clerks",Credit Reference Clerk +3568,43-4041,"Credit Authorizers, Checkers, and Clerks",Credit Report Checker +3569,43-4051,Customer Service Representatives,Complaint Clerk +3570,43-4051,Customer Service Representatives,Contact Center Specialist +3571,43-4051,Customer Service Representatives,Customer Complaint Clerk +3572,43-4051,Customer Service Representatives,Customer Contact Specialist +3573,43-4051,Customer Service Representatives,Customer Relations Representative +3574,43-4051,Customer Service Representatives,Customer Support Representative +3575,43-4051,Customer Service Representatives,Gas Distribution and Emergency Clerk +3576,43-4051,Customer Service Representatives,Passenger Relations Representative +3577,43-4051,Customer Service Representatives,Policyholder Information Clerk +3578,43-4051,Customer Service Representatives,Warranty Clerk +3579,43-4061,"Eligibility Interviewers, Government Programs",Medicare Interviewer +3580,43-4061,"Eligibility Interviewers, Government Programs",Public Housing Interviewer +3581,43-4061,"Eligibility Interviewers, Government Programs",Social Security Benefits Interviewer +3582,43-4061,"Eligibility Interviewers, Government Programs",Unemployment Benefits Claims Taker +3583,43-4061,"Eligibility Interviewers, Government Programs",Welfare Interviewer +3584,43-4071,File Clerks,Cut File Clerk +3585,43-4071,File Clerks,Document Clerk +3586,43-4071,File Clerks,File Keeper +3587,43-4071,File Clerks,Index Clerk +3588,43-4071,File Clerks,Records Clerk +3589,43-4081,"Hotel, Motel, and Resort Desk Clerks",Assistant Innkeeper +3590,43-4081,"Hotel, Motel, and Resort Desk Clerks",Hotel Desk Clerk +3591,43-4081,"Hotel, Motel, and Resort Desk Clerks",Hotel Front Desk Clerk +3592,43-4081,"Hotel, Motel, and Resort Desk Clerks",Hotel Registration Clerk +3593,43-4081,"Hotel, Motel, and Resort Desk Clerks",Motel Clerk +3594,43-4081,"Hotel, Motel, and Resort Desk Clerks",Motel Front Desk Attendant +3595,43-4081,"Hotel, Motel, and Resort Desk Clerks",Resort Desk Clerk +3596,43-4111,"Interviewers, Except Eligibility and Loan",Admitting Interviewer +3597,43-4111,"Interviewers, Except Eligibility and Loan",Census Clerk +3598,43-4111,"Interviewers, Except Eligibility and Loan",Census Taker +3599,43-4111,"Interviewers, Except Eligibility and Loan",Field Enumerator +3600,43-4111,"Interviewers, Except Eligibility and Loan",Market Research Interviewer +3601,43-4111,"Interviewers, Except Eligibility and Loan",Outpatient Interviewing Clerk +3602,43-4111,"Interviewers, Except Eligibility and Loan",Survey Interviewer +3603,43-4111,"Interviewers, Except Eligibility and Loan",Telephone Interviewer +3604,43-4121,"Library Assistants, Clerical",Book Sorter +3605,43-4121,"Library Assistants, Clerical",Braille and Talking Books Clerk +3606,43-4121,"Library Assistants, Clerical",Circulation Clerk +3607,43-4121,"Library Assistants, Clerical",Film Library Clerk +3608,43-4121,"Library Assistants, Clerical",Library Aide +3609,43-4121,"Library Assistants, Clerical",Library Assistant +3610,43-4121,"Library Assistants, Clerical",Library Circulation Clerk +3611,43-4121,"Library Assistants, Clerical",Library Clerk +3612,43-4121,"Library Assistants, Clerical",Medical Library Assistant +3613,43-4121,"Library Assistants, Clerical",Microfilm Clerk +3614,43-4131,Loan Interviewers and Clerks,Loan Interviewer +3615,43-4131,Loan Interviewers and Clerks,Loan Processor +3616,43-4131,Loan Interviewers and Clerks,Mortgage Closing Clerk +3617,43-4131,Loan Interviewers and Clerks,Mortgage Loan Closer +3618,43-4131,Loan Interviewers and Clerks,Mortgage Loan Processing Clerk +3619,43-4131,Loan Interviewers and Clerks,Mortgage Loan Processor +3620,43-4131,Loan Interviewers and Clerks,Mortgage Processor +3621,43-4141,New Accounts Clerks,Banking Services Clerk +3622,43-4141,New Accounts Clerks,New Accounts Banking Representative +3623,43-4141,New Accounts Clerks,New Client Banking Services Clerk +3624,43-4151,Order Clerks,Catalogue Clerk +3625,43-4151,Order Clerks,Classified Ad Clerk +3626,43-4151,Order Clerks,Mail Order Clerk +3627,43-4151,Order Clerks,Order Desk Clerk +3628,43-4151,Order Clerks,Service Order Clerk +3629,43-4151,Order Clerks,Subscription Clerk +3630,43-4151,Order Clerks,Want Ad Clerk +3631,43-4161,"Human Resources Assistants, Except Payroll and Timekeeping",Employment Clerk +3632,43-4161,"Human Resources Assistants, Except Payroll and Timekeeping",HR Clerk +3633,43-4161,"Human Resources Assistants, Except Payroll and Timekeeping",Personnel Clerk +3634,43-4171,Receptionists and Information Clerks,Appointment Clerk +3635,43-4171,Receptionists and Information Clerks,Dental Receptionist +3636,43-4171,Receptionists and Information Clerks,Front Desk Receptionist +3637,43-4171,Receptionists and Information Clerks,Land Leasing Information Clerk +3638,43-4181,Reservation and Transportation Ticket Agents and Travel Clerks,Airline Reservation Agent +3639,43-4181,Reservation and Transportation Ticket Agents and Travel Clerks,Airline Reservationist +3640,43-4181,Reservation and Transportation Ticket Agents and Travel Clerks,Airline Ticket Agent +3641,43-4181,Reservation and Transportation Ticket Agents and Travel Clerks,Gate Agent +3642,43-4181,Reservation and Transportation Ticket Agents and Travel Clerks,Hotel Reservationist +3643,43-4181,Reservation and Transportation Ticket Agents and Travel Clerks,Passenger Agent +3644,43-4181,Reservation and Transportation Ticket Agents and Travel Clerks,Passenger Booking Clerk +3645,43-4181,Reservation and Transportation Ticket Agents and Travel Clerks,Reservation Agent +3646,43-4181,Reservation and Transportation Ticket Agents and Travel Clerks,Reservation Sales Agent +3647,43-4181,Reservation and Transportation Ticket Agents and Travel Clerks,Train Clerk +3648,43-4181,Reservation and Transportation Ticket Agents and Travel Clerks,Train Reservation Clerk +3649,43-4181,Reservation and Transportation Ticket Agents and Travel Clerks,Transportation Clerk +3650,43-4181,Reservation and Transportation Ticket Agents and Travel Clerks,Travel Clerk +3651,43-4199,"Information and Record Clerks, All Other",Election Clerk +3652,43-4199,"Information and Record Clerks, All Other",Flight Crew Scheduler +3653,43-4199,"Information and Record Clerks, All Other",Probate Clerk +3654,43-4199,"Information and Record Clerks, All Other",Student Admissions Clerk +3655,43-5011,Cargo and Freight Agents,Cargo Agent +3656,43-5011,Cargo and Freight Agents,Cargo Router +3657,43-5011,Cargo and Freight Agents,Freight Agent +3658,43-5011,Cargo and Freight Agents,Freight Shipping Agent +3659,43-5021,Couriers and Messengers,Bank Courier +3660,43-5021,Couriers and Messengers,Bicycle Messenger +3661,43-5021,Couriers and Messengers,Courier +3662,43-5021,Couriers and Messengers,Court Messenger +3663,43-5021,Couriers and Messengers,Laboratory Courier +3664,43-5021,Couriers and Messengers,Office Messenger +3665,43-5021,Couriers and Messengers,Office Runner +3666,43-5031,Public Safety Telecommunicators,911 Dispatcher +3667,43-5031,Public Safety Telecommunicators,911 Operator +3668,43-5031,Public Safety Telecommunicators,Ambulance Dispatcher +3669,43-5031,Public Safety Telecommunicators,Emergency Communications Dispatcher +3670,43-5031,Public Safety Telecommunicators,Emergency Communications Operator +3671,43-5031,Public Safety Telecommunicators,Emergency Operator +3672,43-5031,Public Safety Telecommunicators,Emergency Telecommunications Dispatcher +3673,43-5031,Public Safety Telecommunicators,Fire Dispatcher +3674,43-5031,Public Safety Telecommunicators,Police Dispatcher +3675,43-5031,Public Safety Telecommunicators,Police Radio Dispatcher +3676,43-5031,Public Safety Telecommunicators,Public Safety Dispatcher +3677,43-5031,Public Safety Telecommunicators,Public Safety Telecommunicator +3678,43-5032,"Dispatchers, Except Police, Fire, and Ambulance",Airplane Dispatch Clerk +3679,43-5032,"Dispatchers, Except Police, Fire, and Ambulance",Auto Service Dispatcher +3680,43-5032,"Dispatchers, Except Police, Fire, and Ambulance",Bus Dispatcher +3681,43-5032,"Dispatchers, Except Police, Fire, and Ambulance",Crew Dispatcher +3682,43-5032,"Dispatchers, Except Police, Fire, and Ambulance",Maintenance Dispatcher +3683,43-5032,"Dispatchers, Except Police, Fire, and Ambulance",School Bus Dispatcher +3684,43-5032,"Dispatchers, Except Police, Fire, and Ambulance",Taxicab Dispatcher +3685,43-5032,"Dispatchers, Except Police, Fire, and Ambulance",Tow Truck Dispatcher +3686,43-5032,"Dispatchers, Except Police, Fire, and Ambulance",Train Dispatcher +3687,43-5032,"Dispatchers, Except Police, Fire, and Ambulance",Truck Dispatcher +3688,43-5041,"Meter Readers, Utilities",Electric Meter Reader +3689,43-5041,"Meter Readers, Utilities",Gas Meter Reader +3690,43-5041,"Meter Readers, Utilities",Water Meter Reader +3691,43-5051,Postal Service Clerks,Bulk Mail Clerk +3692,43-5051,Postal Service Clerks,Bulk Mail Technician +3693,43-5051,Postal Service Clerks,Parcel Post Clerk +3694,43-5051,Postal Service Clerks,Postal Clerk +3695,43-5051,Postal Service Clerks,Postal Service Clerk +3696,43-5051,Postal Service Clerks,Postal Service Window Clerk +3697,43-5052,Postal Service Mail Carriers,City Letter Carrier +3698,43-5052,Postal Service Mail Carriers,Letter Carrier +3699,43-5052,Postal Service Mail Carriers,Mail Deliverer +3700,43-5052,Postal Service Mail Carriers,Parcel Post Carrier +3701,43-5052,Postal Service Mail Carriers,Postal Mail Carrier +3702,43-5052,Postal Service Mail Carriers,Rural Mail Carrier +3703,43-5052,Postal Service Mail Carriers,Rural Route Carrier +3704,43-5052,Postal Service Mail Carriers,USPS Letter Carrier +3705,43-5053,"Postal Service Mail Sorters, Processors, and Processing Machine Operators",Flat Sorter Operator +3706,43-5053,"Postal Service Mail Sorters, Processors, and Processing Machine Operators",Flat Sorting Machine Clerk +3707,43-5053,"Postal Service Mail Sorters, Processors, and Processing Machine Operators",Mail Forwarding System Markup Clerk +3708,43-5053,"Postal Service Mail Sorters, Processors, and Processing Machine Operators",Parcel Post Distribution Machine Operator +3709,43-5053,"Postal Service Mail Sorters, Processors, and Processing Machine Operators",Post Office Markup Clerk +3710,43-5053,"Postal Service Mail Sorters, Processors, and Processing Machine Operators",Postal Service Mail Processor +3711,43-5053,"Postal Service Mail Sorters, Processors, and Processing Machine Operators",Small Package and Bundle Sorter Clerk +3712,43-5061,"Production, Planning, and Expediting Clerks",Expeditor +3713,43-5061,"Production, Planning, and Expediting Clerks",Material Control Clerk +3714,43-5061,"Production, Planning, and Expediting Clerks",Material Expediter +3715,43-5061,"Production, Planning, and Expediting Clerks",Mill Recorder +3716,43-5061,"Production, Planning, and Expediting Clerks",Production Control Clerk +3717,43-5061,"Production, Planning, and Expediting Clerks",Production Control Coordinating Clerk +3718,43-5061,"Production, Planning, and Expediting Clerks",Production Control Coordinator +3719,43-5061,"Production, Planning, and Expediting Clerks",Production Scheduler +3720,43-5061,"Production, Planning, and Expediting Clerks",Work Ticket Distributor +3721,43-5071,"Shipping, Receiving, and Inventory Clerks",Freight Clerk +3722,43-5071,"Shipping, Receiving, and Inventory Clerks",Incoming Freight Clerk +3723,43-5071,"Shipping, Receiving, and Inventory Clerks",Inventory Control Clerk +3724,43-5071,"Shipping, Receiving, and Inventory Clerks",Inventory Taker +3725,43-5071,"Shipping, Receiving, and Inventory Clerks",Receiving Clerk +3726,43-5071,"Shipping, Receiving, and Inventory Clerks",Reconsignment Clerk +3727,43-5071,"Shipping, Receiving, and Inventory Clerks",Route Delivery Clerk +3728,43-5071,"Shipping, Receiving, and Inventory Clerks",Shipping and Receiving Clerk +3729,43-5071,"Shipping, Receiving, and Inventory Clerks",Shipping Order Clerk +3730,43-5071,"Shipping, Receiving, and Inventory Clerks",Stockroom Attendant +3731,43-5071,"Shipping, Receiving, and Inventory Clerks",Stockroom Clerk +3732,43-5071,"Shipping, Receiving, and Inventory Clerks",Store Receiving Clerk +3733,43-5071,"Shipping, Receiving, and Inventory Clerks",Supply Clerk +3734,43-5071,"Shipping, Receiving, and Inventory Clerks",Supply Room Clerk +3735,43-5071,"Shipping, Receiving, and Inventory Clerks",Tool Crib Attendant +3736,43-5071,"Shipping, Receiving, and Inventory Clerks",Warehouse Clerk +3737,43-5111,"Weighers, Measurers, Checkers, and Samplers, Recordkeeping",Bean Weigher +3738,43-5111,"Weighers, Measurers, Checkers, and Samplers, Recordkeeping",Cheese Weigher +3739,43-5111,"Weighers, Measurers, Checkers, and Samplers, Recordkeeping",Freight Checker +3740,43-5111,"Weighers, Measurers, Checkers, and Samplers, Recordkeeping",Sample Checker +3741,43-5111,"Weighers, Measurers, Checkers, and Samplers, Recordkeeping",Scale Attendant +3742,43-5111,"Weighers, Measurers, Checkers, and Samplers, Recordkeeping",Scale Clerk +3743,43-5111,"Weighers, Measurers, Checkers, and Samplers, Recordkeeping",Scale Operator +3744,43-5111,"Weighers, Measurers, Checkers, and Samplers, Recordkeeping",Warehouse Checker +3745,43-5111,"Weighers, Measurers, Checkers, and Samplers, Recordkeeping",Weighing Station Operator +3746,43-5111,"Weighers, Measurers, Checkers, and Samplers, Recordkeeping",Wool Sampler +3747,43-6011,Executive Secretaries and Executive Administrative Assistants,Executive Assistant +3748,43-6012,Legal Secretaries and Administrative Assistants,Accredited Legal Secretary +3749,43-6012,Legal Secretaries and Administrative Assistants,Certified Legal Secretary Specialist +3750,43-6012,Legal Secretaries and Administrative Assistants,Law Secretary +3751,43-6012,Legal Secretaries and Administrative Assistants,Legal Administrative Assistant +3752,43-6013,Medical Secretaries and Administrative Assistants,Dental Secretary +3753,43-6013,Medical Secretaries and Administrative Assistants,Hospital Secretary +3754,43-6013,Medical Secretaries and Administrative Assistants,Psychiatric Secretary +3755,43-6014,"Secretaries and Administrative Assistants, Except Legal, Medical, and Executive",Alumni Secretary +3756,43-6014,"Secretaries and Administrative Assistants, Except Legal, Medical, and Executive",Office Secretary +3757,43-6014,"Secretaries and Administrative Assistants, Except Legal, Medical, and Executive",Personal Secretary +3758,43-6014,"Secretaries and Administrative Assistants, Except Legal, Medical, and Executive",Real Estate Administrative Assistant +3759,43-9021,Data Entry Keyers,Customs Entry Clerk +3760,43-9021,Data Entry Keyers,Data Entry Clerk +3761,43-9021,Data Entry Keyers,Data Input Clerk +3762,43-9021,Data Entry Keyers,Data Keyer +3763,43-9021,Data Entry Keyers,Data Processing Clerk +3764,43-9021,Data Entry Keyers,Data Typist +3765,43-9021,Data Entry Keyers,Key Punch Operator +3766,43-9021,Data Entry Keyers,Keypunch Operator +3767,43-9021,Data Entry Keyers,Keypuncher +3768,43-9022,Word Processors and Typists,Clerk Typist +3769,43-9022,Word Processors and Typists,Dictaphone Typist +3770,43-9022,Word Processors and Typists,Statistical Typist +3771,43-9022,Word Processors and Typists,Transcription Typist +3772,43-9022,Word Processors and Typists,Typist +3773,43-9022,Word Processors and Typists,Word Processor +3774,43-9031,Desktop Publishers,Desktop Publishing Specialist +3775,43-9031,Desktop Publishers,DTP Operator +3776,43-9031,Desktop Publishers,Electronic Console Display Operator +3777,43-9031,Desktop Publishers,Electronic Imager +3778,43-9031,Desktop Publishers,Electronic Pagination System Operator +3779,43-9031,Desktop Publishers,Electronic Publisher +3780,43-9031,Desktop Publishers,Electronic Publishing Specialist +3781,43-9041,Insurance Claims and Policy Processing Clerks,Insurance Claims Clerk +3782,43-9041,Insurance Claims and Policy Processing Clerks,Insurance Clerk +3783,43-9041,Insurance Claims and Policy Processing Clerks,Insurance Examining Clerk +3784,43-9041,Insurance Claims and Policy Processing Clerks,Insurance Policy Issue Clerk +3785,43-9041,Insurance Claims and Policy Processing Clerks,Underwriting Assistant +3786,43-9041,Insurance Claims and Policy Processing Clerks,Underwriting Clerk +3787,43-9051,"Mail Clerks and Mail Machine Operators, Except Postal Service",Direct Mail Clerk +3788,43-9051,"Mail Clerks and Mail Machine Operators, Except Postal Service",Mailroom Clerk +3789,43-9051,"Mail Clerks and Mail Machine Operators, Except Postal Service",Packaging Clerk +3790,43-9061,"Office Clerks, General",Administrative Clerk +3791,43-9061,"Office Clerks, General",Office Assistant +3792,43-9061,"Office Clerks, General",Office Clerk +3793,43-9061,"Office Clerks, General",Real Estate Clerk +3794,43-9071,"Office Machine Operators, Except Computer",Business Machine Operator +3795,43-9071,"Office Machine Operators, Except Computer",Coin Machine Operator +3796,43-9071,"Office Machine Operators, Except Computer",Coin Rolling Machine Operator +3797,43-9071,"Office Machine Operators, Except Computer",Coin Wrapping Machine Operator +3798,43-9071,"Office Machine Operators, Except Computer",Collator Operator +3799,43-9071,"Office Machine Operators, Except Computer",Copy Center Operator +3800,43-9071,"Office Machine Operators, Except Computer",Copy Machine Operator +3801,43-9071,"Office Machine Operators, Except Computer",Duplicating Machine Operator +3802,43-9071,"Office Machine Operators, Except Computer",Scanning Equipment Operators +3803,43-9081,Proofreaders and Copy Markers,Braille Proofreader +3804,43-9081,Proofreaders and Copy Markers,Clerical Proofreader +3805,43-9081,Proofreaders and Copy Markers,Copy Reader +3806,43-9081,Proofreaders and Copy Markers,Editorial Assistant +3807,43-9081,Proofreaders and Copy Markers,Format Proofreader +3808,43-9081,Proofreaders and Copy Markers,Proofreader +3809,43-9111,Statistical Assistants,Actuarial Assistant +3810,43-9111,Statistical Assistants,Actuary Clerk +3811,43-9111,Statistical Assistants,Data Analysis Assistant +3812,43-9111,Statistical Assistants,Statistical Clerk +3813,43-9111,Statistical Assistants,Tariff Compiling Clerk +3814,43-9199,"Office and Administrative Support Workers, All Other",Braille Transcriber +3815,43-9199,"Office and Administrative Support Workers, All Other",Envelope Stuffer +3816,43-9199,"Office and Administrative Support Workers, All Other",Fingerprint Clerk +3817,43-9199,"Office and Administrative Support Workers, All Other",Investigation Clerk +3818,43-9199,"Office and Administrative Support Workers, All Other",Newspaper Inserter +3819,43-9199,"Office and Administrative Support Workers, All Other",Notary Public +3820,45-1011,"First-Line Supervisors of Farming, Fishing, and Forestry Workers",Animal Caretaker Supervisor +3821,45-1011,"First-Line Supervisors of Farming, Fishing, and Forestry Workers",Aquacultural Worker Supervisor +3822,45-1011,"First-Line Supervisors of Farming, Fishing, and Forestry Workers",Corn Crop Supervisor +3823,45-1011,"First-Line Supervisors of Farming, Fishing, and Forestry Workers",Corral Boss +3824,45-1011,"First-Line Supervisors of Farming, Fishing, and Forestry Workers",Cranberry Bog Supervisor +3825,45-1011,"First-Line Supervisors of Farming, Fishing, and Forestry Workers",Farm Supervisor +3826,45-1011,"First-Line Supervisors of Farming, Fishing, and Forestry Workers",Farrowing Manager +3827,45-1011,"First-Line Supervisors of Farming, Fishing, and Forestry Workers",Feed Manager +3828,45-1011,"First-Line Supervisors of Farming, Fishing, and Forestry Workers",Fish Hatchery Supervisor +3829,45-1011,"First-Line Supervisors of Farming, Fishing, and Forestry Workers",Harvest Crew Supervisor +3830,45-1011,"First-Line Supervisors of Farming, Fishing, and Forestry Workers",Harvest Manager +3831,45-1011,"First-Line Supervisors of Farming, Fishing, and Forestry Workers",Logging Crew Supervisor +3832,45-1011,"First-Line Supervisors of Farming, Fishing, and Forestry Workers",Picking Crew Supervisor +3833,45-1011,"First-Line Supervisors of Farming, Fishing, and Forestry Workers",Planting Supervisor +3834,45-1011,"First-Line Supervisors of Farming, Fishing, and Forestry Workers",Ranch Hand Supervisor +3835,45-2011,Agricultural Inspectors,Cattle Examiner +3836,45-2011,Agricultural Inspectors,Cattle Inspector +3837,45-2011,Agricultural Inspectors,Grain Sampler +3838,45-2011,Agricultural Inspectors,Meat and Poultry Inspector +3839,45-2011,Agricultural Inspectors,Milk Tester +3840,45-2011,Agricultural Inspectors,Wheat Inspector +3841,45-2021,Animal Breeders,Cat Breeder +3842,45-2021,Animal Breeders,Dairy Husbandry Worker +3843,45-2021,Animal Breeders,Dog Breeder +3844,45-2021,Animal Breeders,Equine Breeder +3845,45-2021,Animal Breeders,Horse Breeder +3846,45-2021,Animal Breeders,Livestock Breeder +3847,45-2021,Animal Breeders,Poultry Inseminator +3848,45-2021,Animal Breeders,Stallion Manager +3849,45-2041,"Graders and Sorters, Agricultural Products",Apple Sorter +3850,45-2041,"Graders and Sorters, Agricultural Products",Cherry Sorter +3851,45-2041,"Graders and Sorters, Agricultural Products",Cotton Grader +3852,45-2041,"Graders and Sorters, Agricultural Products",Egg Grader +3853,45-2041,"Graders and Sorters, Agricultural Products",Fruit Sorter +3854,45-2041,"Graders and Sorters, Agricultural Products",Meat Grader +3855,45-2041,"Graders and Sorters, Agricultural Products",Oyster Sorter +3856,45-2041,"Graders and Sorters, Agricultural Products",Peanut Grader +3857,45-2041,"Graders and Sorters, Agricultural Products",Potato Sorter +3858,45-2041,"Graders and Sorters, Agricultural Products",Seed Sorter +3859,45-2041,"Graders and Sorters, Agricultural Products",Strawberry Sorter +3860,45-2041,"Graders and Sorters, Agricultural Products",Vegetable Sorter +3861,45-2041,"Graders and Sorters, Agricultural Products",Wool Grader +3862,45-2091,Agricultural Equipment Operators,Cane Flume Chute Operator +3863,45-2091,Agricultural Equipment Operators,Combine Driver +3864,45-2091,Agricultural Equipment Operators,Combine Operator +3865,45-2091,Agricultural Equipment Operators,Corn Detasseler Machine Operator +3866,45-2091,Agricultural Equipment Operators,Cotton Ginner +3867,45-2091,Agricultural Equipment Operators,Cotton Picker Operator +3868,45-2091,Agricultural Equipment Operators,Custom Harvester +3869,45-2091,Agricultural Equipment Operators,Farm Tractor Operator +3870,45-2091,Agricultural Equipment Operators,Feed Mixer Operator +3871,45-2091,Agricultural Equipment Operators,Hay Baler +3872,45-2091,Agricultural Equipment Operators,Hay Stacker Operator +3873,45-2091,Agricultural Equipment Operators,Rake Operator +3874,45-2091,Agricultural Equipment Operators,Replanting Machine Operator +3875,45-2091,Agricultural Equipment Operators,Tractor Operator +3876,45-2091,Agricultural Equipment Operators,Wheat Combine Driver +3877,45-2092,"Farmworkers and Laborers, Crop, Nursery, and Greenhouse",Cane Cutter +3878,45-2092,"Farmworkers and Laborers, Crop, Nursery, and Greenhouse",Carrot Harvester +3879,45-2092,"Farmworkers and Laborers, Crop, Nursery, and Greenhouse",Citrus Picker +3880,45-2092,"Farmworkers and Laborers, Crop, Nursery, and Greenhouse",Corn Picker +3881,45-2092,"Farmworkers and Laborers, Crop, Nursery, and Greenhouse",Cotton Picker +3882,45-2092,"Farmworkers and Laborers, Crop, Nursery, and Greenhouse",Crop Picker +3883,45-2092,"Farmworkers and Laborers, Crop, Nursery, and Greenhouse",Flower Picker +3884,45-2092,"Farmworkers and Laborers, Crop, Nursery, and Greenhouse",Greenhouse Transplanter +3885,45-2092,"Farmworkers and Laborers, Crop, Nursery, and Greenhouse",Harvest Worker +3886,45-2092,"Farmworkers and Laborers, Crop, Nursery, and Greenhouse",Harvester +3887,45-2092,"Farmworkers and Laborers, Crop, Nursery, and Greenhouse",Orchard Hand +3888,45-2092,"Farmworkers and Laborers, Crop, Nursery, and Greenhouse",Orchard Worker +3889,45-2092,"Farmworkers and Laborers, Crop, Nursery, and Greenhouse",Pecan Gatherer +3890,45-2092,"Farmworkers and Laborers, Crop, Nursery, and Greenhouse",Pepper Picker +3891,45-2092,"Farmworkers and Laborers, Crop, Nursery, and Greenhouse",Vineyard Tender +3892,45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",Aquaculture Worker +3893,45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",Barn Hand +3894,45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",Barn Worker +3895,45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",Cattle Brander +3896,45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",Cattle Driver +3897,45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",Chicken Handler +3898,45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",Chicken Vaccinator +3899,45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",Cow Tender +3900,45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",Egg Gatherer +3901,45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",Farrowing Worker +3902,45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",Goat Herder +3903,45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",Groom +3904,45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",Hatchery Worker +3905,45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",Livestock Handler +3906,45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",Poultry Debeaker +3907,45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",Ranch Hand +3908,45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",Sheep Shearer +3909,45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",Shrimp Pond Laborer +3910,45-2099,"Agricultural Workers, All Other",Crop Scout +3911,45-2099,"Agricultural Workers, All Other",Irrigation Worker +3912,45-2099,"Agricultural Workers, All Other",Livestock Showman +3913,45-3031,Fishing and Hunting Workers,Alligator Hunter +3914,45-3031,Fishing and Hunting Workers,Bird Trapper +3915,45-3031,Fishing and Hunting Workers,Commercial Crabber +3916,45-3031,Fishing and Hunting Workers,Commercial Fisher +3917,45-3031,Fishing and Hunting Workers,Crab Fisher +3918,45-3031,Fishing and Hunting Workers,Crabber +3919,45-3031,Fishing and Hunting Workers,Deer Hunter +3920,45-3031,Fishing and Hunting Workers,Fishing Boat Captain +3921,45-3031,Fishing and Hunting Workers,Fur Trapper +3922,45-3031,Fishing and Hunting Workers,Lobster Catcher +3923,45-3031,Fishing and Hunting Workers,Oyster Boat Laborer +3924,45-3031,Fishing and Hunting Workers,Predator Control Trapper +3925,45-3031,Fishing and Hunting Workers,Predatory Animal Exterminator +3926,45-3031,Fishing and Hunting Workers,Predatory Animal Hunter +3927,45-3031,Fishing and Hunting Workers,Predatory Animal Trapper +3928,45-3031,Fishing and Hunting Workers,Seaweed Harvester +3929,45-3031,Fishing and Hunting Workers,Shellfish Dredge Operator +3930,45-3031,Fishing and Hunting Workers,Wild Oyster Harvester +3931,45-4011,Forest and Conservation Workers,Forest Nursery Worker +3932,45-4011,Forest and Conservation Workers,Forester Aide +3933,45-4011,Forest and Conservation Workers,Forestry Laborer +3934,45-4011,Forest and Conservation Workers,Pine Straw Gatherer +3935,45-4011,Forest and Conservation Workers,Rangelands Conservation Laborer +3936,45-4011,Forest and Conservation Workers,Reforestation Worker +3937,45-4011,Forest and Conservation Workers,Seedling Puller +3938,45-4011,Forest and Conservation Workers,Wetlands Conservation Laborer +3939,45-4021,Fallers,Lumberjack +3940,45-4021,Fallers,Pulpwood Cutter +3941,45-4021,Fallers,Timber Cutter +3942,45-4021,Fallers,Timber Faller +3943,45-4021,Fallers,Timber Feller +3944,45-4022,Logging Equipment Operators,Combination Slasher-Loader Operator +3945,45-4022,Logging Equipment Operators,Delimber Operator +3946,45-4022,Logging Equipment Operators,Feller Buncher Operator +3947,45-4022,Logging Equipment Operators,Feller Operator +3948,45-4022,Logging Equipment Operators,Grapple Operator +3949,45-4022,Logging Equipment Operators,Grapple Skidder Operator +3950,45-4022,Logging Equipment Operators,Loader Operator +3951,45-4022,Logging Equipment Operators,Log Chipper Operator +3952,45-4022,Logging Equipment Operators,Log Hauler +3953,45-4022,Logging Equipment Operators,Log Loader Operator +3954,45-4022,Logging Equipment Operators,Log Processor Operator +3955,45-4022,Logging Equipment Operators,Log Stacker Operator +3956,45-4022,Logging Equipment Operators,Logging Cable Skidder Operator +3957,45-4022,Logging Equipment Operators,Logging Clam Bunk Operator +3958,45-4022,Logging Equipment Operators,Logging Crane Operator +3959,45-4022,Logging Equipment Operators,Logging Excavator Operator +3960,45-4022,Logging Equipment Operators,Logging Forwarder Operator +3961,45-4022,Logging Equipment Operators,Logging Operating Engineer +3962,45-4022,Logging Equipment Operators,Logging Shovel Operator +3963,45-4022,Logging Equipment Operators,Logging Slasher Operator +3964,45-4022,Logging Equipment Operators,Logging Tractor Operator +3965,45-4022,Logging Equipment Operators,Lumber Stacker Operator +3966,45-4022,Logging Equipment Operators,Timber Harvester Operator +3967,45-4022,Logging Equipment Operators,Tree Crusher Operator +3968,45-4022,Logging Equipment Operators,Tree-Shear Operator +3969,45-4023,Log Graders and Scalers,Log Check Scaler +3970,45-4023,Log Graders and Scalers,Log Grader +3971,45-4023,Log Graders and Scalers,Log Scaler +3972,45-4023,Log Graders and Scalers,Log Sorter +3973,45-4023,Log Graders and Scalers,Timber Estimator +3974,45-4023,Log Graders and Scalers,Veneer Grader +3975,45-4029,"Logging Workers, All Other",Log Cutter +3976,45-4029,"Logging Workers, All Other",Log Peeler +3977,45-4029,"Logging Workers, All Other",Log Roper +3978,45-4029,"Logging Workers, All Other",Logging Laborer +3979,45-4029,"Logging Workers, All Other",Logging Swamper +3980,45-4029,"Logging Workers, All Other",Rigging Slinger +3981,45-4029,"Logging Workers, All Other",Timber Hand +3982,47-1011,First-Line Supervisors of Construction Trades and Extraction Workers,Carpenter Supervisor +3983,47-1011,First-Line Supervisors of Construction Trades and Extraction Workers,Drilling Foreman +3984,47-1011,First-Line Supervisors of Construction Trades and Extraction Workers,Electrician Supervisor +3985,47-1011,First-Line Supervisors of Construction Trades and Extraction Workers,Excavating Supervisor +3986,47-1011,First-Line Supervisors of Construction Trades and Extraction Workers,Foreman +3987,47-1011,First-Line Supervisors of Construction Trades and Extraction Workers,Foreperson +3988,47-1011,First-Line Supervisors of Construction Trades and Extraction Workers,Forewoman +3989,47-1011,First-Line Supervisors of Construction Trades and Extraction Workers,Quarry Boss +3990,47-1011,First-Line Supervisors of Construction Trades and Extraction Workers,Rig Supervisor +3991,47-1011,First-Line Supervisors of Construction Trades and Extraction Workers,Roustabout Crew Leader +3992,47-1011,First-Line Supervisors of Construction Trades and Extraction Workers,Segmental Paving Supervisor +3993,47-1011,First-Line Supervisors of Construction Trades and Extraction Workers,Solar Panel Installation Supervisor +3994,47-1011,First-Line Supervisors of Construction Trades and Extraction Workers,Tool Pushers +3995,47-2011,Boilermakers,Boiler Fitter +3996,47-2011,Boilermakers,Boiler Installer +3997,47-2011,Boilermakers,Boiler Mechanic +3998,47-2011,Boilermakers,Boiler Setter +3999,47-2011,Boilermakers,Boiler Tester +4000,47-2011,Boilermakers,Boilermaker Mechanic +4001,47-2021,Brickmasons and Blockmasons,Adobe Layer +4002,47-2021,Brickmasons and Blockmasons,Block Layer +4003,47-2021,Brickmasons and Blockmasons,Blockmason +4004,47-2021,Brickmasons and Blockmasons,Brick Chimney Builder +4005,47-2021,Brickmasons and Blockmasons,Brick Setter +4006,47-2021,Brickmasons and Blockmasons,Bricklayer +4007,47-2021,Brickmasons and Blockmasons,Brickmason +4008,47-2021,Brickmasons and Blockmasons,Brickmason Apprentice +4009,47-2021,Brickmasons and Blockmasons,Firebrick Layer +4010,47-2021,Brickmasons and Blockmasons,Furnace Mason +4011,47-2021,Brickmasons and Blockmasons,Pottery Kiln Builder +4012,47-2021,Brickmasons and Blockmasons,Refractory Bricklayer +4013,47-2022,Stonemasons,Banker Mason +4014,47-2022,Stonemasons,Curbstone Setter +4015,47-2022,Stonemasons,Granite Setter +4016,47-2022,Stonemasons,Memorial Mason +4017,47-2022,Stonemasons,Monument Mason +4018,47-2022,Stonemasons,Rock Mason +4019,47-2022,Stonemasons,Stone Chimney Mason +4020,47-2022,Stonemasons,Stone Layer +4021,47-2031,Carpenters,Beam Builder +4022,47-2031,Carpenters,Building Carpenter +4023,47-2031,Carpenters,Construction Carpenter +4024,47-2031,Carpenters,Counter Installer +4025,47-2031,Carpenters,Custom Wood Stair Builder +4026,47-2031,Carpenters,Finish Carpenter +4027,47-2031,Carpenters,Hardwood Floor Installer +4028,47-2031,Carpenters,House Carpenter +4029,47-2031,Carpenters,Wood Floor Layer +4030,47-2041,Carpet Installers,Carpet Layer +4031,47-2041,Carpet Installers,Commercial Carpet Installer +4032,47-2041,Carpet Installers,Residential Carpet Installer +4033,47-2041,Carpet Installers,Wall-to-Wall Carpet Installer +4034,47-2042,"Floor Layers, Except Carpet, Wood, and Hard Tiles",Composition Floor Layer +4035,47-2042,"Floor Layers, Except Carpet, Wood, and Hard Tiles",Cork Floor Installer +4036,47-2042,"Floor Layers, Except Carpet, Wood, and Hard Tiles",Laminate Floor Installer +4037,47-2042,"Floor Layers, Except Carpet, Wood, and Hard Tiles",Linoleum Installer +4038,47-2042,"Floor Layers, Except Carpet, Wood, and Hard Tiles",Resilient Tile Installer +4039,47-2042,"Floor Layers, Except Carpet, Wood, and Hard Tiles",Shock-Absorption Floor Layer +4040,47-2042,"Floor Layers, Except Carpet, Wood, and Hard Tiles",Vinyl Flooring Installer +4041,47-2042,"Floor Layers, Except Carpet, Wood, and Hard Tiles",Vinyl Installer +4042,47-2043,Floor Sanders and Finishers,Floor Finisher +4043,47-2043,Floor Sanders and Finishers,Floor Refinisher +4044,47-2043,Floor Sanders and Finishers,Floor Sander +4045,47-2043,Floor Sanders and Finishers,Floor Sanding Machine Operator +4046,47-2043,Floor Sanders and Finishers,Floor Scraper +4047,47-2043,Floor Sanders and Finishers,Hardwood Finisher +4048,47-2044,Tile and Stone Setters,Ceramic Tile Installer +4049,47-2044,Tile and Stone Setters,Hard Tile Setter +4050,47-2044,Tile and Stone Setters,Marble Ceiling Installer +4051,47-2044,Tile and Stone Setters,Parquet Floor Layer +4052,47-2044,Tile and Stone Setters,Tile Installer +4053,47-2044,Tile and Stone Setters,Tile Mason +4054,47-2044,Tile and Stone Setters,Wood Tile Installer +4055,47-2051,Cement Masons and Concrete Finishers,Cement Mason +4056,47-2051,Cement Masons and Concrete Finishers,Cement Patcher +4057,47-2051,Cement Masons and Concrete Finishers,Concrete Finisher +4058,47-2051,Cement Masons and Concrete Finishers,Concrete Floor Installer +4059,47-2051,Cement Masons and Concrete Finishers,Concrete Mason +4060,47-2051,Cement Masons and Concrete Finishers,Concrete Smoother +4061,47-2051,Cement Masons and Concrete Finishers,Concrete Swimming Pool Installer +4062,47-2053,Terrazzo Workers and Finishers,Granite-Chip Terrazzo Finisher +4063,47-2053,Terrazzo Workers and Finishers,Marble-Chip Terrazzo Worker +4064,47-2053,Terrazzo Workers and Finishers,Onyx-Chip Terrazzo Worker +4065,47-2053,Terrazzo Workers and Finishers,Rustic Terrazzo Setter +4066,47-2053,Terrazzo Workers and Finishers,Terrazzo Finisher +4067,47-2053,Terrazzo Workers and Finishers,Terrazzo Grinder +4068,47-2053,Terrazzo Workers and Finishers,Terrazzo Installer +4069,47-2053,Terrazzo Workers and Finishers,Terrazzo Layer +4070,47-2053,Terrazzo Workers and Finishers,Terrazzo Setter +4071,47-2053,Terrazzo Workers and Finishers,Terrazzo Worker +4072,47-2061,Construction Laborers,Air Hammer Operator +4073,47-2061,Construction Laborers,Construction Craft Laborer +4074,47-2061,Construction Laborers,Construction Trench Digger +4075,47-2071,"Paving, Surfacing, and Tamping Equipment Operators",Asphalt Paver +4076,47-2071,"Paving, Surfacing, and Tamping Equipment Operators",Asphalt Paving Machine Operator +4077,47-2071,"Paving, Surfacing, and Tamping Equipment Operators",Asphalt Roller Operator +4078,47-2071,"Paving, Surfacing, and Tamping Equipment Operators",Asphalt Tamping Machine Operator +4079,47-2071,"Paving, Surfacing, and Tamping Equipment Operators",Blacktop-Paver Operator +4080,47-2071,"Paving, Surfacing, and Tamping Equipment Operators",Paver Operator +4081,47-2071,"Paving, Surfacing, and Tamping Equipment Operators",Screed Operator +4082,47-2072,Pile Driver Operators,Diesel Pile Hammer Operator +4083,47-2072,Pile Driver Operators,Hydraulic Pile Hammer Operator +4084,47-2072,Pile Driver Operators,Hydraulic Press-In Operator +4085,47-2072,Pile Driver Operators,Vibratory Pile Driver +4086,47-2073,Operating Engineers and Other Construction Equipment Operators,Angle Dozer Operator +4087,47-2073,Operating Engineers and Other Construction Equipment Operators,Blade Grader Operator +4088,47-2073,Operating Engineers and Other Construction Equipment Operators,Construction Backhoe Operator +4089,47-2073,Operating Engineers and Other Construction Equipment Operators,Construction Bulldozer Operator +4090,47-2073,Operating Engineers and Other Construction Equipment Operators,Construction Excavator +4091,47-2073,Operating Engineers and Other Construction Equipment Operators,Construction Shovel Operator +4092,47-2073,Operating Engineers and Other Construction Equipment Operators,Ditching Machine Operating Engineer +4093,47-2073,Operating Engineers and Other Construction Equipment Operators,Grader Operator +4094,47-2073,Operating Engineers and Other Construction Equipment Operators,Motor Grader Operator +4095,47-2073,Operating Engineers and Other Construction Equipment Operators,Road Grader +4096,47-2073,Operating Engineers and Other Construction Equipment Operators,Scraper Operator +4097,47-2073,Operating Engineers and Other Construction Equipment Operators,Steam Shovel Operating Engineer +4098,47-2073,Operating Engineers and Other Construction Equipment Operators,Steam Shovel Operator +4099,47-2081,Drywall and Ceiling Tile Installers,Acoustical Ceiling Installer +4100,47-2081,Drywall and Ceiling Tile Installers,Drywall Applicator +4101,47-2081,Drywall and Ceiling Tile Installers,Drywall Finisher +4102,47-2081,Drywall and Ceiling Tile Installers,Drywall Hanger +4103,47-2081,Drywall and Ceiling Tile Installers,Drywall Installer +4104,47-2081,Drywall and Ceiling Tile Installers,Drywall Sander +4105,47-2081,Drywall and Ceiling Tile Installers,Drywall Stripper +4106,47-2081,Drywall and Ceiling Tile Installers,Drywall Worker +4107,47-2081,Drywall and Ceiling Tile Installers,Sheet Rock Applier +4108,47-2081,Drywall and Ceiling Tile Installers,Sheet Rock Hanger +4109,47-2081,Drywall and Ceiling Tile Installers,Sheet Rock Installer +4110,47-2081,Drywall and Ceiling Tile Installers,Sheet Rock Worker +4111,47-2082,Tapers,Drywall Taper +4112,47-2082,Tapers,Sheet Rock Taper +4113,47-2082,Tapers,Wall Taper +4114,47-2111,Electricians,Chief Electrician +4115,47-2111,Electricians,Control Electrician +4116,47-2111,Electricians,Electrical Maintenance Worker +4117,47-2111,Electricians,Electrical Sign Wirer +4118,47-2111,Electricians,House Wirer +4119,47-2111,Electricians,Licensed Electrician +4120,47-2111,Electricians,Lighting Fixture Installer +4121,47-2111,Electricians,Marine Electrician +4122,47-2111,Electricians,Master Electrician +4123,47-2111,Electricians,Solar Photovoltaic Electrician +4124,47-2111,Electricians,Stage Electrician +4125,47-2121,Glaziers,Leaded Glass Installer +4126,47-2121,Glaziers,Plate Glass Installer +4127,47-2121,Glaziers,Stained Glass Glazier +4128,47-2121,Glaziers,Stained Glass Installer +4129,47-2121,Glaziers,Stained Glass Joiner +4130,47-2121,Glaziers,Window Glazier +4131,47-2131,"Insulation Workers, Floor, Ceiling, and Wall",Ceiling Insulation Blower +4132,47-2131,"Insulation Workers, Floor, Ceiling, and Wall",Composition Weatherboard Installer +4133,47-2131,"Insulation Workers, Floor, Ceiling, and Wall",Cork Insulation Installer +4134,47-2131,"Insulation Workers, Floor, Ceiling, and Wall",Cork Insulator +4135,47-2131,"Insulation Workers, Floor, Ceiling, and Wall",Insulation Machine Operator +4136,47-2131,"Insulation Workers, Floor, Ceiling, and Wall",Interior Surface Insulation Worker +4137,47-2131,"Insulation Workers, Floor, Ceiling, and Wall",Wall Insulation Sprayer +4138,47-2132,"Insulation Workers, Mechanical",Boiler Coverer +4139,47-2132,"Insulation Workers, Mechanical",Heat and Frost Insulator +4140,47-2132,"Insulation Workers, Mechanical",Pipe Coverer +4141,47-2132,"Insulation Workers, Mechanical",Pipe Insulator +4142,47-2132,"Insulation Workers, Mechanical",Refrigeration Insulator +4143,47-2132,"Insulation Workers, Mechanical",Sheet Metal Insulator +4144,47-2141,"Painters, Construction and Maintenance",Bridge Painter +4145,47-2141,"Painters, Construction and Maintenance",Facilities Painter +4146,47-2141,"Painters, Construction and Maintenance",Highway Painter +4147,47-2141,"Painters, Construction and Maintenance",House Painter +4148,47-2141,"Painters, Construction and Maintenance",Industrial Painter +4149,47-2141,"Painters, Construction and Maintenance",Parking Line Painter +4150,47-2141,"Painters, Construction and Maintenance",Roof Painter +4151,47-2141,"Painters, Construction and Maintenance",Traffic Line Painter +4152,47-2142,Paperhangers,Billboard Poster +4153,47-2142,Paperhangers,Wall Covering Installer +4154,47-2142,Paperhangers,Wallpaper Hanger +4155,47-2142,Paperhangers,Wallpaperer +4156,47-2151,Pipelayers,Cast-Iron Drain Pipe Layer +4157,47-2151,Pipelayers,Pipe Layer +4158,47-2151,Pipelayers,Sewer Pipe Layer +4159,47-2151,Pipelayers,Trench Pipe Layer +4160,47-2151,Pipelayers,Water Main Pipe Layer +4161,47-2152,"Plumbers, Pipefitters, and Steamfitters",Fire Sprinkler Installer +4162,47-2152,"Plumbers, Pipefitters, and Steamfitters",Gas Main Fitter +4163,47-2152,"Plumbers, Pipefitters, and Steamfitters",Gas Plumber +4164,47-2152,"Plumbers, Pipefitters, and Steamfitters",Hydraulic Plumber +4165,47-2152,"Plumbers, Pipefitters, and Steamfitters",Industrial Gas Fitter +4166,47-2152,"Plumbers, Pipefitters, and Steamfitters",Marine Pipefitter +4167,47-2152,"Plumbers, Pipefitters, and Steamfitters",Marine Steamfitter +4168,47-2152,"Plumbers, Pipefitters, and Steamfitters",Master Plumber +4169,47-2152,"Plumbers, Pipefitters, and Steamfitters",Pipe Fitter +4170,47-2152,"Plumbers, Pipefitters, and Steamfitters",Plumber +4171,47-2152,"Plumbers, Pipefitters, and Steamfitters",Solar Thermal Installer +4172,47-2152,"Plumbers, Pipefitters, and Steamfitters",Sprinkler Fitter +4173,47-2152,"Plumbers, Pipefitters, and Steamfitters",Steamfitter +4174,47-2152,"Plumbers, Pipefitters, and Steamfitters",Water Pump Installer +4175,47-2161,Plasterers and Stucco Masons,Dry Plasterer +4176,47-2161,Plasterers and Stucco Masons,Journey Level Plasterer +4177,47-2161,Plasterers and Stucco Masons,Molding Plasterer +4178,47-2161,Plasterers and Stucco Masons,Ornamental Plasterer +4179,47-2161,Plasterers and Stucco Masons,Plasterer Apprentice +4180,47-2161,Plasterers and Stucco Masons,Stucco Plasterer +4181,47-2161,Plasterers and Stucco Masons,Stucco Worker +4182,47-2161,Plasterers and Stucco Masons,Swimming Pool Plasterer +4183,47-2171,Reinforcing Iron and Rebar Workers,Post Tensioning Ironworker +4184,47-2171,Reinforcing Iron and Rebar Workers,Rebar Worker +4185,47-2171,Reinforcing Iron and Rebar Workers,Reinforcing Steel Worker +4186,47-2171,Reinforcing Iron and Rebar Workers,Rod Buster +4187,47-2171,Reinforcing Iron and Rebar Workers,Steel Rod Buster +4188,47-2171,Reinforcing Iron and Rebar Workers,Steel Tier +4189,47-2181,Roofers,Composition Roofer +4190,47-2181,Roofers,Hot Tar Roofer +4191,47-2181,Roofers,Industrial Roofer +4192,47-2181,Roofers,Metal Roofing Mechanic +4193,47-2181,Roofers,Residential Roofer +4194,47-2181,Roofers,Sheet Metal Roofer +4195,47-2181,Roofers,Shingles Roofer +4196,47-2181,Roofers,Slate Roofer +4197,47-2181,Roofers,Terra Cotta Roofer +4198,47-2211,Sheet Metal Workers,Air Conditioning Sheet Metal Installer +4199,47-2211,Sheet Metal Workers,"Heating, Ventilation, and Air Conditioning (HVAC) Sheet Metal Installer" +4200,47-2211,Sheet Metal Workers,Sheet Metal Duct Installer +4201,47-2211,Sheet Metal Workers,Sheet Metal Fabricator +4202,47-2211,Sheet Metal Workers,Sheet Metal Former +4203,47-2211,Sheet Metal Workers,Sheet Metal Installer +4204,47-2211,Sheet Metal Workers,Sheet Metal Layout Mechanic +4205,47-2211,Sheet Metal Workers,Sheet Metal Layout Worker +4206,47-2211,Sheet Metal Workers,Tinsmith +4207,47-2221,Structural Iron and Steel Workers,Bridge Ironworker +4208,47-2221,Structural Iron and Steel Workers,Construction Ironworker +4209,47-2221,Structural Iron and Steel Workers,Iron Guardrail Installer +4210,47-2221,Structural Iron and Steel Workers,Metal Tank Erector +4211,47-2221,Structural Iron and Steel Workers,Ornamental Ironworker +4212,47-2221,Structural Iron and Steel Workers,Precast Concrete Ironworker +4213,47-2221,Structural Iron and Steel Workers,Pre-Engineered Metal Building Ironworker +4214,47-2221,Structural Iron and Steel Workers,Steel Fabricator +4215,47-2221,Structural Iron and Steel Workers,Steel Fitter +4216,47-2221,Structural Iron and Steel Workers,Structural Steel Erector +4217,47-2221,Structural Iron and Steel Workers,Wind Turbine Erector +4218,47-2231,Solar Photovoltaic Installers,Photovoltaic (PV) Installation Technician +4219,47-2231,Solar Photovoltaic Installers,PV Installer +4220,47-2231,Solar Photovoltaic Installers,PV Panel Installer +4221,47-2231,Solar Photovoltaic Installers,Solar PV Installer +4222,47-3011,"Helpers--Brickmasons, Blockmasons, Stonemasons, and Tile and Marble Setters",Adobe Layer Helper +4223,47-3011,"Helpers--Brickmasons, Blockmasons, Stonemasons, and Tile and Marble Setters",Brick Carrier +4224,47-3011,"Helpers--Brickmasons, Blockmasons, Stonemasons, and Tile and Marble Setters",Brick Washer +4225,47-3011,"Helpers--Brickmasons, Blockmasons, Stonemasons, and Tile and Marble Setters",Bricklayer Helper +4226,47-3011,"Helpers--Brickmasons, Blockmasons, Stonemasons, and Tile and Marble Setters",Ceramic Tile Installation Helper +4227,47-3011,"Helpers--Brickmasons, Blockmasons, Stonemasons, and Tile and Marble Setters",Chimney Builder Helper +4228,47-3011,"Helpers--Brickmasons, Blockmasons, Stonemasons, and Tile and Marble Setters",Firebrick Layer Helper +4229,47-3011,"Helpers--Brickmasons, Blockmasons, Stonemasons, and Tile and Marble Setters",Marble Installation Helper +4230,47-3011,"Helpers--Brickmasons, Blockmasons, Stonemasons, and Tile and Marble Setters",Mortar Mixer +4231,47-3011,"Helpers--Brickmasons, Blockmasons, Stonemasons, and Tile and Marble Setters",Parquet Floor Layer's Helper +4232,47-3011,"Helpers--Brickmasons, Blockmasons, Stonemasons, and Tile and Marble Setters",Refractory Tile Helper +4233,47-3011,"Helpers--Brickmasons, Blockmasons, Stonemasons, and Tile and Marble Setters",Wood Tile Installation Helper +4234,47-3012,Helpers--Carpenters,Beam Builder Helper +4235,47-3012,Helpers--Carpenters,Building Carpenter Helper +4236,47-3012,Helpers--Carpenters,Carpenter Assistant +4237,47-3012,Helpers--Carpenters,Carpenter Helper +4238,47-3012,Helpers--Carpenters,Construction Carpenters Helper +4239,47-3012,Helpers--Carpenters,Hardwood Floor Installation Helper +4240,47-3012,Helpers--Carpenters,House Carpenter Helper +4241,47-3013,Helpers--Electricians,Electrical Sign Wirer Helper +4242,47-3013,Helpers--Electricians,Electrician's Assistant +4243,47-3013,Helpers--Electricians,House Wirer Helper +4244,47-3013,Helpers--Electricians,Marine Electrician Helper +4245,47-3013,Helpers--Electricians,Stage Electrician Helper +4246,47-3013,Helpers--Electricians,Utilities Ground Worker +4247,47-3014,"Helpers--Painters, Paperhangers, Plasterers, and Stucco Masons",Billboard Poster Helper +4248,47-3014,"Helpers--Painters, Paperhangers, Plasterers, and Stucco Masons",Bridge Painter Helper +4249,47-3014,"Helpers--Painters, Paperhangers, Plasterers, and Stucco Masons",Dry Plasterer Helper +4250,47-3014,"Helpers--Painters, Paperhangers, Plasterers, and Stucco Masons",Highway Painter Helper +4251,47-3014,"Helpers--Painters, Paperhangers, Plasterers, and Stucco Masons",House Painter Helper +4252,47-3014,"Helpers--Painters, Paperhangers, Plasterers, and Stucco Masons",Ornamental Plasterer Helper +4253,47-3014,"Helpers--Painters, Paperhangers, Plasterers, and Stucco Masons",Plaster Tender +4254,47-3014,"Helpers--Painters, Paperhangers, Plasterers, and Stucco Masons",Ship Painter Helper +4255,47-3014,"Helpers--Painters, Paperhangers, Plasterers, and Stucco Masons",Swimming Pool Plasterer Helper +4256,47-3014,"Helpers--Painters, Paperhangers, Plasterers, and Stucco Masons",Wallpaper Hanger Helper +4257,47-3014,"Helpers--Painters, Paperhangers, Plasterers, and Stucco Masons",Wallpaperer Helper +4258,47-3015,"Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters",Gas Main Fitter Helper +4259,47-3015,"Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters",Hydraulic Plumber Helper +4260,47-3015,"Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters",Industrial Gas Fitter Helper +4261,47-3015,"Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters",Marine Pipefitter Helper +4262,47-3015,"Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters",Marine Steam Fitter Helper +4263,47-3015,"Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters",Pipe Fitter Helper +4264,47-3015,"Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters",Plumber Assistant +4265,47-3015,"Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters",Plumber Helper +4266,47-3015,"Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters",Sewer Pipe Layer Helper +4267,47-3015,"Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters",Sprinkler Fitter Helper +4268,47-3015,"Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters",Trench Pipe Layer Helper +4269,47-3015,"Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters",Water Main Installer Helper +4270,47-3016,Helpers--Roofers,Hot Tar Roofer Helper +4271,47-3016,Helpers--Roofers,Industrial Roofer Helper +4272,47-3016,Helpers--Roofers,Residential Roofer Helper +4273,47-3016,Helpers--Roofers,Roofer Assistant +4274,47-3016,Helpers--Roofers,Roofer Helper +4275,47-3016,Helpers--Roofers,Roofing Laborer +4276,47-3016,Helpers--Roofers,Shingles Roofer Helper +4277,47-3016,Helpers--Roofers,Slate Roofer Helper +4278,47-3016,Helpers--Roofers,Terra Cotta Roofer Helper +4279,47-3019,"Helpers, Construction Trades, All Other",Boiler Coverer Helper +4280,47-3019,"Helpers, Construction Trades, All Other",Bridge Ironworker Helper +4281,47-3019,"Helpers, Construction Trades, All Other",Carpet Layer Helper +4282,47-3019,"Helpers, Construction Trades, All Other",Cellulose Insulation Helper +4283,47-3019,"Helpers, Construction Trades, All Other",Construction Ironworker Helper +4284,47-3019,"Helpers, Construction Trades, All Other",Cork Insulator Helper +4285,47-3019,"Helpers, Construction Trades, All Other",Drywall Hanger Helper +4286,47-3019,"Helpers, Construction Trades, All Other",Drywall Stripper Helper +4287,47-3019,"Helpers, Construction Trades, All Other",Drywall Taper Helper +4288,47-3019,"Helpers, Construction Trades, All Other",Heat and Frost Insulator Helper +4289,47-3019,"Helpers, Construction Trades, All Other",HVAC Sheet Metal Installer Helper +4290,47-3019,"Helpers, Construction Trades, All Other",Linoleum Layer Helper +4291,47-3019,"Helpers, Construction Trades, All Other",Ornamental Ironworker Helper +4292,47-3019,"Helpers, Construction Trades, All Other",Pipe Insulator Helper +4293,47-3019,"Helpers, Construction Trades, All Other",Plate Glass Installer Helper +4294,47-3019,"Helpers, Construction Trades, All Other",Post Tensioning Ironworker Helper +4295,47-3019,"Helpers, Construction Trades, All Other",Rod Buster Helper +4296,47-3019,"Helpers, Construction Trades, All Other",Sheet Metal Duct Installer Helper +4297,47-3019,"Helpers, Construction Trades, All Other",Sheet Rock Installation Helper +4298,47-3019,"Helpers, Construction Trades, All Other",Sheet Rock Taper Helper +4299,47-3019,"Helpers, Construction Trades, All Other",Stained Glass Glazier Helper +4300,47-3019,"Helpers, Construction Trades, All Other",Terrazzo Finisher Helper +4301,47-3019,"Helpers, Construction Trades, All Other",Terrazzo Layer Helper +4302,47-3019,"Helpers, Construction Trades, All Other",Terrazzo Worker Helper +4303,47-3019,"Helpers, Construction Trades, All Other",Trench Digger Helper +4304,47-3019,"Helpers, Construction Trades, All Other",Wall Taper Helper +4305,47-3019,"Helpers, Construction Trades, All Other",Window Glazier Helper +4306,47-4011,Construction and Building Inspectors,Architectural Inspector +4307,47-4011,Construction and Building Inspectors,Bridge Inspector +4308,47-4011,Construction and Building Inspectors,Building Code Inspector +4309,47-4011,Construction and Building Inspectors,Building Inspector +4310,47-4011,Construction and Building Inspectors,Construction Inspector +4311,47-4011,Construction and Building Inspectors,Electrical Inspector +4312,47-4011,Construction and Building Inspectors,Elevator Inspector +4313,47-4011,Construction and Building Inspectors,Highway Inspector +4314,47-4011,Construction and Building Inspectors,Home Inspector +4315,47-4011,Construction and Building Inspectors,Plumbing Inspector +4316,47-4011,Construction and Building Inspectors,Public Works Inspector +4317,47-4011,Construction and Building Inspectors,Residential Building Inspector +4318,47-4021,Elevator and Escalator Installers and Repairers,Elevator Adjuster +4319,47-4021,Elevator and Escalator Installers and Repairers,Elevator Constructor +4320,47-4021,Elevator and Escalator Installers and Repairers,Elevator Installer +4321,47-4021,Elevator and Escalator Installers and Repairers,Elevator Mechanic +4322,47-4021,Elevator and Escalator Installers and Repairers,Elevator Repair and Maintenance Technician +4323,47-4021,Elevator and Escalator Installers and Repairers,Elevator Service Technician +4324,47-4021,Elevator and Escalator Installers and Repairers,Escalator Installer +4325,47-4021,Elevator and Escalator Installers and Repairers,Escalator Mechanic +4326,47-4021,Elevator and Escalator Installers and Repairers,Escalator Service Mechanic +4327,47-4021,Elevator and Escalator Installers and Repairers,Freight Elevator Erector +4328,47-4021,Elevator and Escalator Installers and Repairers,Hydraulic Elevator Constructor +4329,47-4031,Fence Erectors,Chain Link Fence Installer +4330,47-4031,Fence Erectors,Fence Builder +4331,47-4031,Fence Erectors,Wire Fence Builder +4332,47-4031,Fence Erectors,Wood Fence Installer +4333,47-4041,Hazardous Materials Removal Workers,Asbestos Abatement Worker +4334,47-4041,Hazardous Materials Removal Workers,Asbestos Remover +4335,47-4041,Hazardous Materials Removal Workers,Decontamination Worker +4336,47-4041,Hazardous Materials Removal Workers,Hazard Waste Handler +4337,47-4041,Hazardous Materials Removal Workers,Hazmat Technician +4338,47-4041,Hazardous Materials Removal Workers,Irradiated Fuel Handler +4339,47-4041,Hazardous Materials Removal Workers,Lead Abatement Worker +4340,47-4041,Hazardous Materials Removal Workers,Radiological Control and Safety Technician +4341,47-4051,Highway Maintenance Workers,Highway Maintainer +4342,47-4051,Highway Maintenance Workers,Highway Maintenance Crew Worker +4343,47-4051,Highway Maintenance Workers,Highway Worker +4344,47-4051,Highway Maintenance Workers,Lane Marker Installer +4345,47-4051,Highway Maintenance Workers,Road Patcher +4346,47-4051,Highway Maintenance Workers,Road Sign Installer +4347,47-4061,Rail-Track Laying and Maintenance Equipment Operators,Ballast Cleaning Machine Operator +4348,47-4061,Rail-Track Laying and Maintenance Equipment Operators,Rail Maintenance Worker +4349,47-4061,Rail-Track Laying and Maintenance Equipment Operators,Railroad Track Mechanic +4350,47-4061,Rail-Track Laying and Maintenance Equipment Operators,Track Layer +4351,47-4061,Rail-Track Laying and Maintenance Equipment Operators,Track Machine Operator +4352,47-4061,Rail-Track Laying and Maintenance Equipment Operators,Track Maintainer +4353,47-4061,Rail-Track Laying and Maintenance Equipment Operators,Track Moving Machine Operator +4354,47-4061,Rail-Track Laying and Maintenance Equipment Operators,Track Repair Worker +4355,47-4061,Rail-Track Laying and Maintenance Equipment Operators,Track Repairer +4356,47-4061,Rail-Track Laying and Maintenance Equipment Operators,Track Service Worker +4357,47-4061,Rail-Track Laying and Maintenance Equipment Operators,Track Surfacing Machine Operator +4358,47-4061,Rail-Track Laying and Maintenance Equipment Operators,Trackwalker +4359,47-4071,Septic Tank Servicers and Sewer Pipe Cleaners,Electric Sewer Cleaning Machine Operator +4360,47-4071,Septic Tank Servicers and Sewer Pipe Cleaners,Septic Pump Truck Driver +4361,47-4071,Septic Tank Servicers and Sewer Pipe Cleaners,Septic Tank Cleaner +4362,47-4071,Septic Tank Servicers and Sewer Pipe Cleaners,Sewage Screen Operator +4363,47-4071,Septic Tank Servicers and Sewer Pipe Cleaners,Sewer and Drain Technician +4364,47-4071,Septic Tank Servicers and Sewer Pipe Cleaners,Sewer Cleaner +4365,47-4071,Septic Tank Servicers and Sewer Pipe Cleaners,Sewer Pipe Cleaner +4366,47-4091,Segmental Pavers,Concrete Pavement Installer +4367,47-4091,Segmental Pavers,Paver Installer +4368,47-4091,Segmental Pavers,Paving Stone Installer +4369,47-4091,Segmental Pavers,Segmental Paver Installer +4370,47-4091,Segmental Pavers,Segmental Wall Installer +4371,47-4099,"Construction and Related Workers, All Other",Aluminum Pool Installer +4372,47-4099,"Construction and Related Workers, All Other",Waterproofer +4373,47-5011,"Derrick Operators, Oil and Gas",Derrick Operator +4374,47-5011,"Derrick Operators, Oil and Gas",Fracturing Derrick Operator +4375,47-5011,"Derrick Operators, Oil and Gas",Gas Derrick Operator +4376,47-5011,"Derrick Operators, Oil and Gas",Oil Derrick Operator +4377,47-5011,"Derrick Operators, Oil and Gas",Rotary Derrick Operator +4378,47-5011,"Derrick Operators, Oil and Gas",Well Service Derrick Worker +4379,47-5012,"Rotary Drill Operators, Oil and Gas",Drilling Rig Operator +4380,47-5012,"Rotary Drill Operators, Oil and Gas",Fracturing Rotary Drill Operator +4381,47-5012,"Rotary Drill Operators, Oil and Gas",Natural Gas Shothole Driller +4382,47-5012,"Rotary Drill Operators, Oil and Gas",Oil Driller +4383,47-5012,"Rotary Drill Operators, Oil and Gas",Oil Rig Driller +4384,47-5012,"Rotary Drill Operators, Oil and Gas",Oil Well Cable Tool Driller +4385,47-5012,"Rotary Drill Operators, Oil and Gas",Oil Well Cable Tool Operator +4386,47-5012,"Rotary Drill Operators, Oil and Gas",Oil Well Driller +4387,47-5012,"Rotary Drill Operators, Oil and Gas",Prospecting Driller +4388,47-5013,"Service Unit Operators, Oil and Gas",Oil Well Fishing-Tool Technician +4389,47-5013,"Service Unit Operators, Oil and Gas",Well Service Pump Equipment Operator +4390,47-5013,"Service Unit Operators, Oil and Gas",Well Service Rig Operator +4391,47-5013,"Service Unit Operators, Oil and Gas",Well Services Operator +4392,47-5013,"Service Unit Operators, Oil and Gas",Well Servicing Rig Operator +4393,47-5022,"Excavating and Loading Machine and Dragline Operators, Surface Mining",Dragline Oiler +4394,47-5022,"Excavating and Loading Machine and Dragline Operators, Surface Mining",Mining Back Hoe Operator +4395,47-5022,"Excavating and Loading Machine and Dragline Operators, Surface Mining",Mining Backhoe Operator +4396,47-5022,"Excavating and Loading Machine and Dragline Operators, Surface Mining",Mining Bulldozer Operator +4397,47-5022,"Excavating and Loading Machine and Dragline Operators, Surface Mining",Mining Earth Moving Equipment Operator +4398,47-5022,"Excavating and Loading Machine and Dragline Operators, Surface Mining",Mining End Loader Operator +4399,47-5022,"Excavating and Loading Machine and Dragline Operators, Surface Mining",Mining Excavator +4400,47-5022,"Excavating and Loading Machine and Dragline Operators, Surface Mining",Mining Excavator Backhoe Operator +4401,47-5022,"Excavating and Loading Machine and Dragline Operators, Surface Mining",Mining Payloader Operator +4402,47-5022,"Excavating and Loading Machine and Dragline Operators, Surface Mining",Mining Shovel Operator +4403,47-5022,"Excavating and Loading Machine and Dragline Operators, Surface Mining",Mining Yard Loader Operator +4404,47-5022,"Excavating and Loading Machine and Dragline Operators, Surface Mining",Trenching Machine Operator +4405,47-5023,"Earth Drillers, Except Oil and Gas",Blast Hole Driller +4406,47-5023,"Earth Drillers, Except Oil and Gas",Churn Drill Operator +4407,47-5023,"Earth Drillers, Except Oil and Gas",Churn Driller +4408,47-5023,"Earth Drillers, Except Oil and Gas",Earth Auger Operator +4409,47-5023,"Earth Drillers, Except Oil and Gas",Earth Boring Machine Operator +4410,47-5023,"Earth Drillers, Except Oil and Gas",Hard Rock Drill Operator +4411,47-5023,"Earth Drillers, Except Oil and Gas",Rock Drill Operator +4412,47-5032,"Explosives Workers, Ordnance Handling Experts, and Blasters",Blast Setter +4413,47-5032,"Explosives Workers, Ordnance Handling Experts, and Blasters",Blaster +4414,47-5032,"Explosives Workers, Ordnance Handling Experts, and Blasters",Dynamite Shooter +4415,47-5032,"Explosives Workers, Ordnance Handling Experts, and Blasters",Dynamiter +4416,47-5032,"Explosives Workers, Ordnance Handling Experts, and Blasters",Explosive Ordnance Handler +4417,47-5032,"Explosives Workers, Ordnance Handling Experts, and Blasters",Explosive Technician +4418,47-5032,"Explosives Workers, Ordnance Handling Experts, and Blasters",Mining Powder Crew Worker +4419,47-5032,"Explosives Workers, Ordnance Handling Experts, and Blasters",Tier and Detonator +4420,47-5032,"Explosives Workers, Ordnance Handling Experts, and Blasters",Unexploded Ordnance Quality Control Worker +4421,47-5041,Continuous Mining Machine Operators,Bore Miner Operator +4422,47-5041,Continuous Mining Machine Operators,Continuous Mining Machine Coal Miner +4423,47-5041,Continuous Mining Machine Operators,Continuous Mining Machine Lode Miner +4424,47-5041,Continuous Mining Machine Operators,Continuous Mining Machine Miner +4425,47-5041,Continuous Mining Machine Operators,Self-Propelled Mining Machine Operator +4426,47-5043,"Roof Bolters, Mining",Roof Bolter Operator +4427,47-5043,"Roof Bolters, Mining",Roof Bolting Coal Miner +4428,47-5043,"Roof Bolters, Mining",Underground Bolting Machine Operator +4429,47-5043,"Roof Bolters, Mining",Underground Roof Bolter +4430,47-5044,"Loading and Moving Machine Operators, Underground Mining",Coal Hauler Operator +4431,47-5044,"Loading and Moving Machine Operators, Underground Mining",Coke Loader +4432,47-5044,"Loading and Moving Machine Operators, Underground Mining",Joy Loader +4433,47-5044,"Loading and Moving Machine Operators, Underground Mining",Load Haul Dump Operator +4434,47-5044,"Loading and Moving Machine Operators, Underground Mining",Mine Shuttle Car Operator +4435,47-5044,"Loading and Moving Machine Operators, Underground Mining",Mobile Bridge Conveyor Operator +4436,47-5049,"Underground Mining Machine Operators, All Other",Clay Mine Cutting Machine Operator +4437,47-5049,"Underground Mining Machine Operators, All Other",Long Wall Mining Machine Tender +4438,47-5049,"Underground Mining Machine Operators, All Other",Long Wall Operator +4439,47-5049,"Underground Mining Machine Operators, All Other",Long Wall Plow Operator +4440,47-5049,"Underground Mining Machine Operators, All Other",Long Wall Shear Operator +4441,47-5049,"Underground Mining Machine Operators, All Other",Long Wall Shearer +4442,47-5049,"Underground Mining Machine Operators, All Other",Mine Cutting and Channeling Machine Operator +4443,47-5049,"Underground Mining Machine Operators, All Other",Rock Dust Sprayer +4444,47-5049,"Underground Mining Machine Operators, All Other",Rock Duster +4445,47-5049,"Underground Mining Machine Operators, All Other",Shale Planer Operator +4446,47-5049,"Underground Mining Machine Operators, All Other",Shearer Operator +4447,47-5049,"Underground Mining Machine Operators, All Other",Underground Jumbo Driller +4448,47-5051,"Rock Splitters, Quarry",Quarry Chop Saw Operator +4449,47-5051,"Rock Splitters, Quarry",Quarry Plug and Feather Driller +4450,47-5051,"Rock Splitters, Quarry",Sandstone Splitter +4451,47-5071,"Roustabouts, Oil and Gas",Gas Floorhand +4452,47-5071,"Roustabouts, Oil and Gas",Oil and Gas Floorhand +4453,47-5071,"Roustabouts, Oil and Gas",Oil Field Roustabout +4454,47-5071,"Roustabouts, Oil and Gas",Oil Rig Floorhand +4455,47-5071,"Roustabouts, Oil and Gas",Oil Rig Roughneck +4456,47-5071,"Roustabouts, Oil and Gas",Roustabout +4457,47-5071,"Roustabouts, Oil and Gas",Roustabout Pusher +4458,47-5081,Helpers--Extraction Workers,Blaster Helper +4459,47-5081,Helpers--Extraction Workers,Blasting Helper +4460,47-5081,Helpers--Extraction Workers,Boring Machine Operator Helper +4461,47-5081,Helpers--Extraction Workers,Continuous Miner Operator Helper +4462,47-5081,Helpers--Extraction Workers,Driller Helper +4463,47-5081,Helpers--Extraction Workers,Loading Machine Operator Helper +4464,47-5081,Helpers--Extraction Workers,Longwall Machine Operator Helper +4465,47-5081,Helpers--Extraction Workers,Mining Helper +4466,47-5081,Helpers--Extraction Workers,Roof Bolter Helper +4467,47-5081,Helpers--Extraction Workers,Rotary Drill Operator Helper +4468,47-5081,Helpers--Extraction Workers,Shale Planer Operator Helper +4469,47-5099,"Extraction Workers, All Other",Mine Milling Worker +4470,47-5099,"Extraction Workers, All Other",Mine Tailings Worker +4471,47-5099,"Extraction Workers, All Other","Muck Hauler, Extraction" +4472,47-5099,"Extraction Workers, All Other","Sand Filler, Extraction" +4473,49-1011,"First-Line Supervisors of Mechanics, Installers, and Repairers",Automobile Body Repair Supervisor +4474,49-1011,"First-Line Supervisors of Mechanics, Installers, and Repairers",Body Shop Supervisor +4475,49-1011,"First-Line Supervisors of Mechanics, Installers, and Repairers",Electronic Maintenance Supervisor +4476,49-1011,"First-Line Supervisors of Mechanics, Installers, and Repairers",Fleet Maintenance Supervisor +4477,49-1011,"First-Line Supervisors of Mechanics, Installers, and Repairers","Heating, Ventilation, and Air Conditioning Supervisor" +4478,49-1011,"First-Line Supervisors of Mechanics, Installers, and Repairers",Oil Field Equipment Mechanic Supervisor +4479,49-1011,"First-Line Supervisors of Mechanics, Installers, and Repairers",Railroad Car Repair Supervisor +4480,49-1011,"First-Line Supervisors of Mechanics, Installers, and Repairers",Repair Department Supervisor +4481,49-2011,"Computer, Automated Teller, and Office Machine Repairers",ATM Servicer +4482,49-2011,"Computer, Automated Teller, and Office Machine Repairers",Cash Register Servicer +4483,49-2011,"Computer, Automated Teller, and Office Machine Repairers",Computer Repair Technician +4484,49-2011,"Computer, Automated Teller, and Office Machine Repairers",Computer Repairer +4485,49-2011,"Computer, Automated Teller, and Office Machine Repairers",Computer Service Technician +4486,49-2011,"Computer, Automated Teller, and Office Machine Repairers",Copier Technician +4487,49-2011,"Computer, Automated Teller, and Office Machine Repairers",Copying Machine Repairer +4488,49-2011,"Computer, Automated Teller, and Office Machine Repairers",Data Processing Equipment Repairer +4489,49-2011,"Computer, Automated Teller, and Office Machine Repairers",Photocopying Equipment Repairer +4490,49-2011,"Computer, Automated Teller, and Office Machine Repairers",Printer Repair Technician +4491,49-2021,"Radio, Cellular, and Tower Equipment Installers and Repairers",Radio Frequency Technician +4492,49-2021,"Radio, Cellular, and Tower Equipment Installers and Repairers",Radio Mechanic +4493,49-2021,"Radio, Cellular, and Tower Equipment Installers and Repairers",Radio Repairer +4494,49-2021,"Radio, Cellular, and Tower Equipment Installers and Repairers",Two-Way Radio Technician +4495,49-2022,"Telecommunications Equipment Installers and Repairers, Except Line Installers",Communications Equipment Installer +4496,49-2022,"Telecommunications Equipment Installers and Repairers, Except Line Installers",Fiber Optic Central Office Installer +4497,49-2022,"Telecommunications Equipment Installers and Repairers, Except Line Installers",Headend Technician +4498,49-2022,"Telecommunications Equipment Installers and Repairers, Except Line Installers",Private Branch Exchange (PBX ) Installer and Repairer +4499,49-2022,"Telecommunications Equipment Installers and Repairers, Except Line Installers",Switchboard Wirer +4500,49-2022,"Telecommunications Equipment Installers and Repairers, Except Line Installers",Telecommunications Switch Technician +4501,49-2091,Avionics Technicians,Aircraft Armament Mechanic +4502,49-2091,Avionics Technicians,Aircraft Electrician +4503,49-2091,Avionics Technicians,Aircraft Instrument Mechanic +4504,49-2091,Avionics Technicians,Airplane Electrician +4505,49-2091,Avionics Technicians,Automatic Pilot Mechanic +4506,49-2091,Avionics Technicians,Aviation Electronics Technician +4507,49-2091,Avionics Technicians,In-Flight Refueling System Repairer +4508,49-2092,"Electric Motor, Power Tool, and Related Repairers",AC/DC Rewinder +4509,49-2092,"Electric Motor, Power Tool, and Related Repairers",Armature Rewinder +4510,49-2092,"Electric Motor, Power Tool, and Related Repairers",Battery Repairer +4511,49-2092,"Electric Motor, Power Tool, and Related Repairers",Dynamo Repairer +4512,49-2092,"Electric Motor, Power Tool, and Related Repairers",Electric Motor Fitter +4513,49-2092,"Electric Motor, Power Tool, and Related Repairers",Electric Motor Rewinder +4514,49-2092,"Electric Motor, Power Tool, and Related Repairers",Electrical Parts Reconditioner +4515,49-2093,"Electrical and Electronics Installers and Repairers, Transportation Equipment",Locomotive Electrician +4516,49-2093,"Electrical and Electronics Installers and Repairers, Transportation Equipment",Marine Electronics Repairer +4517,49-2093,"Electrical and Electronics Installers and Repairers, Transportation Equipment",Marine Electronics Technician +4518,49-2094,"Electrical and Electronics Repairers, Commercial and Industrial Equipment",Industrial Aerial Installer +4519,49-2094,"Electrical and Electronics Repairers, Commercial and Industrial Equipment",Industrial Robotics Mechanic +4520,49-2094,"Electrical and Electronics Repairers, Commercial and Industrial Equipment",Missile Pad Mechanic +4521,49-2094,"Electrical and Electronics Repairers, Commercial and Industrial Equipment",Public Address System Mechanic +4522,49-2095,"Electrical and Electronics Repairers, Powerhouse, Substation, and Relay",Generating Station Mechanic +4523,49-2095,"Electrical and Electronics Repairers, Powerhouse, Substation, and Relay",Power Transformer Repairer +4524,49-2095,"Electrical and Electronics Repairers, Powerhouse, Substation, and Relay",Powerhouse Electrician +4525,49-2095,"Electrical and Electronics Repairers, Powerhouse, Substation, and Relay",Protective Relay Technician +4526,49-2095,"Electrical and Electronics Repairers, Powerhouse, Substation, and Relay",Relay Technician +4527,49-2095,"Electrical and Electronics Repairers, Powerhouse, Substation, and Relay",Substation Electrician +4528,49-2095,"Electrical and Electronics Repairers, Powerhouse, Substation, and Relay",Substation Mechanic +4529,49-2096,"Electronic Equipment Installers and Repairers, Motor Vehicles",Auto Electrician +4530,49-2096,"Electronic Equipment Installers and Repairers, Motor Vehicles",Auto Phone Installer +4531,49-2096,"Electronic Equipment Installers and Repairers, Motor Vehicles",Auto Radio Mechanic +4532,49-2096,"Electronic Equipment Installers and Repairers, Motor Vehicles",Automotive Electrician +4533,49-2096,"Electronic Equipment Installers and Repairers, Motor Vehicles",Car Alarm Installer +4534,49-2096,"Electronic Equipment Installers and Repairers, Motor Vehicles",Car Stereo Installer +4535,49-2096,"Electronic Equipment Installers and Repairers, Motor Vehicles",GPS Car Navigation Installer +4536,49-2096,"Electronic Equipment Installers and Repairers, Motor Vehicles",Mobile Electronics Installation Specialist +4537,49-2097,Audio-Visual Equipment Installers and Repairers,Cable Installation Technician +4538,49-2097,Audio-Visual Equipment Installers and Repairers,Electric Organ Checker +4539,49-2097,Audio-Visual Equipment Installers and Repairers,Electronic Musical Instrument Repairer +4540,49-2097,Audio-Visual Equipment Installers and Repairers,Home Stereo Equipment Installer +4541,49-2097,Audio-Visual Equipment Installers and Repairers,Home Theater Installer +4542,49-2097,Audio-Visual Equipment Installers and Repairers,Satellite Dish Installer +4543,49-2097,Audio-Visual Equipment Installers and Repairers,Stereo Equipment Installer +4544,49-2097,Audio-Visual Equipment Installers and Repairers,Television Installer +4545,49-2097,Audio-Visual Equipment Installers and Repairers,Television Repairer +4546,49-2097,Audio-Visual Equipment Installers and Repairers,Wireless Internet Installer +4547,49-2098,Security and Fire Alarm Systems Installers,Alarm Adjuster +4548,49-2098,Security and Fire Alarm Systems Installers,Alarm Technician +4549,49-2098,Security and Fire Alarm Systems Installers,Burglar Alarm Installer +4550,49-2098,Security and Fire Alarm Systems Installers,Fire Alarm Installer +4551,49-2098,Security and Fire Alarm Systems Installers,Fire Alarm Technician +4552,49-2098,Security and Fire Alarm Systems Installers,Home Security Alarm Installer +4553,49-3011,Aircraft Mechanics and Service Technicians,A&P Mechanic +4554,49-3011,Aircraft Mechanics and Service Technicians,Aircraft Engine Mechanic +4555,49-3011,Aircraft Mechanics and Service Technicians,Aircraft Engine Specialist +4556,49-3011,Aircraft Mechanics and Service Technicians,Airframe and Power Plant Mechanic +4557,49-3011,Aircraft Mechanics and Service Technicians,Airframe Mechanic +4558,49-3011,Aircraft Mechanics and Service Technicians,Airplane Rigger +4559,49-3011,Aircraft Mechanics and Service Technicians,FAA Certified Powerplant Mechanic +4560,49-3011,Aircraft Mechanics and Service Technicians,Flight Test Mechanic +4561,49-3011,Aircraft Mechanics and Service Technicians,Helicopter Engine Mechanic +4562,49-3011,Aircraft Mechanics and Service Technicians,Helicopter Mechanic +4563,49-3011,Aircraft Mechanics and Service Technicians,Jet Engine Mechanic +4564,49-3011,Aircraft Mechanics and Service Technicians,Propeller-Driven Airplane Mechanic +4565,49-3021,Automotive Body and Related Repairers,Auto Body Customizer +4566,49-3021,Automotive Body and Related Repairers,Auto Body Technician +4567,49-3021,Automotive Body and Related Repairers,Auto Body Worker +4568,49-3021,Automotive Body and Related Repairers,Auto Bumper Straightener +4569,49-3021,Automotive Body and Related Repairers,Body and Frame Technician +4570,49-3021,Automotive Body and Related Repairers,Body Shop Worker +4571,49-3021,Automotive Body and Related Repairers,Car Refinisher +4572,49-3021,Automotive Body and Related Repairers,Truck Body Repairer +4573,49-3021,Automotive Body and Related Repairers,Vehicle Body Sander +4574,49-3022,Automotive Glass Installers and Repairers,Auto Glass Installer +4575,49-3022,Automotive Glass Installers and Repairers,Auto Glass Mechanic +4576,49-3022,Automotive Glass Installers and Repairers,Automotive Glass Technician +4577,49-3022,Automotive Glass Installers and Repairers,Automotive Glazier +4578,49-3022,Automotive Glass Installers and Repairers,Windshield Installer +4579,49-3022,Automotive Glass Installers and Repairers,Windshield Repair Technician +4580,49-3023,Automotive Service Technicians and Mechanics,Auto Clutch Rebuilder +4581,49-3023,Automotive Service Technicians and Mechanics,Auto Clutch Specialist +4582,49-3023,Automotive Service Technicians and Mechanics,Auto Radiator Specialist +4583,49-3023,Automotive Service Technicians and Mechanics,Auto Suspension and Steering Mechanic +4584,49-3023,Automotive Service Technicians and Mechanics,Auto Transmission Specialist +4585,49-3023,Automotive Service Technicians and Mechanics,Automotive Alignment Specialist +4586,49-3023,Automotive Service Technicians and Mechanics,Automotive Brake Adjuster +4587,49-3023,Automotive Service Technicians and Mechanics,Automotive Brake Specialist +4588,49-3023,Automotive Service Technicians and Mechanics,Automotive Brake Technician +4589,49-3023,Automotive Service Technicians and Mechanics,Automotive Fuel Injection Servicer +4590,49-3023,Automotive Service Technicians and Mechanics,Automotive Fuel Systems Converter +4591,49-3023,Automotive Service Technicians and Mechanics,Automotive Specialty Technician +4592,49-3023,Automotive Service Technicians and Mechanics,Hybrid Car Mechanic +4593,49-3023,Automotive Service Technicians and Mechanics,Motor Tune-Up Specialist +4594,49-3031,Bus and Truck Mechanics and Diesel Engine Specialists,Biodiesel Engine Specialist +4595,49-3031,Bus and Truck Mechanics and Diesel Engine Specialists,Diesel Engine Fitter +4596,49-3031,Bus and Truck Mechanics and Diesel Engine Specialists,Diesel Service Technician +4597,49-3031,Bus and Truck Mechanics and Diesel Engine Specialists,Marine Diesel Technician +4598,49-3031,Bus and Truck Mechanics and Diesel Engine Specialists,School Bus Mechanic +4599,49-3031,Bus and Truck Mechanics and Diesel Engine Specialists,Tractor Trailer Mechanic +4600,49-3031,Bus and Truck Mechanics and Diesel Engine Specialists,Truck Engine Technician +4601,49-3041,Farm Equipment Mechanics and Service Technicians,Agricultural Equipment Mechanic +4602,49-3041,Farm Equipment Mechanics and Service Technicians,Combine Mechanic +4603,49-3041,Farm Equipment Mechanics and Service Technicians,Dairy Equipment Mechanic +4604,49-3041,Farm Equipment Mechanics and Service Technicians,Dairy Equipment Repairer +4605,49-3041,Farm Equipment Mechanics and Service Technicians,Harvester Mechanic +4606,49-3041,Farm Equipment Mechanics and Service Technicians,Irrigation Equipment Mechanic +4607,49-3041,Farm Equipment Mechanics and Service Technicians,Milking Machine Mechanic +4608,49-3041,Farm Equipment Mechanics and Service Technicians,Tractor Mechanic +4609,49-3042,"Mobile Heavy Equipment Mechanics, Except Engines",Bulldozer Mechanic +4610,49-3042,"Mobile Heavy Equipment Mechanics, Except Engines",Construction Equipment Mechanic +4611,49-3042,"Mobile Heavy Equipment Mechanics, Except Engines",Dragline Mechanic +4612,49-3042,"Mobile Heavy Equipment Mechanics, Except Engines",Forklift Mechanic +4613,49-3042,"Mobile Heavy Equipment Mechanics, Except Engines",Forklift Technician +4614,49-3042,"Mobile Heavy Equipment Mechanics, Except Engines",Logging Equipment Mechanic +4615,49-3043,Rail Car Repairers,Freight Car Repairer +4616,49-3043,Rail Car Repairers,Mine Car Mechanic +4617,49-3043,Rail Car Repairers,Rail Car Maintenance Mechanic +4618,49-3043,Rail Car Repairers,Rail Car Mechanic +4619,49-3043,Rail Car Repairers,Streetcar Repairer +4620,49-3043,Rail Car Repairers,Subway Car Repairer +4621,49-3043,Rail Car Repairers,Tank Car Reconditioner +4622,49-3043,Rail Car Repairers,Trolley Car Mechanic +4623,49-3043,Rail Car Repairers,Trolley Car Overhauler +4624,49-3051,Motorboat Mechanics and Service Technicians,Certified Marine Mechanic +4625,49-3051,Motorboat Mechanics and Service Technicians,Marine Propulsion Technician +4626,49-3051,Motorboat Mechanics and Service Technicians,Marine Technician +4627,49-3051,Motorboat Mechanics and Service Technicians,Motorboat Mechanic +4628,49-3051,Motorboat Mechanics and Service Technicians,Outboard Motor Mechanic +4629,49-3051,Motorboat Mechanics and Service Technicians,Outboard Technician +4630,49-3052,Motorcycle Mechanics,All Terrain Vehicle Technician +4631,49-3052,Motorcycle Mechanics,ATV Technician +4632,49-3052,Motorcycle Mechanics,Motor Scooter Mechanic +4633,49-3052,Motorcycle Mechanics,Motorcycle Repairer +4634,49-3052,Motorcycle Mechanics,Motorcycle Service Technician +4635,49-3052,Motorcycle Mechanics,Motorcycle Technician +4636,49-3052,Motorcycle Mechanics,Scooter Mechanic +4637,49-3053,Outdoor Power Equipment and Other Small Engine Mechanics,Chain Saw Mechanic +4638,49-3053,Outdoor Power Equipment and Other Small Engine Mechanics,Edge Trimmer Mechanic +4639,49-3053,Outdoor Power Equipment and Other Small Engine Mechanics,Electric Golf Cart Repairers +4640,49-3053,Outdoor Power Equipment and Other Small Engine Mechanics,Electric Wheelchair Repairer +4641,49-3053,Outdoor Power Equipment and Other Small Engine Mechanics,Go-Cart Mechanic +4642,49-3053,Outdoor Power Equipment and Other Small Engine Mechanics,Golf Cart Mechanic +4643,49-3053,Outdoor Power Equipment and Other Small Engine Mechanics,Lawn Mower Repairer +4644,49-3053,Outdoor Power Equipment and Other Small Engine Mechanics,Mobility Scooter Repairer +4645,49-3053,Outdoor Power Equipment and Other Small Engine Mechanics,Power Saw Mechanic +4646,49-3053,Outdoor Power Equipment and Other Small Engine Mechanics,Power Wheelchair Mechanic +4647,49-3053,Outdoor Power Equipment and Other Small Engine Mechanics,Snowblower Mechanic +4648,49-3053,Outdoor Power Equipment and Other Small Engine Mechanics,Snowmobile Mechanic +4649,49-3091,Bicycle Repairers,Bicycle Mechanic +4650,49-3091,Bicycle Repairers,Bicycle Service Technician +4651,49-3091,Bicycle Repairers,Bike Mechanic +4652,49-3092,Recreational Vehicle Service Technicians,Master Certified RV Technician +4653,49-3092,Recreational Vehicle Service Technicians,Mobile Service Recreational Vehicle Technician +4654,49-3092,Recreational Vehicle Service Technicians,Recreational Vehicle (RV) Repairer +4655,49-3092,Recreational Vehicle Service Technicians,Recreational Vehicle Mechanic +4656,49-3092,Recreational Vehicle Service Technicians,RV Mechanic +4657,49-3092,Recreational Vehicle Service Technicians,RV Servicer +4658,49-3092,Recreational Vehicle Service Technicians,RVDA Master Certified RV Technician +4659,49-3093,Tire Repairers and Changers,Auto Tire Worker +4660,49-3093,Tire Repairers and Changers,Tire Balancer +4661,49-3093,Tire Repairers and Changers,Tire Fixer +4662,49-3093,Tire Repairers and Changers,Tire Mechanic +4663,49-3093,Tire Repairers and Changers,Tire Mounter +4664,49-3093,Tire Repairers and Changers,Tire Servicer +4665,49-3093,Tire Repairers and Changers,Tire Technician +4666,49-9011,Mechanical Door Repairers,Automatic Door Mechanic +4667,49-9011,Mechanical Door Repairers,Door Closer Mechanic +4668,49-9011,Mechanical Door Repairers,Garage Door Technician +4669,49-9011,Mechanical Door Repairers,Overhead Door Technician +4670,49-9012,"Control and Valve Installers and Repairers, Except Mechanical Door",Air Valve Mechanic +4671,49-9012,"Control and Valve Installers and Repairers, Except Mechanical Door",Electric Meter Installer +4672,49-9012,"Control and Valve Installers and Repairers, Except Mechanical Door",Gas Meter Installer +4673,49-9012,"Control and Valve Installers and Repairers, Except Mechanical Door",Gas Meter Mechanic +4674,49-9012,"Control and Valve Installers and Repairers, Except Mechanical Door",Thermostat Repairer +4675,49-9012,"Control and Valve Installers and Repairers, Except Mechanical Door",Valve Mechanic +4676,49-9012,"Control and Valve Installers and Repairers, Except Mechanical Door",Water Meter Installer +4677,49-9021,"Heating, Air Conditioning, and Refrigeration Mechanics and Installers",Air Conditioning Service Technician +4678,49-9021,"Heating, Air Conditioning, and Refrigeration Mechanics and Installers",Bulk Cooler Installer +4679,49-9021,"Heating, Air Conditioning, and Refrigeration Mechanics and Installers",Evaporative Cooler Installer +4680,49-9021,"Heating, Air Conditioning, and Refrigeration Mechanics and Installers",Furnace Converter +4681,49-9021,"Heating, Air Conditioning, and Refrigeration Mechanics and Installers",Furnace Fitter +4682,49-9021,"Heating, Air Conditioning, and Refrigeration Mechanics and Installers",Gas Furnace Installer +4683,49-9021,"Heating, Air Conditioning, and Refrigeration Mechanics and Installers","Heating, Ventilation, and Air Conditioning (HVAC) Mechanic" +4684,49-9021,"Heating, Air Conditioning, and Refrigeration Mechanics and Installers",Oil Burner Repairer +4685,49-9021,"Heating, Air Conditioning, and Refrigeration Mechanics and Installers",Oil Furnace Installer +4686,49-9021,"Heating, Air Conditioning, and Refrigeration Mechanics and Installers",Refrigeration Systems Installer +4687,49-9021,"Heating, Air Conditioning, and Refrigeration Mechanics and Installers",Stoker Installer +4688,49-9031,Home Appliance Repairers,Certified Appliance Service Technician +4689,49-9031,Home Appliance Repairers,Electric Stove Installer +4690,49-9031,Home Appliance Repairers,Gas Appliance Repairer +4691,49-9031,Home Appliance Repairers,Gas Appliance Servicer +4692,49-9031,Home Appliance Repairers,Home Appliance Installer +4693,49-9031,Home Appliance Repairers,Stove Installer +4694,49-9031,Home Appliance Repairers,Vacuum Cleaner Repair Person +4695,49-9031,Home Appliance Repairers,Vacuum Cleaner Repairer +4696,49-9031,Home Appliance Repairers,Washing Machine Installer +4697,49-9031,Home Appliance Repairers,Washing Machine Repairer +4698,49-9031,Home Appliance Repairers,Window Air Conditioner Installer +4699,49-9041,Industrial Machinery Mechanics,Bag Machine Adjuster +4700,49-9041,Industrial Machinery Mechanics,Boilerhouse Mechanic +4701,49-9041,Industrial Machinery Mechanics,Foundry Equipment Mechanic +4702,49-9041,Industrial Machinery Mechanics,Hydroelectric Machinery Mechanic +4703,49-9041,Industrial Machinery Mechanics,Industrial Conveyor Belt Repairer +4704,49-9041,Industrial Machinery Mechanics,Loom Fixer +4705,49-9041,Industrial Machinery Mechanics,Loom Technician +4706,49-9043,"Maintenance Workers, Machinery",Crane Oiler +4707,49-9044,Millwrights,Construction Millwright +4708,49-9044,Millwrights,Machine Erector +4709,49-9044,Millwrights,Machinery Dismantler +4710,49-9044,Millwrights,Maintenance Millwright +4711,49-9044,Millwrights,Manufacturing Millwright +4712,49-9045,"Refractory Materials Repairers, Except Brickmasons",Bondactor Machine Operator +4713,49-9045,"Refractory Materials Repairers, Except Brickmasons",Cupola Repairer +4714,49-9045,"Refractory Materials Repairers, Except Brickmasons",Kiln Door Builder +4715,49-9045,"Refractory Materials Repairers, Except Brickmasons",Ladle Repairer +4716,49-9045,"Refractory Materials Repairers, Except Brickmasons",Refractory Repairer +4717,49-9051,Electrical Power-Line Installers and Repairers,Electric Powerline Examiner +4718,49-9051,Electrical Power-Line Installers and Repairers,Electric Utility Lineworker +4719,49-9051,Electrical Power-Line Installers and Repairers,Electrical High Tension Tester +4720,49-9051,Electrical Power-Line Installers and Repairers,Electrical Lineworker +4721,49-9051,Electrical Power-Line Installers and Repairers,Power Lineworker +4722,49-9051,Electrical Power-Line Installers and Repairers,Underground Conduit Installer +4723,49-9052,Telecommunications Line Installers and Repairers,Cable Television Installer +4724,49-9052,Telecommunications Line Installers and Repairers,Fiber Optic Technician +4725,49-9052,Telecommunications Line Installers and Repairers,FIOS Line Installer +4726,49-9052,Telecommunications Line Installers and Repairers,Telecommunication Lines Repairer +4727,49-9052,Telecommunications Line Installers and Repairers,Telecommunications Line Installer +4728,49-9052,Telecommunications Line Installers and Repairers,Telephone Cable Splicer +4729,49-9052,Telecommunications Line Installers and Repairers,Telephone Lines Repairer +4730,49-9052,Telecommunications Line Installers and Repairers,Telephone Lineworker +4731,49-9061,Camera and Photographic Equipment Repairers,Aircraft Photographic Equipment Repairer +4732,49-9061,Camera and Photographic Equipment Repairers,Camera Machinist +4733,49-9061,Camera and Photographic Equipment Repairers,Camera Repair Technician +4734,49-9061,Camera and Photographic Equipment Repairers,Camera Repairer +4735,49-9061,Camera and Photographic Equipment Repairers,Photographic Equipment Technician +4736,49-9062,Medical Equipment Repairers,Biomedical Electronics Technician +4737,49-9062,Medical Equipment Repairers,Biomedical Equipment Technician +4738,49-9062,Medical Equipment Repairers,BMET +4739,49-9062,Medical Equipment Repairers,Certified Biomedical Equipment Technician +4740,49-9062,Medical Equipment Repairers,Dental Equipment Mechanic +4741,49-9062,Medical Equipment Repairers,Dental Equipment Repairer +4742,49-9062,Medical Equipment Repairers,Durable Medical Equipment Repairer +4743,49-9062,Medical Equipment Repairers,Electromedical Equipment Technician +4744,49-9062,Medical Equipment Repairers,Radiology Equipment Servicer +4745,49-9062,Medical Equipment Repairers,Surgical Instrument Mechanic +4746,49-9063,Musical Instrument Repairers and Tuners,Accordion Repairer +4747,49-9063,Musical Instrument Repairers and Tuners,Band Instrument Repair Technician +4748,49-9063,Musical Instrument Repairers and Tuners,Banjo Repairer +4749,49-9063,Musical Instrument Repairers and Tuners,Bow Rehairer +4750,49-9063,Musical Instrument Repairers and Tuners,Brass and Wind Instrument Repairer +4751,49-9063,Musical Instrument Repairers and Tuners,Chip Tuner +4752,49-9063,Musical Instrument Repairers and Tuners,Fretted String Instrument Repairer +4753,49-9063,Musical Instrument Repairers and Tuners,Guitar Builder +4754,49-9063,Musical Instrument Repairers and Tuners,Guitar Repairer +4755,49-9063,Musical Instrument Repairers and Tuners,Keyboard Instrument Repairer +4756,49-9063,Musical Instrument Repairers and Tuners,Luthier +4757,49-9063,Musical Instrument Repairers and Tuners,Mandolin Repairer +4758,49-9063,Musical Instrument Repairers and Tuners,Organ Installer +4759,49-9063,Musical Instrument Repairers and Tuners,Organ Tuner +4760,49-9063,Musical Instrument Repairers and Tuners,Percussion Instrument Repairer +4761,49-9063,Musical Instrument Repairers and Tuners,Piano Regulator +4762,49-9063,Musical Instrument Repairers and Tuners,Piano Technician +4763,49-9063,Musical Instrument Repairers and Tuners,Piano Tuner +4764,49-9063,Musical Instrument Repairers and Tuners,Pipe Organ Technician +4765,49-9063,Musical Instrument Repairers and Tuners,Stringed Instrument Repairer +4766,49-9063,Musical Instrument Repairers and Tuners,Tone Regulator +4767,49-9063,Musical Instrument Repairers and Tuners,Violin Repairer +4768,49-9064,Watch and Clock Repairers,Antique Clock Repairer +4769,49-9064,Watch and Clock Repairers,Chronometer Repairer +4770,49-9064,Watch and Clock Repairers,Clock Repair Technician +4771,49-9064,Watch and Clock Repairers,Clockmaker +4772,49-9064,Watch and Clock Repairers,Clocksmith +4773,49-9064,Watch and Clock Repairers,Horologist +4774,49-9064,Watch and Clock Repairers,Time Piece Repairer +4775,49-9064,Watch and Clock Repairers,Watchmaker +4776,49-9069,"Precision Instrument and Equipment Repairers, All Other",Gyroscope Repairer +4777,49-9069,"Precision Instrument and Equipment Repairers, All Other",Scale Adjuster +4778,49-9069,"Precision Instrument and Equipment Repairers, All Other",Telescope Repairer +4779,49-9071,"Maintenance and Repair Workers, General",Building Maintenance Mechanic +4780,49-9071,"Maintenance and Repair Workers, General",Building Mechanic +4781,49-9071,"Maintenance and Repair Workers, General",Building Services Mechanic +4782,49-9071,"Maintenance and Repair Workers, General",Facilities Maintenance Worker +4783,49-9071,"Maintenance and Repair Workers, General",General Maintenance Worker +4784,49-9071,"Maintenance and Repair Workers, General",Maintenance Mechanic +4785,49-9071,"Maintenance and Repair Workers, General",Mechanics Handyman +4786,49-9071,"Maintenance and Repair Workers, General",Plant Maintenance Technician +4787,49-9081,Wind Turbine Service Technicians,Wind Energy Mechanic +4788,49-9081,Wind Turbine Service Technicians,Wind Energy Technician +4789,49-9081,Wind Turbine Service Technicians,Wind Turbine Mechanic +4790,49-9081,Wind Turbine Service Technicians,Wind Turbine Technician +4791,49-9091,"Coin, Vending, and Amusement Machine Servicers and Repairers",Arcade Games Mechanic +4792,49-9091,"Coin, Vending, and Amusement Machine Servicers and Repairers",Coin Box Collector +4793,49-9091,"Coin, Vending, and Amusement Machine Servicers and Repairers",Juke Box Mechanic +4794,49-9091,"Coin, Vending, and Amusement Machine Servicers and Repairers",Parking Meter Collector +4795,49-9091,"Coin, Vending, and Amusement Machine Servicers and Repairers",Slot Machine Mechanic +4796,49-9091,"Coin, Vending, and Amusement Machine Servicers and Repairers",Slot Technician +4797,49-9091,"Coin, Vending, and Amusement Machine Servicers and Repairers",Stamp Machine Servicer +4798,49-9091,"Coin, Vending, and Amusement Machine Servicers and Repairers",Vending Machine Filler +4799,49-9092,Commercial Divers,Marine Diver +4800,49-9092,Commercial Divers,Non Destructive Testing Underwater Welder +4801,49-9092,Commercial Divers,Salvage Diver +4802,49-9092,Commercial Divers,Scuba Diver +4803,49-9092,Commercial Divers,Submarine Diver +4804,49-9092,Commercial Divers,Underwater Welder +4805,49-9094,Locksmiths and Safe Repairers,Key Maker +4806,49-9094,Locksmiths and Safe Repairers,Keysmith +4807,49-9094,Locksmiths and Safe Repairers,Lock Expert +4808,49-9094,Locksmiths and Safe Repairers,Lock Fitter +4809,49-9094,Locksmiths and Safe Repairers,Lock Setter +4810,49-9094,Locksmiths and Safe Repairers,Lock Technician +4811,49-9094,Locksmiths and Safe Repairers,Locksmith +4812,49-9094,Locksmiths and Safe Repairers,Safe and Vault Installer +4813,49-9094,Locksmiths and Safe Repairers,Safe and Vault Mechanic +4814,49-9095,Manufactured Building and Mobile Home Installers,Housetrailer Servicer +4815,49-9095,Manufactured Building and Mobile Home Installers,Mobile Home Mechanic +4816,49-9095,Manufactured Building and Mobile Home Installers,Mobile Home Servicer +4817,49-9095,Manufactured Building and Mobile Home Installers,Mobile Home Technician +4818,49-9095,Manufactured Building and Mobile Home Installers,Modular Home Crew Member +4819,49-9096,Riggers,Acrobatic Rigger +4820,49-9096,Riggers,Boat Rigger +4821,49-9096,Riggers,Crane Rigger +4822,49-9096,Riggers,Fly Rail Operator +4823,49-9096,Riggers,Gantry Rigger +4824,49-9096,Riggers,High Rigger +4825,49-9096,Riggers,Marine Rigger +4826,49-9096,Riggers,Parachute Rigger +4827,49-9096,Riggers,Ship Rigger +4828,49-9096,Riggers,Theatrical Rigger +4829,49-9096,Riggers,Wire Rigger +4830,49-9096,Riggers,Yacht Rigger +4831,49-9096,Riggers,Yard Rigger +4832,49-9097,Signal and Track Switch Repairers,Electric Track Switch Maintainer +4833,49-9097,Signal and Track Switch Repairers,Light Rail Signal Technician +4834,49-9097,Signal and Track Switch Repairers,Rail Signal Mechanic +4835,49-9097,Signal and Track Switch Repairers,Railway Signal Technician +4836,49-9097,Signal and Track Switch Repairers,Third Rail Installer +4837,49-9097,Signal and Track Switch Repairers,Train Control Electronic Technician +4838,49-9097,Signal and Track Switch Repairers,Train Control Technician +4839,49-9098,"Helpers--Installation, Maintenance, and Repair Workers",Automobile Body Repairer Helper +4840,49-9098,"Helpers--Installation, Maintenance, and Repair Workers",Cable Splicer Helper +4841,49-9098,"Helpers--Installation, Maintenance, and Repair Workers",Hydroelectric Machinery Mechanic Helper +4842,49-9098,"Helpers--Installation, Maintenance, and Repair Workers",Locksmith Helper +4843,49-9098,"Helpers--Installation, Maintenance, and Repair Workers",Logging Equipment Mechanic Helper +4844,49-9098,"Helpers--Installation, Maintenance, and Repair Workers",Mechanic's Assistant +4845,49-9098,"Helpers--Installation, Maintenance, and Repair Workers",Meter Repairer Helper +4846,49-9098,"Helpers--Installation, Maintenance, and Repair Workers",Motorboat Mechanic Helper +4847,49-9098,"Helpers--Installation, Maintenance, and Repair Workers",Powerhouse Mechanic Helper +4848,49-9098,"Helpers--Installation, Maintenance, and Repair Workers",Streetcar Repairer Helper +4849,49-9099,"Installation, Maintenance, and Repair Workers, All Other",Bowling Alley Mechanic +4850,49-9099,"Installation, Maintenance, and Repair Workers, All Other",Curtain Mender +4851,49-9099,"Installation, Maintenance, and Repair Workers, All Other",Fabric Awning Repairer +4852,49-9099,"Installation, Maintenance, and Repair Workers, All Other",Fire Extinguisher Installer +4853,49-9099,"Installation, Maintenance, and Repair Workers, All Other",Gasoline Pump Installer +4854,49-9099,"Installation, Maintenance, and Repair Workers, All Other",Gunsmith +4855,49-9099,"Installation, Maintenance, and Repair Workers, All Other",Hand-Woven Carpet and Rug Mender +4856,49-9099,"Installation, Maintenance, and Repair Workers, All Other",Parachute Repairer +4857,49-9099,"Installation, Maintenance, and Repair Workers, All Other",Sail Repairer +4858,49-9099,"Installation, Maintenance, and Repair Workers, All Other",Ski Lift Mechanic +4859,49-9099,"Installation, Maintenance, and Repair Workers, All Other",Tarp Repairer +4860,49-9099,"Installation, Maintenance, and Repair Workers, All Other",Wheelwright +4861,49-9099,"Installation, Maintenance, and Repair Workers, All Other",Window Shade Installer +4862,51-1011,First-Line Supervisors of Production and Operating Workers,Assembly Line Supervisor +4863,51-1011,First-Line Supervisors of Production and Operating Workers,Assembly Supervisor +4864,51-1011,First-Line Supervisors of Production and Operating Workers,Die Cast Supervisor +4865,51-1011,First-Line Supervisors of Production and Operating Workers,Machine Assembler Supervisor +4866,51-1011,First-Line Supervisors of Production and Operating Workers,Machinist Supervisor +4867,51-1011,First-Line Supervisors of Production and Operating Workers,Molding Supervisor +4868,51-1011,First-Line Supervisors of Production and Operating Workers,Paper Machine Supervisor +4869,51-1011,First-Line Supervisors of Production and Operating Workers,Printing Supervisor +4870,51-1011,First-Line Supervisors of Production and Operating Workers,Printing Worker Supervisor +4871,51-1011,First-Line Supervisors of Production and Operating Workers,Tool Room Supervisor +4872,51-2011,"Aircraft Structure, Surfaces, Rigging, and Systems Assemblers",Aircraft De-Icer Installer +4873,51-2011,"Aircraft Structure, Surfaces, Rigging, and Systems Assemblers",Aircraft Fuselage Framer +4874,51-2011,"Aircraft Structure, Surfaces, Rigging, and Systems Assemblers",Aircraft Layout Worker +4875,51-2011,"Aircraft Structure, Surfaces, Rigging, and Systems Assemblers",Aircraft Line Assembler +4876,51-2011,"Aircraft Structure, Surfaces, Rigging, and Systems Assemblers",Aircraft Part Assembler +4877,51-2011,"Aircraft Structure, Surfaces, Rigging, and Systems Assemblers",Aircraft Riveter +4878,51-2011,"Aircraft Structure, Surfaces, Rigging, and Systems Assemblers",Aircraft Sheet Metal Mechanic +4879,51-2011,"Aircraft Structure, Surfaces, Rigging, and Systems Assemblers",Helicopter Airframe Mechanic +4880,51-2011,"Aircraft Structure, Surfaces, Rigging, and Systems Assemblers",Propeller Layout Worker +4881,51-2011,"Aircraft Structure, Surfaces, Rigging, and Systems Assemblers",Wing Coverer +4882,51-2021,"Coil Winders, Tapers, and Finishers",Coil Builder +4883,51-2021,"Coil Winders, Tapers, and Finishers",Coil Former +4884,51-2021,"Coil Winders, Tapers, and Finishers",Coil Winder +4885,51-2021,"Coil Winders, Tapers, and Finishers",Motor Rewinder +4886,51-2021,"Coil Winders, Tapers, and Finishers",Motor Winder +4887,51-2021,"Coil Winders, Tapers, and Finishers",Multiple Coil Winder +4888,51-2021,"Coil Winders, Tapers, and Finishers",Rotor Coil Taper +4889,51-2021,"Coil Winders, Tapers, and Finishers",Wire Coiler +4890,51-2021,"Coil Winders, Tapers, and Finishers",Wire Winder +4891,51-2021,"Coil Winders, Tapers, and Finishers",Wire Winding Machine Tender +4892,51-2022,Electrical and Electronic Equipment Assemblers,Anode Builder +4893,51-2022,Electrical and Electronic Equipment Assemblers,Armature Assembler +4894,51-2022,Electrical and Electronic Equipment Assemblers,Battery Assembler +4895,51-2022,Electrical and Electronic Equipment Assemblers,Battery Builder +4896,51-2022,Electrical and Electronic Equipment Assemblers,Breaker Unit Assembler +4897,51-2022,Electrical and Electronic Equipment Assemblers,Circuit Board Assembler +4898,51-2022,Electrical and Electronic Equipment Assemblers,Computer Assembler +4899,51-2022,Electrical and Electronic Equipment Assemblers,Coping Machine Assembler +4900,51-2022,Electrical and Electronic Equipment Assemblers,Electric Motor Controls Assembler +4901,51-2022,Electrical and Electronic Equipment Assemblers,Electric Sign Assembler +4902,51-2022,Electrical and Electronic Equipment Assemblers,Electrical Assembler +4903,51-2022,Electrical and Electronic Equipment Assemblers,Electrical Controls Assembler +4904,51-2022,Electrical and Electronic Equipment Assemblers,Electronic Assembler +4905,51-2022,Electrical and Electronic Equipment Assemblers,Electronic Sensing Equipment Assembler +4906,51-2022,Electrical and Electronic Equipment Assemblers,Electronic Wirer +4907,51-2022,Electrical and Electronic Equipment Assemblers,Switchbox Assembler +4908,51-2022,Electrical and Electronic Equipment Assemblers,Transformer Assembler +4909,51-2022,Electrical and Electronic Equipment Assemblers,Transformer Maker +4910,51-2023,Electromechanical Equipment Assemblers,Electromechanical Assembler +4911,51-2023,Electromechanical Equipment Assemblers,Microwave Oven Assembler +4912,51-2023,Electromechanical Equipment Assemblers,Programmable Logic Controller Assembler +4913,51-2023,Electromechanical Equipment Assemblers,Synchronous Motor Assembler +4914,51-2023,Electromechanical Equipment Assemblers,Vacuum Cleaner Assembler +4915,51-2023,Electromechanical Equipment Assemblers,Vending Machine Assembler +4916,51-2031,Engine and Other Machine Assemblers,Aircraft Engine Assembler +4917,51-2031,Engine and Other Machine Assemblers,Assembling Motor Builder +4918,51-2031,Engine and Other Machine Assemblers,Clutch Housing Assembler +4919,51-2031,Engine and Other Machine Assemblers,Engine Builder +4920,51-2031,Engine and Other Machine Assemblers,Gas Turbine Assembler +4921,51-2031,Engine and Other Machine Assemblers,Generator Assembler +4922,51-2031,Engine and Other Machine Assemblers,Jet Engine Assembler +4923,51-2031,Engine and Other Machine Assemblers,Machine Builder +4924,51-2031,Engine and Other Machine Assemblers,Sewing Machine Assembler +4925,51-2031,Engine and Other Machine Assemblers,Steam Turbine Assembler +4926,51-2031,Engine and Other Machine Assemblers,Truck Transmission Assembler +4927,51-2031,Engine and Other Machine Assemblers,Truck Transmission Builder +4928,51-2041,Structural Metal Fabricators and Fitters,Mill Beam Fitter +4929,51-2041,Structural Metal Fabricators and Fitters,Protector Plate Attacher +4930,51-2051,Fiberglass Laminators and Fabricators,Fiberglass Boat Builder +4931,51-2051,Fiberglass Laminators and Fabricators,Fiberglass Fabricator +4932,51-2051,Fiberglass Laminators and Fabricators,Fiberglass Grinder +4933,51-2051,Fiberglass Laminators and Fabricators,Fiberglass Laminator +4934,51-2051,Fiberglass Laminators and Fabricators,Fiberglass Luggage Molder +4935,51-2051,Fiberglass Laminators and Fabricators,Fiberglass Machine Operator +4936,51-2051,Fiberglass Laminators and Fabricators,Fiberglass Roller +4937,51-2051,Fiberglass Laminators and Fabricators,Fiberglass Ski Maker +4938,51-2051,Fiberglass Laminators and Fabricators,Fiberglasser +4939,51-2061,Timing Device Assemblers and Adjusters,Digital Watch Assembler +4940,51-2061,Timing Device Assemblers and Adjusters,Electrical Timing Device Adjuster +4941,51-2061,Timing Device Assemblers and Adjusters,Marine Chronometer Assembler +4942,51-2061,Timing Device Assemblers and Adjusters,Time Stamp Assembler +4943,51-2092,Team Assemblers,Lead Team Assembler +4944,51-2092,Team Assemblers,Team Assembly Line Machine Operator +4945,51-2092,Team Assemblers,Team Automobile Assembler +4946,51-2099,"Assemblers and Fabricators, All Other",Air Bag Builder +4947,51-2099,"Assemblers and Fabricators, All Other",Auto Battery Builder +4948,51-2099,"Assemblers and Fabricators, All Other",Barrel Straightener +4949,51-2099,"Assemblers and Fabricators, All Other",Crate Builder +4950,51-2099,"Assemblers and Fabricators, All Other",Doll Maker +4951,51-2099,"Assemblers and Fabricators, All Other",Lure Maker +4952,51-2099,"Assemblers and Fabricators, All Other",Quilt Stuffer +4953,51-3011,Bakers,Bagel Maker +4954,51-3011,Bakers,Bread Baker +4955,51-3011,Bakers,Dough Maker +4956,51-3011,Bakers,Pastry Baker +4957,51-3011,Bakers,Pastry Finisher +4958,51-3011,Bakers,Pie Baker +4959,51-3011,Bakers,Pie Maker +4960,51-3021,Butchers and Meat Cutters,Butcher +4961,51-3021,Butchers and Meat Cutters,Butcher Apprentice +4962,51-3021,Butchers and Meat Cutters,Halal Butcher +4963,51-3021,Butchers and Meat Cutters,Kosher Butcher +4964,51-3021,Butchers and Meat Cutters,Meat Carver +4965,51-3021,Butchers and Meat Cutters,Meat Clerk +4966,51-3021,Butchers and Meat Cutters,Meat Counter Worker +4967,51-3022,"Meat, Poultry, and Fish Cutters and Trimmers",Crab Picker +4968,51-3022,"Meat, Poultry, and Fish Cutters and Trimmers",Deboner +4969,51-3022,"Meat, Poultry, and Fish Cutters and Trimmers",Fish Cutter +4970,51-3022,"Meat, Poultry, and Fish Cutters and Trimmers",Fish Filleter +4971,51-3022,"Meat, Poultry, and Fish Cutters and Trimmers",Frozen Meat Cutter +4972,51-3022,"Meat, Poultry, and Fish Cutters and Trimmers",Meat Trimmer +4973,51-3022,"Meat, Poultry, and Fish Cutters and Trimmers",Oyster Shucker +4974,51-3022,"Meat, Poultry, and Fish Cutters and Trimmers",Poultry Cutter +4975,51-3022,"Meat, Poultry, and Fish Cutters and Trimmers",Poultry Eviscerator +4976,51-3022,"Meat, Poultry, and Fish Cutters and Trimmers",Shrimp Peeler +4977,51-3022,"Meat, Poultry, and Fish Cutters and Trimmers",Shrimp Picker +4978,51-3022,"Meat, Poultry, and Fish Cutters and Trimmers",Wing Scorer +4979,51-3023,Slaughterers and Meat Packers,Beef Splitter +4980,51-3023,Slaughterers and Meat Packers,Cattle Killer +4981,51-3023,Slaughterers and Meat Packers,Halal Meat Packer +4982,51-3023,Slaughterers and Meat Packers,Hog Slaughterer +4983,51-3023,Slaughterers and Meat Packers,Meat Packer +4984,51-3023,Slaughterers and Meat Packers,Meat Processor +4985,51-3023,Slaughterers and Meat Packers,Poultry Slaughterer +4986,51-3023,Slaughterers and Meat Packers,Shochet +4987,51-3023,Slaughterers and Meat Packers,Slaughterer +4988,51-3091,"Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders",Bean Roaster +4989,51-3091,"Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders",Coffee Roaster +4990,51-3091,"Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders",Fish Smoker +4991,51-3091,"Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders",Food Dehydrator Operator +4992,51-3091,"Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders",Grain Roaster +4993,51-3091,"Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders",Malt House Kiln Operator +4994,51-3091,"Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders",Meat Curer +4995,51-3091,"Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders",Meat Smoker +4996,51-3091,"Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders",Sausage Smoker +4997,51-3091,"Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders",Smokehouse Worker +4998,51-3091,"Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders",Tobacco Drier Operator +4999,51-3092,Food Batchmakers,Almond Paste Mixer +5000,51-3092,Food Batchmakers,Candy Maker +5001,51-3092,Food Batchmakers,Candy Puller +5002,51-3092,Food Batchmakers,Cheese Processor +5003,51-3092,Food Batchmakers,Cottage Cheese Maker +5004,51-3092,Food Batchmakers,Dough Scaler and Mixer +5005,51-3092,Food Batchmakers,Frozen Yogurt Maker +5006,51-3092,Food Batchmakers,Honey Blender +5007,51-3092,Food Batchmakers,Ice Cream Maker +5008,51-3092,Food Batchmakers,Liquid Sugar Fortifier +5009,51-3092,Food Batchmakers,Peanut Butter Maker +5010,51-3092,Food Batchmakers,Pickle Maker +5011,51-3092,Food Batchmakers,Relish Maker +5012,51-3092,Food Batchmakers,Taffy Puller +5013,51-3093,Food Cooking Machine Operators and Tenders,Doughnut Machine Operator +5014,51-3093,Food Cooking Machine Operators and Tenders,Dumpling Machine Operator +5015,51-3093,Food Cooking Machine Operators and Tenders,Fish Fryer +5016,51-3093,Food Cooking Machine Operators and Tenders,Food Cooking Machine Operator +5017,51-3093,Food Cooking Machine Operators and Tenders,Kettle Fry Cook Operator +5018,51-3093,Food Cooking Machine Operators and Tenders,Pierogi Maker +5019,51-3093,Food Cooking Machine Operators and Tenders,Potato Chip Frier +5020,51-3093,Food Cooking Machine Operators and Tenders,Tripe Cooker +5021,51-3099,"Food Processing Workers, All Other",Olive Pitter +5022,51-3099,"Food Processing Workers, All Other",Pasta Press Operator +5023,51-3099,"Food Processing Workers, All Other",Poultry Hanger +5024,51-3099,"Food Processing Workers, All Other",Yeast Maker +5025,51-4021,"Extruding and Drawing Machine Setters, Operators, and Tenders, Metal and Plastic",Wire Drawing Machine Tender +5026,51-4021,"Extruding and Drawing Machine Setters, Operators, and Tenders, Metal and Plastic",Wire Mill Rover +5027,51-4022,"Forging Machine Setters, Operators, and Tenders, Metal and Plastic",Cold Header Operator +5028,51-4022,"Forging Machine Setters, Operators, and Tenders, Metal and Plastic",Forging Roll Operator +5029,51-4022,"Forging Machine Setters, Operators, and Tenders, Metal and Plastic",Header Setup Operator +5030,51-4022,"Forging Machine Setters, Operators, and Tenders, Metal and Plastic",Spike Machine Operator +5031,51-4022,"Forging Machine Setters, Operators, and Tenders, Metal and Plastic",Swager Operator +5032,51-4022,"Forging Machine Setters, Operators, and Tenders, Metal and Plastic",Swaging Machine Operator +5033,51-4023,"Rolling Machine Setters, Operators, and Tenders, Metal and Plastic",Brass Roller +5034,51-4023,"Rolling Machine Setters, Operators, and Tenders, Metal and Plastic",Forming Roll Operator +5035,51-4023,"Rolling Machine Setters, Operators, and Tenders, Metal and Plastic",Metal Sheet Roller Operator +5036,51-4023,"Rolling Machine Setters, Operators, and Tenders, Metal and Plastic",Pipe Straightener +5037,51-4023,"Rolling Machine Setters, Operators, and Tenders, Metal and Plastic",Plastic Straightening Roll Operator +5038,51-4023,"Rolling Machine Setters, Operators, and Tenders, Metal and Plastic",Steel Roller +5039,51-4031,"Cutting, Punching, and Press Machine Setters, Operators, and Tenders, Metal and Plastic",Crimping Machine Operator for Metal +5040,51-4031,"Cutting, Punching, and Press Machine Setters, Operators, and Tenders, Metal and Plastic",Four Slide Machine Setter +5041,51-4031,"Cutting, Punching, and Press Machine Setters, Operators, and Tenders, Metal and Plastic",Metal Punch Press Operator +5042,51-4031,"Cutting, Punching, and Press Machine Setters, Operators, and Tenders, Metal and Plastic",Metal Slitter +5043,51-4031,"Cutting, Punching, and Press Machine Setters, Operators, and Tenders, Metal and Plastic",Metal Stamper +5044,51-4032,"Drilling and Boring Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Bore Mill Operator for Plastic +5045,51-4032,"Drilling and Boring Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Boring Mill Operator for Metal +5046,51-4032,"Drilling and Boring Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Drill Press Operator for Metal +5047,51-4032,"Drilling and Boring Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Horizontal Boring Mill Operator for Metal +5048,51-4032,"Drilling and Boring Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Radial Drill Operator for Plastic +5049,51-4032,"Drilling and Boring Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Radial Drill Press Operator for Plastic +5050,51-4032,"Drilling and Boring Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Reaming Machine Operator for Plastic +5051,51-4033,"Grinding, Lapping, Polishing, and Buffing Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Aluminum Polisher +5052,51-4033,"Grinding, Lapping, Polishing, and Buffing Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Deburring Machine Operator +5053,51-4033,"Grinding, Lapping, Polishing, and Buffing Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Jewel Bearing Facer +5054,51-4033,"Grinding, Lapping, Polishing, and Buffing Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Metal Grinder +5055,51-4033,"Grinding, Lapping, Polishing, and Buffing Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Tool Polishing Machine Operator +5056,51-4034,"Lathe and Turning Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Engine Lathe Operator +5057,51-4034,"Lathe and Turning Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Gear Cutter +5058,51-4034,"Lathe and Turning Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Screw Machine Operator +5059,51-4034,"Lathe and Turning Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Screw Machine Tool Setter +5060,51-4035,"Milling and Planing Machine Setters, Operators, and Tenders, Metal and Plastic",Metal Milling Machine Operator +5061,51-4035,"Milling and Planing Machine Setters, Operators, and Tenders, Metal and Plastic",Metal Rotary Head Milling Machine Setup Operator +5062,51-4035,"Milling and Planing Machine Setters, Operators, and Tenders, Metal and Plastic",Plastic Thread Milling Machine Setup Operator +5063,51-4041,Machinists,Automotive Machinist +5064,51-4041,Machinists,CNC Machinist +5065,51-4041,Machinists,Gear Machinist +5066,51-4041,Machinists,Manual Lathe Machinist +5067,51-4041,Machinists,Precision Machinist +5068,51-4041,Machinists,Production Machinist +5069,51-4041,Machinists,Tool Room Machinist +5070,51-4051,Metal-Refining Furnace Operators and Tenders,Electric Arc Furnace Operator +5071,51-4051,Metal-Refining Furnace Operators and Tenders,Melt Room Operator +5072,51-4051,Metal-Refining Furnace Operators and Tenders,Smelter Operator +5073,51-4052,"Pourers and Casters, Metal",Aluminum Pourer +5074,51-4052,"Pourers and Casters, Metal",Ingot Caster +5075,51-4052,"Pourers and Casters, Metal",Iron Pourer +5076,51-4052,"Pourers and Casters, Metal",Molten Iron Pourer +5077,51-4052,"Pourers and Casters, Metal",Steel Pourer +5078,51-4052,"Pourers and Casters, Metal",Tin Pourer +5079,51-4052,"Pourers and Casters, Metal",White Metal Caster +5080,51-4061,"Model Makers, Metal and Plastic",Metal Mockup Maker +5081,51-4061,"Model Makers, Metal and Plastic",Plastic Jig and Fixture Builder +5082,51-4062,"Patternmakers, Metal and Plastic",Metal Patternmaker +5083,51-4071,Foundry Mold and Coremakers,Airset Caster +5084,51-4071,Foundry Mold and Coremakers,Airset Molder +5085,51-4071,Foundry Mold and Coremakers,Core Stripper +5086,51-4071,Foundry Mold and Coremakers,Foundry Molder +5087,51-4071,Foundry Mold and Coremakers,Green Sand Molder +5088,51-4071,Foundry Mold and Coremakers,No Bake Molder +5089,51-4071,Foundry Mold and Coremakers,Sand Molder +5090,51-4071,Foundry Mold and Coremakers,Wax Pattern Coater +5091,51-4072,"Molding, Coremaking, and Casting Machine Setters, Operators, and Tenders, Metal and Plastic",Aluminum Molding Machine Operator +5092,51-4072,"Molding, Coremaking, and Casting Machine Setters, Operators, and Tenders, Metal and Plastic",Blow Mold Operator +5093,51-4072,"Molding, Coremaking, and Casting Machine Setters, Operators, and Tenders, Metal and Plastic",Compression Molding Machine Operator +5094,51-4072,"Molding, Coremaking, and Casting Machine Setters, Operators, and Tenders, Metal and Plastic",Plastic Cup Fabricating Machine Operator +5095,51-4081,"Multiple Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Combination Machine Tool Operator +5096,51-4081,"Multiple Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Multi-operation Forming Machine Setter +5097,51-4111,Tool and Die Makers,Jig Bore Tool Maker +5098,51-4111,Tool and Die Makers,Metal Die Finisher +5099,51-4111,Tool and Die Makers,Metal Gauge Maker +5100,51-4111,Tool and Die Makers,Plastic Die Maker Apprentice +5101,51-4111,Tool and Die Makers,Tool Maker +5102,51-4111,Tool and Die Makers,Toolmaker +5103,51-4121,"Welders, Cutters, Solderers, and Brazers",Aluminum Welder +5104,51-4121,"Welders, Cutters, Solderers, and Brazers",Arc Welder +5105,51-4121,"Welders, Cutters, Solderers, and Brazers",Brazer +5106,51-4121,"Welders, Cutters, Solderers, and Brazers",Certified Maintenance Welder +5107,51-4121,"Welders, Cutters, Solderers, and Brazers",Cutting Torch Operator +5108,51-4121,"Welders, Cutters, Solderers, and Brazers",Pipe Welder +5109,51-4121,"Welders, Cutters, Solderers, and Brazers",Silver Solderer +5110,51-4121,"Welders, Cutters, Solderers, and Brazers",Sub Arc Operator +5111,51-4121,"Welders, Cutters, Solderers, and Brazers",Welder Fitter +5112,51-4121,"Welders, Cutters, Solderers, and Brazers",Wire Welder +5113,51-4122,"Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders",Brazing Machine Operator +5114,51-4122,"Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders",Brazing Machine Setter and Setup Operator +5115,51-4122,"Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders",Brazing Machine Tender +5116,51-4122,"Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders",Electron Beam Welder Setter +5117,51-4122,"Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders",Machine Welder +5118,51-4122,"Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders",Reserve Tube Welder +5119,51-4122,"Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders",Soldering Machine Operator +5120,51-4122,"Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders",Soldering Machine Setter and Setup Operator +5121,51-4122,"Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders",Soldering Machine Tender +5122,51-4122,"Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders",Ultrasonic Welding Machine Operator +5123,51-4122,"Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders",Welding Machine Operator +5124,51-4191,"Heat Treating Equipment Setters, Operators, and Tenders, Metal and Plastic",Annealing Furnace Operator +5125,51-4191,"Heat Treating Equipment Setters, Operators, and Tenders, Metal and Plastic",Carburizing Furnace Operator +5126,51-4191,"Heat Treating Equipment Setters, Operators, and Tenders, Metal and Plastic",Flame Hardening Machine Setter +5127,51-4191,"Heat Treating Equipment Setters, Operators, and Tenders, Metal and Plastic",Heat Treater Apprentice +5128,51-4191,"Heat Treating Equipment Setters, Operators, and Tenders, Metal and Plastic",Heat Treating Furnace Tender +5129,51-4191,"Heat Treating Equipment Setters, Operators, and Tenders, Metal and Plastic",Induction Machine Setter +5130,51-4191,"Heat Treating Equipment Setters, Operators, and Tenders, Metal and Plastic",Wire Annealer +5131,51-4191,"Heat Treating Equipment Setters, Operators, and Tenders, Metal and Plastic",Wire Temperer +5132,51-4192,"Layout Workers, Metal and Plastic",Shipfitter +5133,51-4192,"Layout Workers, Metal and Plastic",Shipfitter Apprentice +5134,51-4193,"Plating Machine Setters, Operators, and Tenders, Metal and Plastic",Anodizer +5135,51-4193,"Plating Machine Setters, Operators, and Tenders, Metal and Plastic",Chrome Plater +5136,51-4193,"Plating Machine Setters, Operators, and Tenders, Metal and Plastic",Chromium Plater +5137,51-4193,"Plating Machine Setters, Operators, and Tenders, Metal and Plastic",Copper Plater +5138,51-4193,"Plating Machine Setters, Operators, and Tenders, Metal and Plastic",Electro Plater +5139,51-4193,"Plating Machine Setters, Operators, and Tenders, Metal and Plastic",Electrogalvanizing Machine Operator +5140,51-4193,"Plating Machine Setters, Operators, and Tenders, Metal and Plastic",Electroplater +5141,51-4193,"Plating Machine Setters, Operators, and Tenders, Metal and Plastic",Galvanizer +5142,51-4193,"Plating Machine Setters, Operators, and Tenders, Metal and Plastic",Hard Chrome Plater +5143,51-4193,"Plating Machine Setters, Operators, and Tenders, Metal and Plastic",Metal Plater +5144,51-4193,"Plating Machine Setters, Operators, and Tenders, Metal and Plastic",Metal Spraying Machine Operator +5145,51-4193,"Plating Machine Setters, Operators, and Tenders, Metal and Plastic",Metalizing Machine Operator +5146,51-4193,"Plating Machine Setters, Operators, and Tenders, Metal and Plastic",Nickel Plater +5147,51-4193,"Plating Machine Setters, Operators, and Tenders, Metal and Plastic",Plating Machine Operator +5148,51-4193,"Plating Machine Setters, Operators, and Tenders, Metal and Plastic",Tin Plater +5149,51-4194,"Tool Grinders, Filers, and Sharpeners",Tool Grinder +5150,51-4194,"Tool Grinders, Filers, and Sharpeners",Tool Grinding Machine Operator +5151,51-4194,"Tool Grinders, Filers, and Sharpeners",Tool Sharpener +5152,51-4194,"Tool Grinders, Filers, and Sharpeners",Tool Straightener +5153,51-4199,"Metal Workers and Plastic Workers, All Other",Electrical Discharge Machine Setup Operator +5154,51-4199,"Metal Workers and Plastic Workers, All Other",Metal Rivet Machine Operator +5155,51-4199,"Metal Workers and Plastic Workers, All Other",Tin Recovery Worker +5156,51-5111,Prepress Technicians and Workers,Digital Proofing and Platemaker +5157,51-5111,Prepress Technicians and Workers,Electronic Pre-Press Technician +5158,51-5111,Prepress Technicians and Workers,Photoengraver +5159,51-5111,Prepress Technicians and Workers,Plate Mounter +5160,51-5111,Prepress Technicians and Workers,Pre-Press Proofer +5161,51-5111,Prepress Technicians and Workers,Prepress Stripper +5162,51-5111,Prepress Technicians and Workers,Type Setter +5163,51-5112,Printing Press Operators,Digital Press Operator +5164,51-5112,Printing Press Operators,Flexographic Press Operator +5165,51-5112,Printing Press Operators,Gravure Press Operator +5166,51-5112,Printing Press Operators,Lithograph Press Operator +5167,51-5112,Printing Press Operators,Lithographing Machine Operator +5168,51-5112,Printing Press Operators,Offset Lithographic Press Setter and Set-Up Operator +5169,51-5112,Printing Press Operators,Offset Press Operator +5170,51-5112,Printing Press Operators,Printing Machine Operator +5171,51-5112,Printing Press Operators,Screen Printing Machine Operator +5172,51-5112,Printing Press Operators,Screen Printing Press Operator +5173,51-5112,Printing Press Operators,Silk Screen Operator +5174,51-5112,Printing Press Operators,Silk Screen Printer +5175,51-5112,Printing Press Operators,Web Offset Press Feeder +5176,51-5112,Printing Press Operators,Web Press Operator +5177,51-5113,Print Binding and Finishing Workers,Bindery Cutter Operator +5178,51-5113,Print Binding and Finishing Workers,Bindery Folder Operator +5179,51-5113,Print Binding and Finishing Workers,Bindery Machine Operator +5180,51-5113,Print Binding and Finishing Workers,Bindery Worker +5181,51-5113,Print Binding and Finishing Workers,Book Repairer +5182,51-5113,Print Binding and Finishing Workers,Bookbinder +5183,51-5113,Print Binding and Finishing Workers,Bookbinding Machine Operator +5184,51-5113,Print Binding and Finishing Workers,Case Binder Operator +5185,51-5113,Print Binding and Finishing Workers,Foil Stamp Operator +5186,51-5113,Print Binding and Finishing Workers,Perfect Binder Operator +5187,51-5113,Print Binding and Finishing Workers,Saddle Stitch Operator +5188,51-5113,Print Binding and Finishing Workers,Saddle Stitcher Operator +5189,51-5113,Print Binding and Finishing Workers,Spiral Binder Operator +5190,51-6011,Laundry and Dry-Cleaning Workers,Drycleaner +5191,51-6011,Laundry and Dry-Cleaning Workers,Launderer +5192,51-6011,Laundry and Dry-Cleaning Workers,Laundress +5193,51-6011,Laundry and Dry-Cleaning Workers,Laundry Attendant +5194,51-6011,Laundry and Dry-Cleaning Workers,Laundry Equipment Operator +5195,51-6011,Laundry and Dry-Cleaning Workers,Laundry Operator +5196,51-6011,Laundry and Dry-Cleaning Workers,Laundry Sorter +5197,51-6011,Laundry and Dry-Cleaning Workers,Laundry Worker +5198,51-6011,Laundry and Dry-Cleaning Workers,Precision Dyer +5199,51-6021,"Pressers, Textile, Garment, and Related Materials",Clothes Ironer +5200,51-6021,"Pressers, Textile, Garment, and Related Materials",Clothes Presser +5201,51-6021,"Pressers, Textile, Garment, and Related Materials",Clothing Presser +5202,51-6021,"Pressers, Textile, Garment, and Related Materials",Garment Presser +5203,51-6021,"Pressers, Textile, Garment, and Related Materials",Pants Presser +5204,51-6021,"Pressers, Textile, Garment, and Related Materials",Shirt Presser +5205,51-6021,"Pressers, Textile, Garment, and Related Materials",Silk Presser +5206,51-6021,"Pressers, Textile, Garment, and Related Materials",Wool Presser +5207,51-6031,Sewing Machine Operators,Blind Stitch Machine Operator +5208,51-6031,Sewing Machine Operators,Button Sewing Machine Operator +5209,51-6031,Sewing Machine Operators,Carpet Sewing Machine Operator +5210,51-6031,Sewing Machine Operators,Custom T-Shirt Embroidery Machine Operator +5211,51-6031,Sewing Machine Operators,Embroidery Machine Operator +5212,51-6031,Sewing Machine Operators,Hemming and Tacking Machine Operator +5213,51-6031,Sewing Machine Operators,Ultrasonic Seaming Machine Operator +5214,51-6041,Shoe and Leather Workers and Repairers,Cobbler +5215,51-6041,Shoe and Leather Workers and Repairers,Leather Lacer +5216,51-6041,Shoe and Leather Workers and Repairers,Leather Worker +5217,51-6041,Shoe and Leather Workers and Repairers,Luggage Repairer +5218,51-6041,Shoe and Leather Workers and Repairers,Saddle and Harness Maker +5219,51-6041,Shoe and Leather Workers and Repairers,Saddle Maker +5220,51-6041,Shoe and Leather Workers and Repairers,Shoe Maker +5221,51-6041,Shoe and Leather Workers and Repairers,Shoe Repairer +5222,51-6041,Shoe and Leather Workers and Repairers,Shoemaker +5223,51-6042,Shoe Machine Operators and Tenders,Arch Cushion Press Operator +5224,51-6042,Shoe Machine Operators and Tenders,Insole Beveler +5225,51-6042,Shoe Machine Operators and Tenders,Lacing Operator +5226,51-6042,Shoe Machine Operators and Tenders,Lasting Machine Operator +5227,51-6042,Shoe Machine Operators and Tenders,Pump Stitcher +5228,51-6042,Shoe Machine Operators and Tenders,Rasper Machine Operator +5229,51-6042,Shoe Machine Operators and Tenders,Shoe Cementer +5230,51-6042,Shoe Machine Operators and Tenders,Shoe Sewing Machine Operator and Tender +5231,51-6042,Shoe Machine Operators and Tenders,Sole Trimmer +5232,51-6051,"Sewers, Hand",Hand Quilter +5233,51-6051,"Sewers, Hand",Hand Sewer +5234,51-6051,"Sewers, Hand",Hand Stitcher +5235,51-6051,"Sewers, Hand",Hand Weaver +5236,51-6052,"Tailors, Dressmakers, and Custom Sewers",Alterations Sewer +5237,51-6052,"Tailors, Dressmakers, and Custom Sewers",Alterations Tailor +5238,51-6052,"Tailors, Dressmakers, and Custom Sewers",Bridal Gown Fitter +5239,51-6052,"Tailors, Dressmakers, and Custom Sewers",Coat Cutter +5240,51-6052,"Tailors, Dressmakers, and Custom Sewers",Coat Maker +5241,51-6052,"Tailors, Dressmakers, and Custom Sewers",Couture Dressmaker +5242,51-6052,"Tailors, Dressmakers, and Custom Sewers",Dress Fitter +5243,51-6052,"Tailors, Dressmakers, and Custom Sewers",Fur Tailor +5244,51-6052,"Tailors, Dressmakers, and Custom Sewers",Garment Fitter +5245,51-6052,"Tailors, Dressmakers, and Custom Sewers",Suit Maker +5246,51-6052,"Tailors, Dressmakers, and Custom Sewers",Vest Maker +5247,51-6061,Textile Bleaching and Dyeing Machine Operators and Tenders,Cloth Dyer +5248,51-6061,Textile Bleaching and Dyeing Machine Operators and Tenders,Dye Range Operator +5249,51-6061,Textile Bleaching and Dyeing Machine Operators and Tenders,Rug Dyer +5250,51-6061,Textile Bleaching and Dyeing Machine Operators and Tenders,Skein Yarn Dyer +5251,51-6061,Textile Bleaching and Dyeing Machine Operators and Tenders,Yarn Dyer +5252,51-6062,"Textile Cutting Machine Setters, Operators, and Tenders",Bedspread Cutter +5253,51-6062,"Textile Cutting Machine Setters, Operators, and Tenders",Canvas Cutter +5254,51-6062,"Textile Cutting Machine Setters, Operators, and Tenders",Cloth Cutter +5255,51-6062,"Textile Cutting Machine Setters, Operators, and Tenders",Industrial Fabric Cutter +5256,51-6062,"Textile Cutting Machine Setters, Operators, and Tenders",Textile Slitting Machine Operator +5257,51-6062,"Textile Cutting Machine Setters, Operators, and Tenders",Twill Cutter +5258,51-6062,"Textile Cutting Machine Setters, Operators, and Tenders",Upholstery Cutter +5259,51-6062,"Textile Cutting Machine Setters, Operators, and Tenders",Welt Trimming Machine Operator +5260,51-6063,"Textile Knitting and Weaving Machine Setters, Operators, and Tenders",Crochet Machine Operator +5261,51-6063,"Textile Knitting and Weaving Machine Setters, Operators, and Tenders",Jacquard Loom Weaver +5262,51-6063,"Textile Knitting and Weaving Machine Setters, Operators, and Tenders",Knitter Operator +5263,51-6063,"Textile Knitting and Weaving Machine Setters, Operators, and Tenders",Knitting Machine Operator +5264,51-6063,"Textile Knitting and Weaving Machine Setters, Operators, and Tenders",Loom Operator +5265,51-6063,"Textile Knitting and Weaving Machine Setters, Operators, and Tenders",Looping Machine Operator +5266,51-6063,"Textile Knitting and Weaving Machine Setters, Operators, and Tenders",Warp Knitting Machine Operator +5267,51-6064,"Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and Tenders",Rope Machine Setter +5268,51-6064,"Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and Tenders",Roving Winder +5269,51-6064,"Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and Tenders",Silk Winding Machine Operator +5270,51-6064,"Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and Tenders",Twister Operator +5271,51-6064,"Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and Tenders",Winder Operator +5272,51-6091,"Extruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass Fibers",Drawbench Operator +5273,51-6091,"Extruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass Fibers",Fiber Machine Tender +5274,51-6091,"Extruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass Fibers",Synthetic Filament Extruder +5275,51-6092,Fabric and Apparel Patternmakers,Clothing Patternmaker +5276,51-6092,Fabric and Apparel Patternmakers,Embroidery Patternmaker +5277,51-6092,Fabric and Apparel Patternmakers,Fabric Pattern Grader +5278,51-6093,Upholsterers,Aircraft Seat Upholsterer +5279,51-6093,Upholsterers,Auto Upholsterer +5280,51-6093,Upholsterers,Chair Upholsterer +5281,51-6093,Upholsterers,Dining Chair Seat Cushion Trimmer +5282,51-6093,Upholsterers,Furniture Upholsterer +5283,51-6093,Upholsterers,Seating Upholsterer +5284,51-6099,"Textile, Apparel, and Furnishings Workers, All Other",Apparel Embroidery Digitizer +5285,51-6099,"Textile, Apparel, and Furnishings Workers, All Other",Feltmaker +5286,51-6099,"Textile, Apparel, and Furnishings Workers, All Other",Hat Blocking Machine Operator +5287,51-6099,"Textile, Apparel, and Furnishings Workers, All Other",Swatch Maker +5288,51-6099,"Textile, Apparel, and Furnishings Workers, All Other",Tassel Making Machine Operator +5289,51-7011,Cabinetmakers and Bench Carpenters,Cabinet Builder +5290,51-7011,Cabinetmakers and Bench Carpenters,Cabinetmaker +5291,51-7011,Cabinetmakers and Bench Carpenters,Marquetry Worker +5292,51-7011,Cabinetmakers and Bench Carpenters,Wood Furniture Assembler +5293,51-7011,Cabinetmakers and Bench Carpenters,Wood Working Assembler +5294,51-7021,Furniture Finishers,Cabinet Finisher +5295,51-7021,Furniture Finishers,Furniture Refinisher +5296,51-7021,Furniture Finishers,Furniture Sander +5297,51-7021,Furniture Finishers,Piano Refinisher +5298,51-7021,Furniture Finishers,Wood Cabinet Finisher +5299,51-7031,"Model Makers, Wood",Architectural Wood Model Maker +5300,51-7032,"Patternmakers, Wood",Wood Die Maker +5301,51-7041,"Sawing Machine Setters, Operators, and Tenders, Wood",Backup Sawyer +5302,51-7041,"Sawing Machine Setters, Operators, and Tenders, Wood",Band Scroll Saw Operator +5303,51-7041,"Sawing Machine Setters, Operators, and Tenders, Wood",Bandmill Operator +5304,51-7041,"Sawing Machine Setters, Operators, and Tenders, Wood",Buzzsaw Operator +5305,51-7041,"Sawing Machine Setters, Operators, and Tenders, Wood",Chop Saw Operator +5306,51-7041,"Sawing Machine Setters, Operators, and Tenders, Wood",Circle Saw Operator +5307,51-7041,"Sawing Machine Setters, Operators, and Tenders, Wood",Curve Saw Operator +5308,51-7041,"Sawing Machine Setters, Operators, and Tenders, Wood",Cut Off Saw Operator +5309,51-7041,"Sawing Machine Setters, Operators, and Tenders, Wood",Hardwood Sawyer +5310,51-7041,"Sawing Machine Setters, Operators, and Tenders, Wood",Headrig Sawyer +5311,51-7041,"Sawing Machine Setters, Operators, and Tenders, Wood",Panel Saw Operator +5312,51-7041,"Sawing Machine Setters, Operators, and Tenders, Wood",Rip Saw Operator +5313,51-7041,"Sawing Machine Setters, Operators, and Tenders, Wood",Stave Saw Operator +5314,51-7041,"Sawing Machine Setters, Operators, and Tenders, Wood",Trim Saw Operator +5315,51-7042,"Woodworking Machine Setters, Operators, and Tenders, Except Sawing",Computer Numerically Controlled (CNC) Wood Lathe Operator +5316,51-7042,"Woodworking Machine Setters, Operators, and Tenders, Except Sawing",Roof Truss Builder +5317,51-7042,"Woodworking Machine Setters, Operators, and Tenders, Except Sawing",Speed Belt Sander +5318,51-7042,"Woodworking Machine Setters, Operators, and Tenders, Except Sawing",Tenon Operator +5319,51-7042,"Woodworking Machine Setters, Operators, and Tenders, Except Sawing",Wood Boring Machine Operator +5320,51-7042,"Woodworking Machine Setters, Operators, and Tenders, Except Sawing",Wood Dowel Machine Operator +5321,51-7042,"Woodworking Machine Setters, Operators, and Tenders, Except Sawing",Wood Lathe Operator +5322,51-7042,"Woodworking Machine Setters, Operators, and Tenders, Except Sawing",Wood Planer +5323,51-7099,"Woodworkers, All Other",Pole Framer +5324,51-7099,"Woodworkers, All Other",Timber Framer +5325,51-7099,"Woodworkers, All Other",Wood Carver +5326,51-7099,"Woodworkers, All Other",Wood Casket Assembler +5327,51-7099,"Woodworkers, All Other",Wood Veneer Taper +5328,51-8011,Nuclear Power Reactor Operators,Nuclear Control Room Operator +5329,51-8011,Nuclear Power Reactor Operators,Nuclear Reactor Operator +5330,51-8011,Nuclear Power Reactor Operators,Nuclear Station Operator +5331,51-8011,Nuclear Power Reactor Operators,Reactor Operator +5332,51-8012,Power Distributors and Dispatchers,Power System Dispatcher +5333,51-8012,Power Distributors and Dispatchers,Steam and Power Panel Operator +5334,51-8012,Power Distributors and Dispatchers,Steam Plant Control Room Operator +5335,51-8012,Power Distributors and Dispatchers,Substation Operator +5336,51-8013,Power Plant Operators,Hydroelectric Plant Operator +5337,51-8013,Power Plant Operators,Power Plant Control Room Operator +5338,51-8013,Power Plant Operators,Powerhouse Operator +5339,51-8013,Power Plant Operators,Turbine Room Attendant +5340,51-8021,Stationary Engineers and Boiler Operators,Boiler Engineer +5341,51-8021,Stationary Engineers and Boiler Operators,Boiler Operator  +5342,51-8021,Stationary Engineers and Boiler Operators,Boiler Plant Operator +5343,51-8021,Stationary Engineers and Boiler Operators,Boiler Room Operator +5344,51-8021,Stationary Engineers and Boiler Operators,"Heating, Ventilation, and Air Conditioning (HVAC) Mechanic Boiler Operator" +5345,51-8021,Stationary Engineers and Boiler Operators,High Pressure Boiler Operator +5346,51-8031,Water and Wastewater Treatment Plant and System Operators,Industrial Waste Treatment Technician +5347,51-8031,Water and Wastewater Treatment Plant and System Operators,Lead Sewage Plant Operator +5348,51-8031,Water and Wastewater Treatment Plant and System Operators,Liquid Waste Treatment Plant Operator +5349,51-8031,Water and Wastewater Treatment Plant and System Operators,Sewage Plant Operator +5350,51-8031,Water and Wastewater Treatment Plant and System Operators,Waste Treatment Operator +5351,51-8031,Water and Wastewater Treatment Plant and System Operators,Wastewater Operator +5352,51-8031,Water and Wastewater Treatment Plant and System Operators,Water Plant Operator +5353,51-8031,Water and Wastewater Treatment Plant and System Operators,Water Treatment Technician +5354,51-8091,Chemical Plant and System Operators,Chemical Plant Operator +5355,51-8091,Chemical Plant and System Operators,Chemical Treatment Plant Technician +5356,51-8091,Chemical Plant and System Operators,Nitric Acid Plant Operator +5357,51-8091,Chemical Plant and System Operators,Nitrogen Operator +5358,51-8091,Chemical Plant and System Operators,Pharmaceutical Manufacturing Machine Operator +5359,51-8092,Gas Plant Operators,Gas Controller +5360,51-8092,Gas Plant Operators,Gas Plant Dispatcher +5361,51-8092,Gas Plant Operators,Gas Plant Technician +5362,51-8092,Gas Plant Operators,Natural Gas Plant Technician +5363,51-8093,"Petroleum Pump System Operators, Refinery Operators, and Gaugers",Hydrotreater Operator +5364,51-8093,"Petroleum Pump System Operators, Refinery Operators, and Gaugers",Oil Gauger +5365,51-8093,"Petroleum Pump System Operators, Refinery Operators, and Gaugers",Oil Pipeline Dispatcher +5366,51-8093,"Petroleum Pump System Operators, Refinery Operators, and Gaugers",Oil Pipeline Operator +5367,51-8093,"Petroleum Pump System Operators, Refinery Operators, and Gaugers",Oil Refiner +5368,51-8093,"Petroleum Pump System Operators, Refinery Operators, and Gaugers",Petroleum Plant Operator +5369,51-8093,"Petroleum Pump System Operators, Refinery Operators, and Gaugers",Petroleum Refinery Control Panel Operator +5370,51-8093,"Petroleum Pump System Operators, Refinery Operators, and Gaugers",Petroleum Refinery Operator +5371,51-8093,"Petroleum Pump System Operators, Refinery Operators, and Gaugers",Petroleum Refining Equipment Operator +5372,51-8099,"Plant and System Operators, All Other",Asphalt Plant Operator +5373,51-8099,"Plant and System Operators, All Other",Concrete Batch Plant Operator +5374,51-8099,"Plant and System Operators, All Other",Lime Filter Operator +5375,51-8099,"Plant and System Operators, All Other",Sand Plant Attendant +5376,51-9011,Chemical Equipment Operators and Tenders,Acid Purification Equipment Operator +5377,51-9011,Chemical Equipment Operators and Tenders,Chemical Machine Tender +5378,51-9011,Chemical Equipment Operators and Tenders,Chemical Process Equipment Operator +5379,51-9011,Chemical Equipment Operators and Tenders,Chemical Processor +5380,51-9011,Chemical Equipment Operators and Tenders,Chemical Treatment Operator +5381,51-9012,"Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders",Brewmaster +5382,51-9012,"Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders",Fermentation Operator +5383,51-9012,"Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders",Fermenter +5384,51-9012,"Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders",Linseed Oil Temperer +5385,51-9012,"Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders",Milk Pasteurizer +5386,51-9012,"Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders",Milk Processor +5387,51-9012,"Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders",Molasses Preparer +5388,51-9012,"Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders",Pasteurizer +5389,51-9012,"Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders",Winemaker +5390,51-9021,"Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders",Beveling and Edging Machine Operator +5391,51-9021,"Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders",Beveller Operator +5392,51-9021,"Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders",Blanchard Grinder Operator +5393,51-9021,"Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders",Crusher Plant Operator +5394,51-9021,"Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders",Cullet Crusher and Washer +5395,51-9021,"Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders",Industrial Coffee Grinder +5396,51-9021,"Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders",Marble and Granite Polisher +5397,51-9021,"Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders",Mix Crusher Operator +5398,51-9021,"Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders",Pulverizer Operator +5399,51-9022,"Grinding and Polishing Workers, Hand",Hand Buffer +5400,51-9022,"Grinding and Polishing Workers, Hand",Hand Sander +5401,51-9022,"Grinding and Polishing Workers, Hand",Jewelry Grinder +5402,51-9022,"Grinding and Polishing Workers, Hand",Jewelry Polisher +5403,51-9022,"Grinding and Polishing Workers, Hand",Knife Grinder +5404,51-9022,"Grinding and Polishing Workers, Hand",Ring Polisher +5405,51-9023,"Mixing and Blending Machine Setters, Operators, and Tenders",Asphalt Blender +5406,51-9023,"Mixing and Blending Machine Setters, Operators, and Tenders",Clay Mixer +5407,51-9023,"Mixing and Blending Machine Setters, Operators, and Tenders",Concrete Batcher +5408,51-9023,"Mixing and Blending Machine Setters, Operators, and Tenders",Dye Mixer +5409,51-9023,"Mixing and Blending Machine Setters, Operators, and Tenders",Glue Mixer +5410,51-9023,"Mixing and Blending Machine Setters, Operators, and Tenders",Ink Blender +5411,51-9023,"Mixing and Blending Machine Setters, Operators, and Tenders",Ink Mixer +5412,51-9023,"Mixing and Blending Machine Setters, Operators, and Tenders",Plaster Mixer +5413,51-9023,"Mixing and Blending Machine Setters, Operators, and Tenders",Resin Mixer +5414,51-9031,"Cutters and Trimmers, Hand",Fur Trimmer +5415,51-9031,"Cutters and Trimmers, Hand",Hand Cloth Cutter +5416,51-9031,"Cutters and Trimmers, Hand",Hand Fabric Cutter +5417,51-9031,"Cutters and Trimmers, Hand",Portable Machine Cutter +5418,51-9032,"Cutting and Slicing Machine Setters, Operators, and Tenders",Dog Food Shredder Operator +5419,51-9032,"Cutting and Slicing Machine Setters, Operators, and Tenders",Glass Cutting Machine Operator +5420,51-9032,"Cutting and Slicing Machine Setters, Operators, and Tenders",Insulation Cutter +5421,51-9032,"Cutting and Slicing Machine Setters, Operators, and Tenders",Paper Cutter +5422,51-9032,"Cutting and Slicing Machine Setters, Operators, and Tenders",Paper Slitter +5423,51-9032,"Cutting and Slicing Machine Setters, Operators, and Tenders",Rubber Trimmer +5424,51-9032,"Cutting and Slicing Machine Setters, Operators, and Tenders",Shearing Machine Tender +5425,51-9032,"Cutting and Slicing Machine Setters, Operators, and Tenders",Trimming Operator +5426,51-9041,"Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders",Bowling Ball Molder +5427,51-9041,"Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders",Brick Maker +5428,51-9041,"Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders",Cigarette Stamper +5429,51-9041,"Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders",Extrusion Press Operator +5430,51-9041,"Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders",Paper Baling Machine Operator +5431,51-9041,"Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders",Rubber Extrusion Operator +5432,51-9041,"Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders",Sugar Presser +5433,51-9041,"Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders",Tuber Operator +5434,51-9051,"Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders",Calciner Operator +5435,51-9051,"Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders",Dry Kiln Operator +5436,51-9051,"Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders",Induction Furnace Operator +5437,51-9051,"Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders",Lime Kiln Operator +5438,51-9051,"Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders",Lumber Kiln Operator +5439,51-9051,"Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders",Rubber Curer +5440,51-9051,"Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders",Soap Drier Tender +5441,51-9051,"Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders",Tunnel Kiln Operator +5442,51-9061,"Inspectors, Testers, Sorters, Samplers, and Weighers",Ampoule Examiner +5443,51-9061,"Inspectors, Testers, Sorters, Samplers, and Weighers",Bag Grader +5444,51-9061,"Inspectors, Testers, Sorters, Samplers, and Weighers",Cigarette Examiner +5445,51-9061,"Inspectors, Testers, Sorters, Samplers, and Weighers",Compressed Gas Tester +5446,51-9061,"Inspectors, Testers, Sorters, Samplers, and Weighers",Machined Parts Quality Inspector +5447,51-9061,"Inspectors, Testers, Sorters, Samplers, and Weighers",Petroleum Sampler +5448,51-9061,"Inspectors, Testers, Sorters, Samplers, and Weighers",Quality Assurance Inspector +5449,51-9061,"Inspectors, Testers, Sorters, Samplers, and Weighers",Quality Control Inspector +5450,51-9061,"Inspectors, Testers, Sorters, Samplers, and Weighers",Quality Inspector +5451,51-9061,"Inspectors, Testers, Sorters, Samplers, and Weighers",Spark Plug Tester +5452,51-9071,Jewelers and Precious Stone and Metal Workers,Diamond Grader +5453,51-9071,Jewelers and Precious Stone and Metal Workers,Diamond Polisher +5454,51-9071,Jewelers and Precious Stone and Metal Workers,Diamond Setter +5455,51-9071,Jewelers and Precious Stone and Metal Workers,Facetor +5456,51-9071,Jewelers and Precious Stone and Metal Workers,Gem Cutter +5457,51-9071,Jewelers and Precious Stone and Metal Workers,Gemologist +5458,51-9071,Jewelers and Precious Stone and Metal Workers,Goldsmith +5459,51-9071,Jewelers and Precious Stone and Metal Workers,Jewelry Repairer +5460,51-9071,Jewelers and Precious Stone and Metal Workers,Jewelsmith +5461,51-9071,Jewelers and Precious Stone and Metal Workers,Lapidarist +5462,51-9071,Jewelers and Precious Stone and Metal Workers,Pewterer +5463,51-9071,Jewelers and Precious Stone and Metal Workers,Silversmith +5464,51-9081,Dental Laboratory Technicians,Crown and Bridge Dental Lab Technician +5465,51-9081,Dental Laboratory Technicians,Crown and Bridge Technician +5466,51-9081,Dental Laboratory Technicians,Crown Ceramist +5467,51-9081,Dental Laboratory Technicians,Dental Ceramist +5468,51-9081,Dental Laboratory Technicians,Dental Laboratory Worker +5469,51-9081,Dental Laboratory Technicians,Dental Mold Maker +5470,51-9081,Dental Laboratory Technicians,Dental Technician +5471,51-9081,Dental Laboratory Technicians,Orthodontic Technician +5472,51-9082,Medical Appliance Technicians,Arch-Support Maker +5473,51-9082,Medical Appliance Technicians,Brace Maker +5474,51-9082,Medical Appliance Technicians,Hearing Aid Repair Technician +5475,51-9082,Medical Appliance Technicians,Manufacturing Orthopedic Technologist +5476,51-9082,Medical Appliance Technicians,Orthotic Fabricator Technician +5477,51-9082,Medical Appliance Technicians,Orthotic Finish Grinding Technician +5478,51-9082,Medical Appliance Technicians,Orthotics Fitter +5479,51-9082,Medical Appliance Technicians,Orthotics Technician +5480,51-9082,Medical Appliance Technicians,Prosthetics Fabrication Technician +5481,51-9082,Medical Appliance Technicians,Prosthetics Lab Technician +5482,51-9082,Medical Appliance Technicians,Prosthetics Technician +5483,51-9082,Medical Appliance Technicians,Surgical Appliance Fitter +5484,51-9083,Ophthalmic Laboratory Technicians,Contact Lens Cutter +5485,51-9083,Ophthalmic Laboratory Technicians,Contact Lens Technician +5486,51-9083,Ophthalmic Laboratory Technicians,Eyeglass Assembler +5487,51-9083,Ophthalmic Laboratory Technicians,Eyeglass Lens Cutter +5488,51-9083,Ophthalmic Laboratory Technicians,Eyeglass Maker +5489,51-9083,Ophthalmic Laboratory Technicians,Lens Grinder +5490,51-9083,Ophthalmic Laboratory Technicians,Lens Grinder and Polisher +5491,51-9083,Ophthalmic Laboratory Technicians,Lens Mounter +5492,51-9083,Ophthalmic Laboratory Technicians,Precision Lens Centerer and Edger +5493,51-9083,Ophthalmic Laboratory Technicians,Prescription Eyeglass Maker +5494,51-9111,Packaging and Filling Machine Operators and Tenders,Bottle Capper +5495,51-9111,Packaging and Filling Machine Operators and Tenders,Bottle Line Worker +5496,51-9111,Packaging and Filling Machine Operators and Tenders,Bottle Packer +5497,51-9111,Packaging and Filling Machine Operators and Tenders,Can Filler +5498,51-9111,Packaging and Filling Machine Operators and Tenders,Can Sealer +5499,51-9111,Packaging and Filling Machine Operators and Tenders,Keg Filler +5500,51-9111,Packaging and Filling Machine Operators and Tenders,Potato Chip Packaging Machine Operator +5501,51-9111,Packaging and Filling Machine Operators and Tenders,Tea Bag Packer +5502,51-9123,"Painting, Coating, and Decorating Workers",Ceramic Painter +5503,51-9123,"Painting, Coating, and Decorating Workers",China Decorator +5504,51-9123,"Painting, Coating, and Decorating Workers",Glass Decorator +5505,51-9123,"Painting, Coating, and Decorating Workers",Lacquerer +5506,51-9123,"Painting, Coating, and Decorating Workers",Sign Painter +5507,51-9124,"Coating, Painting, and Spraying Machine Setters, Operators, and Tenders",Aircraft Painter +5508,51-9124,"Coating, Painting, and Spraying Machine Setters, Operators, and Tenders",Auto Body Painter +5509,51-9124,"Coating, Painting, and Spraying Machine Setters, Operators, and Tenders",Auto Painter +5510,51-9124,"Coating, Painting, and Spraying Machine Setters, Operators, and Tenders",Automobile Body Painter +5511,51-9124,"Coating, Painting, and Spraying Machine Setters, Operators, and Tenders",Automobile Refinisher +5512,51-9124,"Coating, Painting, and Spraying Machine Setters, Operators, and Tenders",Automotive Paint Technician +5513,51-9124,"Coating, Painting, and Spraying Machine Setters, Operators, and Tenders",Automotive Refinish Technician +5514,51-9124,"Coating, Painting, and Spraying Machine Setters, Operators, and Tenders",Automotive Spray Painter +5515,51-9124,"Coating, Painting, and Spraying Machine Setters, Operators, and Tenders",Boat Painter +5516,51-9124,"Coating, Painting, and Spraying Machine Setters, Operators, and Tenders",Electrostatic Paint Operator +5517,51-9124,"Coating, Painting, and Spraying Machine Setters, Operators, and Tenders",Lacquer Spray Booth Operator +5518,51-9124,"Coating, Painting, and Spraying Machine Setters, Operators, and Tenders",Paint Line Operator +5519,51-9124,"Coating, Painting, and Spraying Machine Setters, Operators, and Tenders",Railroad Car Painter +5520,51-9124,"Coating, Painting, and Spraying Machine Setters, Operators, and Tenders",Spraying Machine Operator +5521,51-9124,"Coating, Painting, and Spraying Machine Setters, Operators, and Tenders",Tactical Vehicle Painter +5522,51-9141,Semiconductor Processing Technicians,Electronic Semiconductor Processor +5523,51-9141,Semiconductor Processing Technicians,Semiconductor Assembler +5524,51-9141,Semiconductor Processing Technicians,Wafer Fabricator +5525,51-9151,Photographic Process Workers and Processing Machine Operators,Digital Imaging Technician +5526,51-9151,Photographic Process Workers and Processing Machine Operators,Digital Photo Printer +5527,51-9151,Photographic Process Workers and Processing Machine Operators,Digital Photo Technician +5528,51-9151,Photographic Process Workers and Processing Machine Operators,Digital Retoucher +5529,51-9151,Photographic Process Workers and Processing Machine Operators,Film Developing Machine Operator +5530,51-9151,Photographic Process Workers and Processing Machine Operators,Film Printer +5531,51-9151,Photographic Process Workers and Processing Machine Operators,Film Process Operator +5532,51-9151,Photographic Process Workers and Processing Machine Operators,Film Processor +5533,51-9151,Photographic Process Workers and Processing Machine Operators,Photo Lab Specialist +5534,51-9151,Photographic Process Workers and Processing Machine Operators,Photo Lab Technician +5535,51-9151,Photographic Process Workers and Processing Machine Operators,Photo Machine Operator +5536,51-9151,Photographic Process Workers and Processing Machine Operators,Photo Print Specialist +5537,51-9151,Photographic Process Workers and Processing Machine Operators,Photo Retoucher +5538,51-9151,Photographic Process Workers and Processing Machine Operators,Print Retoucher +5539,51-9161,Computer Numerically Controlled Tool Operators,CNC Machine Operator +5540,51-9161,Computer Numerically Controlled Tool Operators,CNC Operator +5541,51-9161,Computer Numerically Controlled Tool Operators,Computer Numerically Controlled (CNC) Machinist +5542,51-9161,Computer Numerically Controlled Tool Operators,Computer Numerically Controlled (CNC) Milling Machine Operator +5543,51-9161,Computer Numerically Controlled Tool Operators,Computer Numerically Controlled (CNC) Shot Peening Operator +5544,51-9161,Computer Numerically Controlled Tool Operators,Jig Boring Machine Operator +5545,51-9161,Computer Numerically Controlled Tool Operators,Numerical Control Machine Operator +5546,51-9161,Computer Numerically Controlled Tool Operators,Welding Robot Operator +5547,51-9162,Computer Numerically Controlled Tool Programmers,Computer Numerically Controlled (CNC) Programmer +5548,51-9162,Computer Numerically Controlled Tool Programmers,Numerical Control Programmer +5549,51-9162,Computer Numerically Controlled Tool Programmers,Numerical Tool and Process Control Programmer +5550,51-9162,Computer Numerically Controlled Tool Programmers,Numerical Tool Programmer +5551,51-9191,Adhesive Bonding Machine Operators and Tenders,Glue Line Operator +5552,51-9191,Adhesive Bonding Machine Operators and Tenders,Glue Machine Operator +5553,51-9191,Adhesive Bonding Machine Operators and Tenders,Glue Reel Operator +5554,51-9191,Adhesive Bonding Machine Operators and Tenders,Paper Gluing Operator +5555,51-9192,"Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders",Acid Dipper +5556,51-9192,"Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders",Bottle Washing Machine Operator +5557,51-9192,"Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders",Degreaser Operator +5558,51-9192,"Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders",Glass Cleaning Machine Tender +5559,51-9192,"Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders",Immersion Metal Cleaner +5560,51-9192,"Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders",Metal Pickling Equipment Operator +5561,51-9192,"Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders",Pickle House Operator +5562,51-9193,Cooling and Freezing Equipment Operators and Tenders,Ammonia Refrigeration Worker +5563,51-9193,Cooling and Freezing Equipment Operators and Tenders,Chiller Operator +5564,51-9193,Cooling and Freezing Equipment Operators and Tenders,Chiller Tender +5565,51-9193,Cooling and Freezing Equipment Operators and Tenders,Freezer Operator +5566,51-9193,Cooling and Freezing Equipment Operators and Tenders,Refrigerating Machine Operator +5567,51-9193,Cooling and Freezing Equipment Operators and Tenders,Refrigeration Operator +5568,51-9194,Etchers and Engravers,Engraver +5569,51-9194,Etchers and Engravers,Glass Etcher +5570,51-9194,Etchers and Engravers,Laser Engraver +5571,51-9194,Etchers and Engravers,Machine Engraver +5572,51-9194,Etchers and Engravers,Metal Engraver +5573,51-9194,Etchers and Engravers,Pantograph Engraver +5574,51-9194,Etchers and Engravers,Rotary Engraver +5575,51-9194,Etchers and Engravers,Rubber Engraver +5576,51-9195,"Molders, Shapers, and Casters, Except Metal and Plastic",Burial Vault Maker +5577,51-9195,"Molders, Shapers, and Casters, Except Metal and Plastic",Cigar Roller +5578,51-9195,"Molders, Shapers, and Casters, Except Metal and Plastic",Clay Modeler +5579,51-9195,"Molders, Shapers, and Casters, Except Metal and Plastic",Concrete Vault Maker +5580,51-9195,"Molders, Shapers, and Casters, Except Metal and Plastic",Glass Bender +5581,51-9195,"Molders, Shapers, and Casters, Except Metal and Plastic",Glass Block Bender +5582,51-9195,"Molders, Shapers, and Casters, Except Metal and Plastic",Glass Blower +5583,51-9195,"Molders, Shapers, and Casters, Except Metal and Plastic",Glass Presser +5584,51-9195,"Molders, Shapers, and Casters, Except Metal and Plastic",Glass Tube Bender +5585,51-9195,"Molders, Shapers, and Casters, Except Metal and Plastic",Mannequin Mold Maker +5586,51-9195,"Molders, Shapers, and Casters, Except Metal and Plastic",Neon Glass Bender +5587,51-9195,"Molders, Shapers, and Casters, Except Metal and Plastic",Neon Glass Blower +5588,51-9195,"Molders, Shapers, and Casters, Except Metal and Plastic",Neon Molder +5589,51-9195,"Molders, Shapers, and Casters, Except Metal and Plastic",Neon Tube Bender +5590,51-9195,"Molders, Shapers, and Casters, Except Metal and Plastic",Rubber Molder +5591,51-9195,"Molders, Shapers, and Casters, Except Metal and Plastic",Stone Carver +5592,51-9196,"Paper Goods Machine Setters, Operators, and Tenders",Box Fabricator +5593,51-9196,"Paper Goods Machine Setters, Operators, and Tenders",Carton Making Machine Operator +5594,51-9196,"Paper Goods Machine Setters, Operators, and Tenders",Corrugated Box Machine Operator +5595,51-9196,"Paper Goods Machine Setters, Operators, and Tenders",Corrugator Machine Operator +5596,51-9196,"Paper Goods Machine Setters, Operators, and Tenders",Corrugator Operator +5597,51-9196,"Paper Goods Machine Setters, Operators, and Tenders",Envelope Machine Operator +5598,51-9196,"Paper Goods Machine Setters, Operators, and Tenders",Napkin Machine Operator +5599,51-9196,"Paper Goods Machine Setters, Operators, and Tenders",Paper Bag Machine Operator +5600,51-9196,"Paper Goods Machine Setters, Operators, and Tenders",Paper Cone Machine Tender +5601,51-9196,"Paper Goods Machine Setters, Operators, and Tenders",Paper Machine Operator +5602,51-9197,Tire Builders,Auto Tire Recapper +5603,51-9197,Tire Builders,Retreader +5604,51-9197,Tire Builders,Tire Finisher +5605,51-9197,Tire Builders,Tire Molder +5606,51-9197,Tire Builders,Tire Retreader +5607,51-9198,Helpers--Production Workers,Blending Tank Helper +5608,51-9198,Helpers--Production Workers,Commercial Baker Helper +5609,51-9198,Helpers--Production Workers,Machinist Helper +5610,51-9198,Helpers--Production Workers,Slitter Helper +5611,51-9198,Helpers--Production Workers,Tailor Helper +5612,51-9198,Helpers--Production Workers,Welder Helper +5613,51-9198,Helpers--Production Workers,Woodworker Helper +5614,53-1041,Aircraft Cargo Handling Supervisors,Air Cargo Ground Crew Supervisor +5615,53-1041,Aircraft Cargo Handling Supervisors,Air Cargo Ground Operations Supervisor +5616,53-1041,Aircraft Cargo Handling Supervisors,Air Cargo Supervisor +5617,53-1041,Aircraft Cargo Handling Supervisors,Aircraft Loadmaster +5618,53-1041,Aircraft Cargo Handling Supervisors,Airport Ramp Supervisor +5619,53-1042,"First-Line Supervisors of Helpers, Laborers, and Material Movers, Hand",Material Handling Crew Supervisor +5620,53-1042,"First-Line Supervisors of Helpers, Laborers, and Material Movers, Hand",Warehouse Supervisor +5621,53-1043,First-Line Supervisors of Material-Moving Machine and Vehicle Operators,Crane Crew Supervisor +5622,53-1043,First-Line Supervisors of Material-Moving Machine and Vehicle Operators,Truck Driver Supervisor +5623,53-1044,First-line Supervisors of Passenger Attendants,Chief Ship Steward +5624,53-1044,First-line Supervisors of Passenger Attendants,Flight Service Manager +5625,53-1049,"First Line Supervisors of Transportation Workers, All Other",Gas Station Supervisor +5626,53-2011,"Airline Pilots, Copilots, and Flight Engineers",Airline Captain +5627,53-2011,"Airline Pilots, Copilots, and Flight Engineers",Airline Pilot +5628,53-2011,"Airline Pilots, Copilots, and Flight Engineers",Airline Pilot Flight Instructor +5629,53-2011,"Airline Pilots, Copilots, and Flight Engineers",Airline Pilot In Command +5630,53-2011,"Airline Pilots, Copilots, and Flight Engineers",Airline Pilot Second In Command +5631,53-2011,"Airline Pilots, Copilots, and Flight Engineers",Airline Transport Pilot +5632,53-2011,"Airline Pilots, Copilots, and Flight Engineers",Charter Pilot (Air Transport Pilot Certificate Required) +5633,53-2011,"Airline Pilots, Copilots, and Flight Engineers",Charter Pilot (Airline) +5634,53-2011,"Airline Pilots, Copilots, and Flight Engineers",Regional Airline Pilot +5635,53-2012,Commercial Pilots,Aerial Crop Duster +5636,53-2012,Commercial Pilots,Aerial Hurricane Hunter +5637,53-2012,Commercial Pilots,Aerial Sprayer +5638,53-2012,Commercial Pilots,Agricultural Pilot +5639,53-2012,Commercial Pilots,Air Ambulance Captain +5640,53-2012,Commercial Pilots,Air Tour Pilot +5641,53-2012,Commercial Pilots,Balloon Pilot +5642,53-2012,Commercial Pilots,Charter Pilot (Commercial Pilot Certificate Required) +5643,53-2012,Commercial Pilots,Charter Pilot (Commercial) +5644,53-2012,Commercial Pilots,Commercial Helicopter Pilot +5645,53-2012,Commercial Pilots,Corporate Pilot +5646,53-2012,Commercial Pilots,Emergency Medical Service Helicopter Pilot +5647,53-2012,Commercial Pilots,Emergency Medical Service Rotary Wing Pilot +5648,53-2012,Commercial Pilots,EMS Helicopter Pilot +5649,53-2012,Commercial Pilots,Executive Pilot +5650,53-2012,Commercial Pilots,Flight Instructor (Commercial Pilots) +5651,53-2012,Commercial Pilots,Helicopter Pilot +5652,53-2021,Air Traffic Controllers,Air Traffic Control Operator +5653,53-2021,Air Traffic Controllers,Air Traffic Control Specialist +5654,53-2021,Air Traffic Controllers,Air Traffic Coordinator +5655,53-2021,Air Traffic Controllers,Airport Tower Controller +5656,53-2021,Air Traffic Controllers,Control Tower Operator +5657,53-2021,Air Traffic Controllers,Enroute Controller +5658,53-2022,Airfield Operations Specialists,Aviation Operations Specialist +5659,53-2022,Airfield Operations Specialists,Flight Operations Coordinator +5660,53-2031,Flight Attendants,Airline Flight Attendant +5661,53-2031,Flight Attendants,Airplane Flight Attendant +5662,53-2031,Flight Attendants,Flight Steward +5663,53-3011,"Ambulance Drivers and Attendants, Except Emergency Medical Technicians",Ambulance Attendant +5664,53-3011,"Ambulance Drivers and Attendants, Except Emergency Medical Technicians",Emergency Medical Services (EMS) Driver +5665,53-3011,"Ambulance Drivers and Attendants, Except Emergency Medical Technicians",Emergency Medical Services Driver +5666,53-3031,Driver/Sales Workers,Bobtailer +5667,53-3031,Driver/Sales Workers,Delivery Sales worker +5668,53-3031,Driver/Sales Workers,Newspaper Deliverer +5669,53-3031,Driver/Sales Workers,Newspaper Delivery Driver +5670,53-3031,Driver/Sales Workers,Pizza Delivery Driver +5671,53-3031,Driver/Sales Workers,Route Sales Person +5672,53-3031,Driver/Sales Workers,Route Salesperson +5673,53-3031,Driver/Sales Workers,Sales Route Driver +5674,53-3032,Heavy and Tractor-Trailer Truck Drivers,Auto Carrier Driver +5675,53-3032,Heavy and Tractor-Trailer Truck Drivers,Cement Truck Driver +5676,53-3032,Heavy and Tractor-Trailer Truck Drivers,Concrete Mixer Driver +5677,53-3032,Heavy and Tractor-Trailer Truck Drivers,Concrete Mixer Truck Driver +5678,53-3032,Heavy and Tractor-Trailer Truck Drivers,Dump Truck Driver +5679,53-3032,Heavy and Tractor-Trailer Truck Drivers,Fuel Truck Driver +5680,53-3032,Heavy and Tractor-Trailer Truck Drivers,Garbage Truck Driver +5681,53-3032,Heavy and Tractor-Trailer Truck Drivers,Line Haul Driver +5682,53-3032,Heavy and Tractor-Trailer Truck Drivers,Log Truck Tractor-Trailer Driver +5683,53-3032,Heavy and Tractor-Trailer Truck Drivers,Logging Flatbed Truck Driver +5684,53-3032,Heavy and Tractor-Trailer Truck Drivers,Logging Truck Driver +5685,53-3032,Heavy and Tractor-Trailer Truck Drivers,Over-the-Road Driver +5686,53-3032,Heavy and Tractor-Trailer Truck Drivers,Self-loading Flatbed Truck Driver +5687,53-3032,Heavy and Tractor-Trailer Truck Drivers,Semi-Truck Driver +5688,53-3032,Heavy and Tractor-Trailer Truck Drivers,Tanker Driver +5689,53-3032,Heavy and Tractor-Trailer Truck Drivers,Tow Truck Operator +5690,53-3033,Light Truck Drivers,Grocery Light Truck Driver +5691,53-3033,Light Truck Drivers,Parcel Truck Driver +5692,53-3051,"Bus Drivers, School",School Bus Driver +5693,53-3051,"Bus Drivers, School",School Bus Operator +5694,53-3051,"Bus Drivers, School",Special Education Bus Driver +5695,53-3052,"Bus Drivers, Transit and Intercity",Charter Coach Driver +5696,53-3052,"Bus Drivers, Transit and Intercity",Motor Coach Bus Driver +5697,53-3052,"Bus Drivers, Transit and Intercity",Motor Coach Driver +5698,53-3052,"Bus Drivers, Transit and Intercity",Motor Coach Tour Operator +5699,53-3052,"Bus Drivers, Transit and Intercity",Public Transit Bus Driver +5700,53-3052,"Bus Drivers, Transit and Intercity",Public Transit Trolley Driver +5701,53-3053,Shuttle Drivers and Chauffeurs,Airport Apron Bus Driver +5702,53-3053,Shuttle Drivers and Chauffeurs,Airport Shuttle Driver +5703,53-3053,Shuttle Drivers and Chauffeurs,Airside Transfer Bus Driver +5704,53-3053,Shuttle Drivers and Chauffeurs,Courtesy Car Driver +5705,53-3053,Shuttle Drivers and Chauffeurs,Courtesy Van Driver +5706,53-3053,Shuttle Drivers and Chauffeurs,Funeral Car Driver +5707,53-3053,Shuttle Drivers and Chauffeurs,Hearse Driver +5708,53-3053,Shuttle Drivers and Chauffeurs,Hotel Shuttle Driver +5709,53-3053,Shuttle Drivers and Chauffeurs,Nonemergency Medical Transporter +5710,53-3054,Taxi Drivers,Cab Driver +5711,53-3054,Taxi Drivers,Rideshare Cab Driver +5712,53-3099,"Motor Vehicle Operators, All Other",Assembly Line Driver +5713,53-3099,"Motor Vehicle Operators, All Other",Ice-Resurfacing Machine Operators +5714,53-3099,"Motor Vehicle Operators, All Other",Motorcycle Deliverer +5715,53-3099,"Motor Vehicle Operators, All Other",Street Cleaning Equipment Operator +5716,53-3099,"Motor Vehicle Operators, All Other",Street Sweeper Operator +5717,53-4011,Locomotive Engineers,Freight Engineer +5718,53-4011,Locomotive Engineers,Railroad Engineer +5719,53-4011,Locomotive Engineers,Railway Engineer +5720,53-4011,Locomotive Engineers,Train Engineer +5721,53-4013,"Rail Yard Engineers, Dinkey Operators, and Hostlers",Coal Tram Driver +5722,53-4013,"Rail Yard Engineers, Dinkey Operators, and Hostlers",Dinkey Driver +5723,53-4013,"Rail Yard Engineers, Dinkey Operators, and Hostlers",Dinkey Operator +5724,53-4013,"Rail Yard Engineers, Dinkey Operators, and Hostlers",Engine Hostler +5725,53-4013,"Rail Yard Engineers, Dinkey Operators, and Hostlers",Haulage Engine Operator +5726,53-4013,"Rail Yard Engineers, Dinkey Operators, and Hostlers",Railcar Switcher +5727,53-4013,"Rail Yard Engineers, Dinkey Operators, and Hostlers",Yard Hostler +5728,53-4022,"Railroad Brake, Signal, and Switch Operators and Locomotive Firers",Diesel Locomotive Firer +5729,53-4022,"Railroad Brake, Signal, and Switch Operators and Locomotive Firers",Dinkey Engine Firer +5730,53-4022,"Railroad Brake, Signal, and Switch Operators and Locomotive Firers",Freight Brake Operator +5731,53-4022,"Railroad Brake, Signal, and Switch Operators and Locomotive Firers",Locomotive Switch Operator +5732,53-4022,"Railroad Brake, Signal, and Switch Operators and Locomotive Firers",Railroad Brake Operator +5733,53-4022,"Railroad Brake, Signal, and Switch Operators and Locomotive Firers",Railroad Firer +5734,53-4022,"Railroad Brake, Signal, and Switch Operators and Locomotive Firers",Railway Switch Operator +5735,53-4022,"Railroad Brake, Signal, and Switch Operators and Locomotive Firers",Switch Coupler +5736,53-4022,"Railroad Brake, Signal, and Switch Operators and Locomotive Firers",Train Brake Operator +5737,53-4031,Railroad Conductors and Yardmasters,Freight Conductor +5738,53-4031,Railroad Conductors and Yardmasters,Passenger Car Conductor +5739,53-4031,Railroad Conductors and Yardmasters,Train Conductor +5740,53-4031,Railroad Conductors and Yardmasters,Yard Conductor +5741,53-4041,Subway and Streetcar Operators,Light Rail Operator +5742,53-4041,Subway and Streetcar Operators,Light Rail Transit Operator +5743,53-4041,Subway and Streetcar Operators,Light Rail Vehicle Operator +5744,53-4041,Subway and Streetcar Operators,Rapid Transit Operator +5745,53-4041,Subway and Streetcar Operators,Subway Conductor +5746,53-4041,Subway and Streetcar Operators,Subway Train Operator +5747,53-4041,Subway and Streetcar Operators,Tram Operator +5748,53-4041,Subway and Streetcar Operators,Trolley Car Operator +5749,53-4099,"Rail Transportation Workers, All Other",Railway Equipment Operator +5750,53-4099,"Rail Transportation Workers, All Other",Retarder Operator +5751,53-4099,"Rail Transportation Workers, All Other",Transfer Table Operator +5752,53-5011,Sailors and Marine Oilers,Able Seaman +5753,53-5011,Sailors and Marine Oilers,Deck Cadet +5754,53-5011,Sailors and Marine Oilers,Deck Hand +5755,53-5011,Sailors and Marine Oilers,Deckhand +5756,53-5011,Sailors and Marine Oilers,Merchant Mariner +5757,53-5011,Sailors and Marine Oilers,Merchant Seaman +5758,53-5011,Sailors and Marine Oilers,Ordinary Seaman +5759,53-5011,Sailors and Marine Oilers,Sailor +5760,53-5011,Sailors and Marine Oilers,Vessel Ordinary Seaman +5761,53-5021,"Captains, Mates, and Pilots of Water Vessels",Barge Captain +5762,53-5021,"Captains, Mates, and Pilots of Water Vessels",Barge Master +5763,53-5021,"Captains, Mates, and Pilots of Water Vessels",Boat Pilot +5764,53-5021,"Captains, Mates, and Pilots of Water Vessels",Car Ferry Captain +5765,53-5021,"Captains, Mates, and Pilots of Water Vessels",Car Ferry Master +5766,53-5021,"Captains, Mates, and Pilots of Water Vessels",Coastal Tug Mate +5767,53-5021,"Captains, Mates, and Pilots of Water Vessels",Deck Officer +5768,53-5021,"Captains, Mates, and Pilots of Water Vessels",Docking Pilot +5769,53-5021,"Captains, Mates, and Pilots of Water Vessels",Ferry Boat Captain +5770,53-5021,"Captains, Mates, and Pilots of Water Vessels",Ferry Captain +5771,53-5021,"Captains, Mates, and Pilots of Water Vessels",Ferryboat Captain +5772,53-5021,"Captains, Mates, and Pilots of Water Vessels",First Mate +5773,53-5021,"Captains, Mates, and Pilots of Water Vessels",Harbor Boat Pilot +5774,53-5021,"Captains, Mates, and Pilots of Water Vessels",Harbor Pilot +5775,53-5021,"Captains, Mates, and Pilots of Water Vessels",Harbor Tug Captain +5776,53-5021,"Captains, Mates, and Pilots of Water Vessels",Port Captain +5777,53-5021,"Captains, Mates, and Pilots of Water Vessels",River Boat Captain +5778,53-5021,"Captains, Mates, and Pilots of Water Vessels",River Pilot +5779,53-5021,"Captains, Mates, and Pilots of Water Vessels",Sailboat Captain +5780,53-5021,"Captains, Mates, and Pilots of Water Vessels",Ship Harbor Pilot +5781,53-5021,"Captains, Mates, and Pilots of Water Vessels",Tow Boat Captain +5782,53-5021,"Captains, Mates, and Pilots of Water Vessels",Towboat Pilot +5783,53-5021,"Captains, Mates, and Pilots of Water Vessels",Tug Boat Captain +5784,53-5021,"Captains, Mates, and Pilots of Water Vessels",Tugboat Captain +5785,53-5021,"Captains, Mates, and Pilots of Water Vessels",Tugboat Mate +5786,53-5021,"Captains, Mates, and Pilots of Water Vessels",Tugboat Operator +5787,53-5021,"Captains, Mates, and Pilots of Water Vessels",Tugboat Pilot +5788,53-5022,Motorboat Operators,Launch Operator +5789,53-5022,Motorboat Operators,Outboard Motorboat Operator +5790,53-5022,Motorboat Operators,Speedboat Driver +5791,53-5022,Motorboat Operators,Speedboat Operator +5792,53-5022,Motorboat Operators,Water Taxi Ferry Operator +5793,53-5022,Motorboat Operators,Water Taxi Operator +5794,53-5031,Ship Engineers,Barge Engineer +5795,53-5031,Ship Engineers,Ferry Engineer +5796,53-5031,Ship Engineers,Towboat Engineer +5797,53-5031,Ship Engineers,Tug Boat Engineer +5798,53-5031,Ship Engineers,Tugboat Engineer +5799,53-6011,Bridge and Lock Tenders,Bridge Operator +5800,53-6011,Bridge and Lock Tenders,Bridge Tender +5801,53-6011,Bridge and Lock Tenders,Dam Tender +5802,53-6011,Bridge and Lock Tenders,Lighthouse Keeper +5803,53-6011,Bridge and Lock Tenders,Lock and Dam Operator +5804,53-6021,Parking Attendants,Auto Parker +5805,53-6021,Parking Attendants,Car Jockey +5806,53-6021,Parking Attendants,Parking Ramp Attendant +5807,53-6021,Parking Attendants,Valet Parker +5808,53-6021,Parking Attendants,Valet Runner +5809,53-6031,Automotive and Watercraft Service Attendants,Auto Service Station Attendant +5810,53-6031,Automotive and Watercraft Service Attendants,Gas and Oil Servicer +5811,53-6031,Automotive and Watercraft Service Attendants,Gas Pump Attendant +5812,53-6031,Automotive and Watercraft Service Attendants,Gas Station Attendant +5813,53-6031,Automotive and Watercraft Service Attendants,Oil Changer +5814,53-6031,Automotive and Watercraft Service Attendants,Pump Jockey +5815,53-6031,Automotive and Watercraft Service Attendants,Service Station Attendant +5816,53-6032,Aircraft Service Attendants,Aircraft De-Icer +5817,53-6032,Aircraft Service Attendants,Aircraft Refueler +5818,53-6032,Aircraft Service Attendants,Airplane Refueler +5819,53-6041,Traffic Technicians,Highway Traffic Control Technician +5820,53-6041,Traffic Technicians,Traffic Engineering Technician +5821,53-6041,Traffic Technicians,Traffic Signal Technician +5822,53-6041,Traffic Technicians,Transportation Planning Technician +5823,53-6041,Traffic Technicians,Transportation Technician +5824,53-6051,Transportation Inspectors,Aircraft Inspector +5825,53-6051,Transportation Inspectors,Aircraft Landing Gear Inspector +5826,53-6051,Transportation Inspectors,Aircraft Quality Control Inspector +5827,53-6051,Transportation Inspectors,Airworthiness Safety Inspector +5828,53-6051,Transportation Inspectors,Freight Inspector +5829,53-6051,Transportation Inspectors,Locomotive Inspector +5830,53-6051,Transportation Inspectors,Motor Vehicle Emissions Inspector +5831,53-6051,Transportation Inspectors,Railroad Car Inspector +5832,53-6051,Transportation Inspectors,Railroad Inspector +5833,53-6051,Transportation Inspectors,School Bus Inspector +5834,53-6051,Transportation Inspectors,Transit Vehicle Inspector +5835,53-6061,Passenger Attendants,Dining Car Steward +5836,53-6061,Passenger Attendants,Ship Steward +5837,53-6061,Passenger Attendants,Sleeping Car Service Attendant +5838,53-6061,Passenger Attendants,Train Attendant +5839,53-6099,"Transportation Workers, All Other",Pedicab Driver +5840,53-6099,"Transportation Workers, All Other",Rickshaw Driver +5841,53-7011,Conveyor Operators and Tenders,Ash Conveyor Operator +5842,53-7011,Conveyor Operators and Tenders,Assembly Line Tender +5843,53-7011,Conveyor Operators and Tenders,Chip Bin Conveyor Tender +5844,53-7011,Conveyor Operators and Tenders,Conveyor Belt Operator +5845,53-7011,Conveyor Operators and Tenders,Conveyor Tender +5846,53-7011,Conveyor Operators and Tenders,Grain Elevator Operator +5847,53-7011,Conveyor Operators and Tenders,Packing Line Operator +5848,53-7021,Crane and Tower Operators,Boom Crane Operator +5849,53-7021,Crane and Tower Operators,Bridge Crane Operator +5850,53-7021,Crane and Tower Operators,Cherry Picker Operator +5851,53-7021,Crane and Tower Operators,Coal Tower Operator +5852,53-7021,Crane and Tower Operators,Electric Crane Operator +5853,53-7021,Crane and Tower Operators,Erecting Crane Operator +5854,53-7021,Crane and Tower Operators,Monorail Crane Operator +5855,53-7021,Crane and Tower Operators,Overhead Crane Operator +5856,53-7021,Crane and Tower Operators,Port Crane Operator +5857,53-7021,Crane and Tower Operators,Radio Control Crane Operator +5858,53-7021,Crane and Tower Operators,Scrap Crane Operator +5859,53-7021,Crane and Tower Operators,Tower Loader Operator +5860,53-7021,Crane and Tower Operators,Woodyard Crane Operator +5861,53-7031,Dredge Operators,Dredge Deckhand +5862,53-7031,Dredge Operators,Dredge Engineer +5863,53-7031,Dredge Operators,Dredge Mate +5864,53-7031,Dredge Operators,Dredger +5865,53-7041,Hoist and Winch Operators,Hoist Operator +5866,53-7041,Hoist and Winch Operators,Winch Derrick Operator +5867,53-7041,Hoist and Winch Operators,Winch Operator +5868,53-7051,Industrial Truck and Tractor Operators,Forklift Driver +5869,53-7051,Industrial Truck and Tractor Operators,Forklift Operator +5870,53-7051,Industrial Truck and Tractor Operators,Front-End Loader Operator +5871,53-7051,Industrial Truck and Tractor Operators,Hydraulic Lift Driver +5872,53-7051,Industrial Truck and Tractor Operators,Industrial Truck Operator +5873,53-7051,Industrial Truck and Tractor Operators,Reach-Lift Truck Driver +5874,53-7051,Industrial Truck and Tractor Operators,Stacker Operator +5875,53-7061,Cleaners of Vehicles and Equipment,Aircraft Cleaner +5876,53-7061,Cleaners of Vehicles and Equipment,Auto Cleaner +5877,53-7061,Cleaners of Vehicles and Equipment,Auto Detailer +5878,53-7061,Cleaners of Vehicles and Equipment,Automobile Detailer +5879,53-7061,Cleaners of Vehicles and Equipment,Beer Coil Cleaner +5880,53-7061,Cleaners of Vehicles and Equipment,Boat Detailer +5881,53-7061,Cleaners of Vehicles and Equipment,Bus Cleaner +5882,53-7061,Cleaners of Vehicles and Equipment,Bus Washer +5883,53-7061,Cleaners of Vehicles and Equipment,Car Wash Attendant +5884,53-7061,Cleaners of Vehicles and Equipment,Car Washer +5885,53-7061,Cleaners of Vehicles and Equipment,Equipment Cleaner +5886,53-7061,Cleaners of Vehicles and Equipment,Machine Cleaner +5887,53-7061,Cleaners of Vehicles and Equipment,Railroad Car Cleaner +5888,53-7061,Cleaners of Vehicles and Equipment,Truck Washer +5889,53-7062,"Laborers and Freight, Stock, and Material Movers, Hand",Cargo Handler +5890,53-7062,"Laborers and Freight, Stock, and Material Movers, Hand",Cart Pusher +5891,53-7062,"Laborers and Freight, Stock, and Material Movers, Hand",Freight Handler +5892,53-7062,"Laborers and Freight, Stock, and Material Movers, Hand",Grave Digger +5893,53-7062,"Laborers and Freight, Stock, and Material Movers, Hand",Manufacturing Laborer +5894,53-7062,"Laborers and Freight, Stock, and Material Movers, Hand",Material Handler +5895,53-7062,"Laborers and Freight, Stock, and Material Movers, Hand",Package Handler +5896,53-7062,"Laborers and Freight, Stock, and Material Movers, Hand",Shipping and Receiving Material Handler +5897,53-7062,"Laborers and Freight, Stock, and Material Movers, Hand",Van Loader +5898,53-7062,"Laborers and Freight, Stock, and Material Movers, Hand",Wharf Laborer +5899,53-7063,Machine Feeders and Offbearers,Brick Offbearer +5900,53-7063,Machine Feeders and Offbearers,Chain Offbearer +5901,53-7063,Machine Feeders and Offbearers,Chopper Feeder +5902,53-7063,Machine Feeders and Offbearers,Doffer +5903,53-7063,Machine Feeders and Offbearers,Dryer Feeder +5904,53-7063,Machine Feeders and Offbearers,Hopper Feeder +5905,53-7063,Machine Feeders and Offbearers,Hopper Filler +5906,53-7063,Machine Feeders and Offbearers,Line Feeder +5907,53-7063,Machine Feeders and Offbearers,Offbearer +5908,53-7063,Machine Feeders and Offbearers,Packing Machine Can Feeder +5909,53-7063,Machine Feeders and Offbearers,Spike Machine Feeder +5910,53-7063,Machine Feeders and Offbearers,Spinning Doffer +5911,53-7063,Machine Feeders and Offbearers,Spooler Operator +5912,53-7064,"Packers and Packagers, Hand",Bagger +5913,53-7064,"Packers and Packagers, Hand",Carton Wrapper +5914,53-7064,"Packers and Packagers, Hand",Egg Packer +5915,53-7064,"Packers and Packagers, Hand",Gift Wrapper +5916,53-7064,"Packers and Packagers, Hand",Grocery Store Bagger +5917,53-7064,"Packers and Packagers, Hand",Meat Packager +5918,53-7064,"Packers and Packagers, Hand",Meat Wrapper +5919,53-7064,"Packers and Packagers, Hand",Utility Bagger +5920,53-7065,Stockers and Order Fillers,Grocery Stocker +5921,53-7065,Stockers and Order Fillers,Night Stocker +5922,53-7065,Stockers and Order Fillers,Retail Stocker +5923,53-7065,Stockers and Order Fillers,Store Stocker +5924,53-7065,Stockers and Order Fillers,Warehouse Stocker +5925,53-7071,Gas Compressor and Gas Pumping Station Operators,Acetylene Gas Compressor +5926,53-7071,Gas Compressor and Gas Pumping Station Operators,Butane Compressor Operator +5927,53-7071,Gas Compressor and Gas Pumping Station Operators,Compressor Station Operator +5928,53-7071,Gas Compressor and Gas Pumping Station Operators,Gas Compressor Operator +5929,53-7071,Gas Compressor and Gas Pumping Station Operators,Gas Cylinder Processor +5930,53-7071,Gas Compressor and Gas Pumping Station Operators,Gas Storage Operator +5931,53-7071,Gas Compressor and Gas Pumping Station Operators,High Pressure Compressed Gas Filler +5932,53-7071,Gas Compressor and Gas Pumping Station Operators,Liquid Natural Gas Plant Operator +5933,53-7071,Gas Compressor and Gas Pumping Station Operators,LNG Plant Operator +5934,53-7072,"Pump Operators, Except Wellhead Pumpers",Acid Pump Operator +5935,53-7072,"Pump Operators, Except Wellhead Pumpers",Brewery Pumper +5936,53-7072,"Pump Operators, Except Wellhead Pumpers",Concrete Pump Operator +5937,53-7072,"Pump Operators, Except Wellhead Pumpers",Fluid Pump Operator +5938,53-7073,Wellhead Pumpers,Oil Field Pumper +5939,53-7073,Wellhead Pumpers,Oil Well Pumper +5940,53-7073,Wellhead Pumpers,Oilfield Plant and Field Operator +5941,53-7081,Refuse and Recyclable Material Collectors,Garbage Collector +5942,53-7081,Refuse and Recyclable Material Collectors,Recyclable Materials Collector +5943,53-7081,Refuse and Recyclable Material Collectors,Refuse Collector +5944,53-7081,Refuse and Recyclable Material Collectors,Scrap Metal Collector +5945,53-7081,Refuse and Recyclable Material Collectors,Solid Waste Collector +5946,53-7081,Refuse and Recyclable Material Collectors,Trash Collector +5947,53-7121,"Tank Car, Truck, and Ship Loaders",Barge Loader +5948,53-7121,"Tank Car, Truck, and Ship Loaders",Bulk Tank Car Unloader +5949,53-7121,"Tank Car, Truck, and Ship Loaders",Dock Loader +5950,53-7121,"Tank Car, Truck, and Ship Loaders",Rail Car Loader +5951,53-7121,"Tank Car, Truck, and Ship Loaders",Rail Loader +5952,53-7121,"Tank Car, Truck, and Ship Loaders",Ship Unloader +5953,53-7121,"Tank Car, Truck, and Ship Loaders",Tank Car Loader +5954,53-7121,"Tank Car, Truck, and Ship Loaders",Tank Truck Loader +5955,53-7199,"Material Moving Workers, All Other",Back Hoe Operator +5956,53-7199,"Material Moving Workers, All Other",Backhoe Operator +5957,53-7199,"Material Moving Workers, All Other",Bulldozer Operator +5958,53-7199,"Material Moving Workers, All Other",End Loader Operator +5959,53-7199,"Material Moving Workers, All Other",Freight Elevator Operator +5960,53-7199,"Material Moving Workers, All Other",Payloader Operator +5961,53-7199,"Material Moving Workers, All Other",Shovel Operator +5962,55-1011,Air Crew Officers,Airdrop Systems Technician +5963,55-1011,Air Crew Officers,"Astronaut, Mission Specialist" +5964,55-1011,Air Crew Officers,Helicopter Officer +5965,55-1011,Air Crew Officers,"Naval Flight Officer, Airborne Reconnaissance Officer" +5966,55-1011,Air Crew Officers,"Naval Flight Officer, Bombardier/Navigator" +5967,55-1011,Air Crew Officers,"Naval Flight Officer, Electronic Warfare Officer" +5968,55-1011,Air Crew Officers,"Naval Flight Officer, Qualified Supporting Arms Coordinator (Airborne)" +5969,55-1011,Air Crew Officers,"Naval Flight Officer, Radar Intercept Officer" +5970,55-1011,Air Crew Officers,"Naval Flight Officer, Weapons Systems Officer" +5971,55-1011,Air Crew Officers,Special Project Airborne Electronics Evaluator +5972,55-1012,Aircraft Launch and Recovery Officers,Catapult And Arresting Gear Officer +5973,55-1012,Aircraft Launch and Recovery Officers,Flight Deck Officer +5974,55-1012,Aircraft Launch and Recovery Officers,Landing Signal Officer +5975,55-1012,Aircraft Launch and Recovery Officers,V/Stol Landing Signal Officer +5976,55-1013,Armored Assault Vehicle Officers,Armor Officer +5977,55-1013,Armored Assault Vehicle Officers,Assault Amphibious Vehicle (AAV) Officer +5978,55-1013,Armored Assault Vehicle Officers,Cavalry Officer +5979,55-1013,Armored Assault Vehicle Officers,Light-Armored Reconnaissance Officer +5980,55-1013,Armored Assault Vehicle Officers,Light-Armored Vehicle Officer +5981,55-1013,Armored Assault Vehicle Officers,Tank Officer +5982,55-1014,Artillery and Missile Officers,Air Defense Artillery Officer +5983,55-1014,Artillery and Missile Officers,Ammunition Officer +5984,55-1014,Artillery and Missile Officers,"Division Officer, Weapons Department" +5985,55-1014,Artillery and Missile Officers,"Division Officer, Weapons Department (Antisubmarine Weapons)" +5986,55-1014,Artillery and Missile Officers,"Division Officer, Weapons Department (Guided Missiles)" +5987,55-1014,Artillery and Missile Officers,"Division Officer, Weapons Department (Gunnery)" +5988,55-1014,Artillery and Missile Officers,Field Artillery Officer +5989,55-1014,Artillery and Missile Officers,Field Artillery Targeting Technician +5990,55-1014,Artillery and Missile Officers,Fire Control Officer (Surface-To-Air Missiles) +5991,55-1014,Artillery and Missile Officers,Ground Nuclear Weapons Assembly Officer +5992,55-1014,Artillery and Missile Officers,"Guided Missile Test Officer, Air-Launched" +5993,55-1014,Artillery and Missile Officers,Hawk Missile Air Defense Artillery +5994,55-1014,Artillery and Missile Officers,Low Altitude Air Defense Officer +5995,55-1014,Artillery and Missile Officers,Naval Gunfire Spotter +5996,55-1014,Artillery and Missile Officers,Naval Surface Fire Support Planner +5997,55-1014,Artillery and Missile Officers,Nuclear & Chemical Weapons Employment Officer +5998,55-1014,Artillery and Missile Officers,Nuclear Weapons Custodian +5999,55-1014,Artillery and Missile Officers,Ordnance Officer +6000,55-1014,Artillery and Missile Officers,Patriot Missile Air Defense Artillery +6001,55-1014,Artillery and Missile Officers,Short-Range Air Defense Artillery +6002,55-1014,Artillery and Missile Officers,"Space And Missile Operations, Missile Combat Crew Officer" +6003,55-1014,Artillery and Missile Officers,Strike Warfare/Missile Systems Officer +6004,55-1014,Artillery and Missile Officers,Strike Warfare/Missile Systems Officer (Surface-To-Air Missile) +6005,55-1014,Artillery and Missile Officers,Surface-To-Air Weapons Officer +6006,55-1014,Artillery and Missile Officers,Targeting Acquisition Officer +6007,55-1014,Artillery and Missile Officers,Weapons Military Characteristics Officer +6008,55-1014,Artillery and Missile Officers,Weapons Officer +6009,55-1014,Artillery and Missile Officers,Weapons Officer (Fleet Ballistic Missiles) +6010,55-1014,Artillery and Missile Officers,"Weapons Officer, Naval Activity" +6011,55-1015,Command and Control Center Officers,Aadc Plans Staff Officer +6012,55-1015,Command and Control Center Officers,Advisor To Command In Combat +6013,55-1015,Command and Control Center Officers,Air Battle Manager +6014,55-1015,Command and Control Center Officers,Air Control/Anti-Air Warfare Officer +6015,55-1015,Command and Control Center Officers,Air Defense Control Officer +6016,55-1015,Command and Control Center Officers,Air Intercept Controller Supervisor +6017,55-1015,Command and Control Center Officers,Air Liaison And Special Staff +6018,55-1015,Command and Control Center Officers,Air Support Control Officer +6019,55-1015,Command and Control Center Officers,Anti-Air Warfare Operations Officer +6020,55-1015,Command and Control Center Officers,"Antisubmarine Classification And Analysis Officer, Aviation" +6021,55-1015,Command and Control Center Officers,Aoc Aadc Chief Of Operations Staff Officer +6022,55-1015,Command and Control Center Officers,Aoc Aadc Director And Chief Of Plans Staff Officer +6023,55-1015,Command and Control Center Officers,Aoc Aadc Operations Staff Officer +6024,55-1015,Command and Control Center Officers,Aoc Airspace Control Officer +6025,55-1015,Command and Control Center Officers,Aoc Director Combat Operations Officer +6026,55-1015,Command and Control Center Officers,Aoc Director Combat Plans Officer +6027,55-1015,Command and Control Center Officers,Aoc Director Intelligence Officer +6028,55-1015,Command and Control Center Officers,Aoc Information Operations Staff Officer +6029,55-1015,Command and Control Center Officers,Aoc Operations - Air Mobility / Logistics Chief +6030,55-1015,Command and Control Center Officers,Aoc Operations - Air Mobility / Logistics Officer +6031,55-1015,Command and Control Center Officers,Aoc Operations - Combat Search And Rescue Chief +6032,55-1015,Command and Control Center Officers,Aoc Operations - Combat Search And Rescue Officer +6033,55-1015,Command and Control Center Officers,Aoc Operations - Defensive Operations Officer +6034,55-1015,Command and Control Center Officers,Aoc Operations - Intelligence Chief +6035,55-1015,Command and Control Center Officers,Aoc Operations - Intelligence Officer +6036,55-1015,Command and Control Center Officers,Aoc Operations - Naval And Amphibious Liaison Element Afloat Planning Liaison +6037,55-1015,Command and Control Center Officers,Aoc Operations - Naval And Amphibious Liaison Element Member +6038,55-1015,Command and Control Center Officers,Aoc Operations - Offensive Operations Officer +6039,55-1015,Command and Control Center Officers,Aoc Operations - Special Operations Chief +6040,55-1015,Command and Control Center Officers,Aoc Operations - Special Operations Officer +6041,55-1015,Command and Control Center Officers,Aoc Operations - Time Sensitive / Critical Targeting Officer +6042,55-1015,Command and Control Center Officers,Aoc Operations - Time Sensitive / Critical Targeting Officer Chief +6043,55-1015,Command and Control Center Officers,Aoc Plans - Air Task Order / Air Control Order Production Officer +6044,55-1015,Command and Control Center Officers,Aoc Plans - Guidance Apportionment And Targeting Officer +6045,55-1015,Command and Control Center Officers,Aoc Plans - Guidance Apportionment And Targeting Officer Chief +6046,55-1015,Command and Control Center Officers,Aoc Plans - Intelligence Officer +6047,55-1015,Command and Control Center Officers,Aoc Plans - Intelligence Officer Chief +6048,55-1015,Command and Control Center Officers,Aoc Plans - Master Air Attack Planning Assistant Chief +6049,55-1015,Command and Control Center Officers,Aoc Plans - Master Air Attack Planning Chief +6050,55-1015,Command and Control Center Officers,Aoc Plans - Master Air Attack Planning Officer +6051,55-1015,Command and Control Center Officers,Aoc Strategy Plans And Operational Assessment Officer +6052,55-1015,Command and Control Center Officers,Aoc Strategy Plans And Operational Assessment Officer Chief +6053,55-1015,Command and Control Center Officers,C4 Planner +6054,55-1015,Command and Control Center Officers,Carrier Airborne Combat Information Center Officer +6055,55-1015,Command and Control Center Officers,Combat Control Officer +6056,55-1015,Command and Control Center Officers,Combat Information Center Officer +6057,55-1015,Command and Control Center Officers,Combat Systems Officer +6058,55-1015,Command and Control Center Officers,Command And Control +6059,55-1015,Command and Control Center Officers,Command And Control Officer +6060,55-1015,Command and Control Center Officers,Command And Control Systems Integrator +6061,55-1015,Command and Control Center Officers,"Command, Control, Communications, Computers And Intelligence (C4i) Officer" +6062,55-1015,Command and Control Center Officers,Force Deployment Planning And Execution Officer +6063,55-1015,Command and Control Center Officers,Forward Air Controller/Air Officer +6064,55-1015,Command and Control Center Officers,Information Management Officer +6065,55-1015,Command and Control Center Officers,Joint Terminal Attack Controller Officer +6066,55-1015,Command and Control Center Officers,Marine Air Ground Task Force (Magtf) Planners +6067,55-1015,Command and Control Center Officers,Naval Tactical Data System--Combat Information Center Officer +6068,55-1015,Command and Control Center Officers,"Naval Tactical Data System--Combat Information Center Watch Officer, Carrier Controlled Approach Controller" +6069,55-1015,Command and Control Center Officers,"Naval Tactical Data System--Combat Information Center Watch Officer, General" +6070,55-1015,Command and Control Center Officers,Offshore Control And Surveillance System Officer +6071,55-1015,Command and Control Center Officers,Operations Control Center Briefing Officer +6072,55-1015,Command and Control Center Officers,"Operations Officer, Afloat (Naval Tactical Data Systems)" +6073,55-1015,Command and Control Center Officers,Relocatable Over-The-Horizon Radar Watch Officer +6074,55-1015,Command and Control Center Officers,Senior Air Director (Sad) +6075,55-1015,Command and Control Center Officers,Staff Combat Information Center Officer +6076,55-1015,Command and Control Center Officers,Staff Command And Control Officer +6077,55-1015,Command and Control Center Officers,Staff Electronic Warfare Officer +6078,55-1015,Command and Control Center Officers,Staff Operations Command Center Watch Officer +6079,55-1015,Command and Control Center Officers,Staff Readiness Officer (Combat Information Center) +6080,55-1015,Command and Control Center Officers,Surveillance Sensor Officer +6081,55-1016,Infantry Officers,Infantry Weapons Officer +6082,55-1017,Special Forces Officers,Advanced Seal Delivery System +6083,55-1017,Special Forces Officers,Combatant Diver Officer +6084,55-1017,Special Forces Officers,Combatant Diver Qualified (Officer) +6085,55-1017,Special Forces Officers,"Commanding Officer, Special Warfare Team" +6086,55-1017,Special Forces Officers,"Control And Recovery, Combat Rescue" +6087,55-1017,Special Forces Officers,"Control And Recovery, Special Tactics" +6088,55-1017,Special Forces Officers,"Executive Officer, Special Warfare Team" +6089,55-1017,Special Forces Officers,Parachute/Combatant Diver Officer +6090,55-1017,Special Forces Officers,Parachutist/Combatant Diver Qualified (Officer) +6091,55-1017,Special Forces Officers,Sea-Air-Land Officer +6092,55-1017,Special Forces Officers,Seal Delivery Vehicle Officer +6093,55-1017,Special Forces Officers,Special Forces Warrant Officer +6094,55-1017,Special Forces Officers,Special Weapons Unit Officer +6095,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Advanced Foreign Counterintelligence Officer (Afco) +6096,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Advanced Military Source Operations Officer (Amsoo) +6097,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Air Antisubmarine Officer +6098,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Air Boatswain +6099,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Air Intelligence Officer +6100,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",All Source Intelligence +6101,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",All Source Intelligence Technician +6102,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Amphibious Operations Officer +6103,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Antisubmarine Warfare Intelligence Officer +6104,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Antisubmarine Weapons Officer +6105,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Area Intelligence Technician +6106,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Aviation All-Source Intelligence +6107,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Aviation Ordnance Officer +6108,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Aviation Tactical Readiness Officer +6109,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Chemical Munitions And Materiel Management +6110,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Chemical Operations And Training +6111,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other","Chemical, Biological, Radiological, And Nuclear (CBRN) Officer" +6112,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Coastal/Harbor Defense Officer +6113,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Communications Interceptor/Locator Technician +6114,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Counter Intelligence +6115,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Counterintelligence (Ci)/Human Source Intelligence (Humint) Officer +6116,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Counterintelligence Officer/Human Source Intelligence (Ci/Humint) Officer +6117,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Counterintelligence Officer/Human Source Intelligence (Ci/Humint) Operations Officer +6118,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Counter-Intelligence Technician +6119,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Cryptologic Digital Network Technician/Analyst (Officer) +6120,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Electronic Intelligence Officer +6121,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Electronic Warfare Officer +6122,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Electronic Warfare Technician +6123,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Emanations Analysis Technician +6124,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Emitter Location/Identification Technician +6125,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Geographic Area Intelligence Officer +6126,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Ground Intelligence Officer +6127,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Gunnery/Ordnance Officer +6128,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Human Intelligence +6129,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Human Intelligence Collection Technician +6130,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Imagery Intelligence +6131,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Inshore Undersea Warfare Officer +6132,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Intelligence +6133,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Intelligence Officer +6134,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other","Intelligence Officer, Basic" +6135,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Intelligence Support Officer +6136,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other","Intelligence, Applications" +6137,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other","Intelligence, Mapping, Charting, And Geodesy" +6138,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other","Intelligence, Operations" +6139,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Joint Strategic Plans And Policy Officer +6140,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Marine Air/Ground Task Force (Magtf) Intelligence Officer +6141,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Military Source Operations Officer (Msoo) +6142,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Minesweeping Officer +6143,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Mission Commander +6144,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Multisensor Intelligence Officer +6145,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Naval Gunfire Liaison Officer +6146,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Navy Airspace Officer +6147,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Non-Morse Intercept Technician +6148,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other","Officer In Charge, Aviation Unit Or Detachment" +6149,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other","Officer In Charge/Assistant Officer In Charge, Combat Service Support Team" +6150,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Operational Intelligence Officer (Analyst) +6151,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Operational Intelligence Officer (General) +6152,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Operational Intelligence Officer (Management) +6153,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Parachute Officer +6154,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Parachutist (Officer) +6155,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Photographic Intelligence Officer +6156,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Psychological Operations +6157,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Psychological Operations Officer +6158,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Psychological Operations Or Civil Affairs +6159,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Senior All-Source Intelligence Analysis Officer +6160,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Ship's Electronic Warfare Officer +6161,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Signal Intelligence/Electronic Warfare +6162,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Signal Intelligence/Ground Electronic Warfare Officer +6163,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Signals Collection Technician +6164,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Signals Intelligence Analysis Technician +6165,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Signals Intelligence/Electronics Warfare Officer +6166,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Space And Missile Operations +6167,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other","Space And Missile Operations, Missile Combat Crew" +6168,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other","Space And Missile Operations, Satellite Command And Control" +6169,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other","Space And Missile Operations, Space Surveillance" +6170,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other","Space And Missile Operations, Space Warning" +6171,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other","Space And Missile Operations, Spacelift" +6172,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other","Space And Missile Operations, Tactical Airlift" +6173,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Space Operations +6174,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Special Technical Operations Officer +6175,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Staff Air Defense Officer +6176,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Staff Air Tactical Officer +6177,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Staff Antisubmarine Officer +6178,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Staff Mine Warfare Officer +6179,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Staff Nuclear Weapons Officer +6180,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Staff Readiness Officer (Amphibious Warfare) +6181,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Staff Readiness Officer (Antisubmarine Warfare) +6182,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Staff Readiness Officer (Electronic Warfare) +6183,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Staff Readiness Officer (Submarine Warfare) +6184,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Staff Submarine Warfare Officer +6185,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Staff Weapons Officer +6186,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Strategic Debriefing Officer (Sdo) +6187,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Strategic Intelligence Officer +6188,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Strike Operations Officer +6189,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Submarine Advisory Team Watch Officer +6190,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Submarine Element Coordinator +6191,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Tactical Debriefer (Td) Officer +6192,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Tactical Deception Plans Officer +6193,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Tactical Intelligence Officer +6194,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Tactical Unmanned Aerial Vehicle (Tuav) Operations Technician +6195,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Target Aircraft Controller +6196,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Technical Surveillance Countermeasures Trained Counterintelligence/Human Source Intelligence Officer +6197,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Traffic Analysis Technician +6198,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Unmanned Aerial Vehicle (Tuav) Operations Technician +6199,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Vertical Takeoff Unmanned Aerial Vehicle Officer +6200,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Voice Intercept Technician +6201,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Weapons +6202,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Weapons And Tactics Instructor-Air Control +6203,55-2011,First-Line Supervisors of Air Crew Members,Airborne Mission Systems Superintendent +6204,55-2011,First-Line Supervisors of Air Crew Members,Airborne Operations Manager +6205,55-2011,First-Line Supervisors of Air Crew Members,Airborne Operations Superintendent +6206,55-2011,First-Line Supervisors of Air Crew Members,Aircraft Loadmaster Superintendent +6207,55-2011,First-Line Supervisors of Air Crew Members,C-40a Crew Chief +6208,55-2011,First-Line Supervisors of Air Crew Members,Flight Engineer Manager +6209,55-2011,First-Line Supervisors of Air Crew Members,In-Flight Refueling Manager +6210,55-2012,First-Line Supervisors of Weapons Specialists/Crew Members,"Aerial Gunner, Superintendent" +6211,55-2012,First-Line Supervisors of Weapons Specialists/Crew Members,Air Defense Artillery Senior Sergeant +6212,55-2012,First-Line Supervisors of Weapons Specialists/Crew Members,Airborne Weapons Technical Manager +6213,55-2012,First-Line Supervisors of Weapons Specialists/Crew Members,Armament Weapons Support Equipment (Aswe) Maintenance Manager +6214,55-2012,First-Line Supervisors of Weapons Specialists/Crew Members,Armor Senior Sergeant +6215,55-2012,First-Line Supervisors of Weapons Specialists/Crew Members,Field Artillery Senior Sergeant +6216,55-2012,First-Line Supervisors of Weapons Specialists/Crew Members,Infantry Unit Leader +6217,55-2012,First-Line Supervisors of Weapons Specialists/Crew Members,Over The Horizon-Targeting (Oth-T) Supervisor +6218,55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Aerospace Control And Warning Systems Superintendent +6219,55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Afloat Cryptologic Manager +6220,55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Air Operations Manager +6221,55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Aviation Resource Management Superintendent +6222,55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Chief Counterintelligence/Human Intelligence Sergeant +6223,55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Combat Control Manager +6224,55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Command Post Superintendent +6225,55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Communication Signals Intelligence Superintendent +6226,55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,"Counterintelligence/Human Intelligence, Senior Sergeant" +6227,55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Cryptologic Supervisor +6228,55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Electronic Signals Intelligence Exploitation Manager +6229,55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Electronic Systems Security Assessment Superintendent +6230,55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Infantry Senior Sergeant +6231,55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Intelligence Chief +6232,55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Intelligence Manager +6233,55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Intelligence Senior Sergeant +6234,55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Intelligence Senior Sergeant/Chief Intelligence Sergeant +6235,55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Interface Control Officer (Ico) +6236,55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Network Intelligence Analyst Superintendent +6237,55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Operational Communication Chief +6238,55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Operations Intelligence Superintendent +6239,55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Senior Enlisted Damage Control Program Management And Training Specialist +6240,55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Senior Naval Parachutist +6241,55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Signals Intelligence Superintendent +6242,55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Signals Intelligence (Electronic Warfare) Senior Sergeant/Chief +6243,55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Signals Intelligence (Sigint) Senior Sergeant/Sigint Chief +6244,55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Signals Intelligence Analysis Manager +6245,55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Signals Intelligence/Electronic Warfare Chief +6246,55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Space Systems Operations Manager +6247,55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Space Systems Operations Superintendent +6248,55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Special Forces Senior Sergeant +6249,55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Supervisory Air Intercept Controller +6250,55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Surface Ship USW Supervisor +6251,55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Tactical Air Control Party (Tacp) Manager +6252,55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Tactical/Mobile (Tacmobile) Watch Officer +6253,55-3011,Air Crew Members,Acoustic Sensor Operator +6254,55-3011,Air Crew Members,Aerial Gunner +6255,55-3011,Air Crew Members,Airborne And Air Delivery Specialist +6256,55-3011,Air Crew Members,"Airborne Battle Management Systems, Weapons Director" +6257,55-3011,Air Crew Members,Airborne Mine Countermeasures (Amcm) Aircrewman +6258,55-3011,Air Crew Members,Airborne Mission Systems +6259,55-3011,Air Crew Members,Airborne Missions Systems +6260,55-3011,Air Crew Members,Airborne Operations +6261,55-3011,Air Crew Members,Airborne Radio Operator/In-Flight Refueling Observer/Loadmaster +6262,55-3011,Air Crew Members,Airman +6263,55-3011,Air Crew Members,Aviation Antisubmarine Warfare Technician +6264,55-3011,Air Crew Members,Aviation Electronic Warfare Operator +6265,55-3011,Air Crew Members,Aviation Warfare Systems Operator (Acoustic) +6266,55-3011,Air Crew Members,Aviation Warfare Systems Operator (Helicopter) +6267,55-3011,Air Crew Members,Aviation Warfare Systems Operator (Non-Acoustic) +6268,55-3011,Air Crew Members,Communications Operator +6269,55-3011,Air Crew Members,Crew Chief +6270,55-3011,Air Crew Members,Cryptologic Technician Operator/Analyst +6271,55-3011,Air Crew Members,Electronic Warfare Operational Intelligence Crewman +6272,55-3011,Air Crew Members,Electronic Warfare Operator +6273,55-3011,Air Crew Members,Enlisted Aircrew/Aerial Observer/Gunner +6274,55-3011,Air Crew Members,Fixed-Wing Aircraft Crew Chief +6275,55-3011,Air Crew Members,Fixed-Wing Aircraft Flight Engineer +6276,55-3011,Air Crew Members,Fixed-Wing Aircraft Flight Mechanic +6277,55-3011,Air Crew Members,Flight Communications Operator +6278,55-3011,Air Crew Members,Flight Crew Ordnanceman +6279,55-3011,Air Crew Members,Flight Engineer +6280,55-3011,Air Crew Members,"Flight Engineer, Helicopter" +6281,55-3011,Air Crew Members,"Flight Engineer, Performance Qualified" +6282,55-3011,Air Crew Members,Helicopter Crew Chief +6283,55-3011,Air Crew Members,Helicopter Search And Rescue Aircrew Swimmer +6284,55-3011,Air Crew Members,Helicopter Specialist +6285,55-3011,Air Crew Members,Helicopter Utility Aircrewman +6286,55-3011,Air Crew Members,In-Flight Refueling Craftsman +6287,55-3011,Air Crew Members,In-Flight Technician +6288,55-3011,Air Crew Members,Multi-Mission Helicopter Aircrewman +6289,55-3011,Air Crew Members,Naval Aircrewman +6290,55-3011,Air Crew Members,Naval Aircrewman (Special Assignment) +6291,55-3011,Air Crew Members,Naval Aircrewman Avionics +6292,55-3011,Air Crew Members,Naval Aircrewman Helicopter +6293,55-3011,Air Crew Members,Naval Aircrewman Mechanical +6294,55-3011,Air Crew Members,Naval Aircrewman Operator +6295,55-3011,Air Crew Members,Naval Aircrewman Tactical Helicopter +6296,55-3011,Air Crew Members,Non-Acoustic Operator +6297,55-3011,Air Crew Members,Presidential Helicopter Crew Chief +6298,55-3011,Air Crew Members,Reel System Operator +6299,55-3011,Air Crew Members,Tiltrotor Crew Chief +6300,55-3011,Air Crew Members,Transport Aircrewman +6301,55-3011,Air Crew Members,Utility Aircrewman +6302,55-3011,Air Crew Members,Vertical Takeoff Unmanned Aerial Vehicle Specialist +6303,55-3011,Air Crew Members,Weapons And Tactics Instructor +6304,55-3012,Aircraft Launch and Recovery Specialists,Aircraft Launch And Recovery Equipment Maintenance Technician +6305,55-3012,Aircraft Launch and Recovery Specialists,Arresting Gear Operator +6306,55-3012,Aircraft Launch and Recovery Specialists,Aviation Boatswain's Mate +6307,55-3012,Aircraft Launch and Recovery Specialists,"Aviation Boatswain's Mate, Launching & Recovery Equipment" +6308,55-3012,Aircraft Launch and Recovery Specialists,C-13 Catapult Operator +6309,55-3012,Aircraft Launch and Recovery Specialists,Expeditionary Airfield Systems Technician +6310,55-3013,Armored Assault Vehicle Crew Members,Armor Reconnaissance Vehicle Crewman +6311,55-3013,Armored Assault Vehicle Crew Members,Armor Reconnaissance Vehicle Driver +6312,55-3013,Armored Assault Vehicle Crew Members,Assault Amphibious Vehicle (Aav) Crewman +6313,55-3013,Armored Assault Vehicle Crew Members,Assault Boat Coxswain +6314,55-3013,Armored Assault Vehicle Crew Members,Bradley Linebacker Crewmember +6315,55-3013,Armored Assault Vehicle Crew Members,Cavalry Scout +6316,55-3013,Armored Assault Vehicle Crew Members,Expeditionary Fighting Vehicle (Efv) Crewman +6317,55-3013,Armored Assault Vehicle Crew Members,Lav Crewman +6318,55-3013,Armored Assault Vehicle Crew Members,Lcac Operator +6319,55-3013,Armored Assault Vehicle Crew Members,M1 Armor Crewman +6320,55-3013,Armored Assault Vehicle Crew Members,M1A1 Tank Crewman +6321,55-3013,Armored Assault Vehicle Crew Members,M48/M60 Tank Driver +6322,55-3013,Armored Assault Vehicle Crew Members,M48-M60 Armor Crewman +6323,55-3013,Armored Assault Vehicle Crew Members,M60a2 Armor Crewman +6324,55-3013,Armored Assault Vehicle Crew Members,Xm1 Tank Driver +6325,55-3014,Artillery and Missile Crew Members,Advanced Tomahawk Weapon Control System (Atwcs) An/Swg-4 Operator And Maintenance Technician +6326,55-3014,Artillery and Missile Crew Members,Air And Missile Defense (AMD) Crewmember +6327,55-3014,Artillery and Missile Crew Members,Anti-Tank Missileman +6328,55-3014,Artillery and Missile Crew Members,Artillery Meteorological Man +6329,55-3014,Artillery and Missile Crew Members,Atwcs Launch Control Group Replacement (Lcgr) Operation And Maintenance Technician +6330,55-3014,Artillery and Missile Crew Members,Cannon Crewmember +6331,55-3014,Artillery and Missile Crew Members,Cannon Fire Direction Specialist +6332,55-3014,Artillery and Missile Crew Members,Field Artillery Automated Tactical Data System Specialist +6333,55-3014,Artillery and Missile Crew Members,Field Artillery Basic +6334,55-3014,Artillery and Missile Crew Members,Field Artillery Cannoneer +6335,55-3014,Artillery and Missile Crew Members,Field Artillery Fire Control Man +6336,55-3014,Artillery and Missile Crew Members,Field Artillery Operations Man +6337,55-3014,Artillery and Missile Crew Members,Fire Control Technician B (Ballistic Missile Fire Control) +6338,55-3014,Artillery and Missile Crew Members,Fire Control Technician G (Gunfire Control) +6339,55-3014,Artillery and Missile Crew Members,Fire Controlman +6340,55-3014,Artillery and Missile Crew Members,Fire Support Man +6341,55-3014,Artillery and Missile Crew Members,Fire Support Specialist +6342,55-3014,Artillery and Missile Crew Members,Gcs Mk 160 Mod 4 Fire Control Technician +6343,55-3014,Artillery and Missile Crew Members,Guided Missile Launching System Maintenance Technician +6344,55-3014,Artillery and Missile Crew Members,Guided Missile Launching System Technician +6345,55-3014,Artillery and Missile Crew Members,Gunner's Mate +6346,55-3014,Artillery and Missile Crew Members,Gunner's Mate G (Guns) +6347,55-3014,Artillery and Missile Crew Members,Gunner's Mate M (Missiles) +6348,55-3014,Artillery and Missile Crew Members,Gwot Support Assignment-Counter Rocket Artillery And Mortar (C-Ram) +6349,55-3014,Artillery and Missile Crew Members,Harpoon (An/Swg-1a) Engagement Planning Operator +6350,55-3014,Artillery and Missile Crew Members,Hawk Missile System Crewmember +6351,55-3014,Artillery and Missile Crew Members,High Mobility Artillery Rocket System (Himars) Operator +6352,55-3014,Artillery and Missile Crew Members,Honest John Rocket Crew Member +6353,55-3014,Artillery and Missile Crew Members,In-Tube Conversion Technician +6354,55-3014,Artillery and Missile Crew Members,Lance Crewmember +6355,55-3014,Artillery and Missile Crew Members,Lance Crewmember/Mlrs Sergeant +6356,55-3014,Artillery and Missile Crew Members,Low Altitude Air Defense (Laad) Gunner +6357,55-3014,Artillery and Missile Crew Members,Man Portable Air Defense System Crewmember (Rc) +6358,55-3014,Artillery and Missile Crew Members,Master Fire Control Technician +6359,55-3014,Artillery and Missile Crew Members,Missile And Missile Checkout Technician +6360,55-3014,Artillery and Missile Crew Members,Missile Technician +6361,55-3014,Artillery and Missile Crew Members,Multiple Launch Rocket System (Mlrs) Crewmember +6362,55-3014,Artillery and Missile Crew Members,Multiple Launch Rocket System (Mlrs) Operations/Fire Direction Specialist +6363,55-3014,Artillery and Missile Crew Members,Multiple Launch Rocket System (Mlrs)/High Mobility Artillery Rocket System (Himars) Crewmember +6364,55-3014,Artillery and Missile Crew Members,Nuclear Weapons Specialist +6365,55-3014,Artillery and Missile Crew Members,Patriot Fire Control Enhanced Operator/Maintainer +6366,55-3014,Artillery and Missile Crew Members,Patriot Launching Station Enhanced Operator/Maintainer +6367,55-3014,Artillery and Missile Crew Members,Pershing Missile Crewmember +6368,55-3014,Artillery and Missile Crew Members,Sergeant Missile Crewman +6369,55-3014,Artillery and Missile Crew Members,Space And Missile Defense Operations +6370,55-3014,Artillery and Missile Crew Members,Ssn/Ssbn Weapons Equipment Operator +6371,55-3014,Artillery and Missile Crew Members,Stinger Anti-Terrorist Weapon (Atw) Operator Maintenanceman +6372,55-3014,Artillery and Missile Crew Members,Submarine Vertical Launch System Tube Maintenance Technician +6373,55-3014,Artillery and Missile Crew Members,Tactical Automated Fire Control Systems Specialist +6374,55-3014,Artillery and Missile Crew Members,Tomahawk Weapon System (Surface) Operator +6375,55-3014,Artillery and Missile Crew Members,Torpedoman's Mate +6376,55-3014,Artillery and Missile Crew Members,Vertical Launching System (Vls) Advanced Technician +6377,55-3014,Artillery and Missile Crew Members,Warhead Maintenance Specialist +6378,55-3015,Command and Control Center Specialists,Acds Block 1 Operator +6379,55-3015,Command and Control Center Specialists,Aegis Console Operator Track 3 +6380,55-3015,Command and Control Center Specialists,Aegis Operations Specialist +6381,55-3015,Command and Control Center Specialists,Aerospace Control And Warning Systems +6382,55-3015,Command and Control Center Specialists,"Aerospace Control And Warning Systems, Manuel Systems" +6383,55-3015,Command and Control Center Specialists,"Aerospace Control And Warning Systems, Sector Operations Control Center" +6384,55-3015,Command and Control Center Specialists,"Aerospace Control And Warning Systems, Theater Air Control System" +6385,55-3015,Command and Control Center Specialists,"Aerospace Control And Warning Systems, Weapons Director" +6386,55-3015,Command and Control Center Specialists,Air Control Electronics Operator +6387,55-3015,Command and Control Center Specialists,"Air Defense Command, Control, Communications, Computers And Intelligence Tactical Operations Center Enhanced Operator/Maintainer" +6388,55-3015,Command and Control Center Specialists,An/Ssn-2 (V) 4 Operator +6389,55-3015,Command and Control Center Specialists,An/Syq-13 Nav/C2 Operator +6390,55-3015,Command and Control Center Specialists,An/Tsq-73 Air Defense Artillery Command And Control System Operator/Maintainer +6391,55-3015,Command and Control Center Specialists,Asw/Asuw Tactical Air Control (Astac) Leadership +6392,55-3015,Command and Control Center Specialists,Asw/Asuw Tactical Air Controller (Astac) +6393,55-3015,Command and Control Center Specialists,C2 Tactical Analysis Technician +6394,55-3015,Command and Control Center Specialists,Combat Control Specialist +6395,55-3015,Command and Control Center Specialists,Command Post Craftsman +6396,55-3015,Command and Control Center Specialists,Cryptologic Support Specialist +6397,55-3015,Command and Control Center Specialists,Direct Support (Dirsup)/Ships Signals Exploitation Equipment Operator +6398,55-3015,Command and Control Center Specialists,Electronic Systems Security Assessment +6399,55-3015,Command and Control Center Specialists,Electronic Warfare Technician (Advanced Application) +6400,55-3015,Command and Control Center Specialists,Global Command And Control System Common Operational Picture/Maritime (Gccs Cop/M) Operator +6401,55-3015,Command and Control Center Specialists,Global Command And Control System Common Operational Picture/Maritime 4.X (Gccs Cop/M 4.X) Operator +6402,55-3015,Command and Control Center Specialists,Ground Surveillance Systems Operator +6403,55-3015,Command and Control Center Specialists,Joint Tactical Ground Station (Jtags)/Multi-Mission Mobile Processor (M3p) System Operator/Maintainer +6404,55-3015,Command and Control Center Specialists,Joint Terminal Attack Controller (Jtac) +6405,55-3015,Command and Control Center Specialists,Joint Terminal Attack Controller Instructor (Jtac-I) +6406,55-3015,Command and Control Center Specialists,Joint Terminal Attack Controller Specialist +6407,55-3015,Command and Control Center Specialists,Lamps Mk Iii Air Tactical Control Operator +6408,55-3015,Command and Control Center Specialists,Marine Air Ground Task Force (Magtf) Planning Specialist +6409,55-3015,Command and Control Center Specialists,National Opelint Analyst +6410,55-3015,Command and Control Center Specialists,Navy Command And Control System (Nccs) Ashore System/Operator +6411,55-3015,Command and Control Center Specialists,Operations Specialist +6412,55-3015,Command and Control Center Specialists,Operations Specialists +6413,55-3015,Command and Control Center Specialists,Sensor Operator +6414,55-3015,Command and Control Center Specialists,Ship Self Defense System (Ssds) Mk1 Operator +6415,55-3015,Command and Control Center Specialists,Ssn/Ssbn Assistant Navigator +6416,55-3015,Command and Control Center Specialists,Strike Planning Applications +6417,55-3015,Command and Control Center Specialists,Tactical Air Control Party +6418,55-3015,Command and Control Center Specialists,Tactical Air Defense Controller +6419,55-3015,Command and Control Center Specialists,Telemetry Collection And Analysis Technician +6420,55-3016,Infantry,Expeditionary Force - Combat Skills +6421,55-3016,Infantry,Fighting Vehicle Infantryman +6422,55-3016,Infantry,"Gwot Ia/Ilo Multi-National Force, Not Deployed" +6423,55-3016,Infantry,Gwot Support Assignment-Basic Combat Unit Member +6424,55-3016,Infantry,Heavy Antiarmor Weapons Infantryman +6425,55-3016,Infantry,Indirect Fire Infantryman +6426,55-3016,Infantry,Individual Gwot Ia/Ilo Multi-National Force +6427,55-3016,Infantry,Infantry Assaultman +6428,55-3016,Infantry,Infantryman +6429,55-3016,Infantry,Machine Gunner +6430,55-3016,Infantry,Mortarman +6431,55-3016,Infantry,Rifleman +6432,55-3016,Infantry,Scout Sniper +6433,55-3016,Infantry,Scout-Sniper +6434,55-3018,Special Forces,Advance Seal Delivery System Maintainer +6435,55-3018,Special Forces,Basic Combatant Swimmer +6436,55-3018,Special Forces,Combatant Swimmer (SEAL) +6437,55-3018,Special Forces,Joint Special Operations +6438,55-3018,Special Forces,Master Naval Parachutist +6439,55-3018,Special Forces,Naval Special Warfare Medic +6440,55-3018,Special Forces,Parachutist +6441,55-3018,Special Forces,Pararescue Craftsman +6442,55-3018,Special Forces,Pararescue Manager +6443,55-3018,Special Forces,Reconnaissance Man +6444,55-3018,Special Forces,"Reconnaissance Man, Combatant Diver Qualified" +6445,55-3018,Special Forces,"Reconnaissance Man, Parachute And Combatant Diver Qualified" +6446,55-3018,Special Forces,"Reconnaissance Man, Parachutist Qualified" +6447,55-3018,Special Forces,Sdv Pilot/Navigator/Dds Operator +6448,55-3018,Special Forces,Seal Delivery Vehicle (Sdv) Team Technician +6449,55-3018,Special Forces,Special Forces Assistant Operations And Intelligence Sergeant +6450,55-3018,Special Forces,Special Forces Communications Sergeant +6451,55-3018,Special Forces,Special Forces Engineer Sergeant +6452,55-3018,Special Forces,Special Forces Medical Sergeant +6453,55-3018,Special Forces,Special Forces Weapons Sergeant +6454,55-3018,Special Forces,Special Warfare Boat Operator +6455,55-3018,Special Forces,Special Warfare Combatant Crewman +6456,55-3018,Special Forces,Special Warfare Operator +6457,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Advanced Foreign Counterintelligence Specialist (Afcs) +6458,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Advanced Military Source Operations Specialist (Amos) +6459,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Air Launch Weapons Technician +6460,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Air Support Operations Operator +6461,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Armament Weapons Support Equipment Technician +6462,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Asw Operations Center Electronic Warfare Analyst +6463,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Asw Operations Center Equipment Operator +6464,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Aviation Survival Technician +6465,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Chemical Operations Specialist +6466,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other","Chemical, Biological, Radiological, And Nuclear (Cbrn) Defense Specialist" +6467,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other","Chemical, Biological, Radiological, Nuclear (Cbrn)Specialist" +6468,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Combat Direction Finding System (An/Srs-1) Operator +6469,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Communication Signals Intelligence +6470,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Counter Intelligence Agent +6471,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Counterintelligence Agent +6472,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Counterintelligence/Humint Specialist +6473,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Cryptographic Center Specialist +6474,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Cryptologic Technician +6475,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Cryptologic Technician Technical +6476,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Cv/Cvn Cv-Tsc System Operator +6477,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Electronic Intelligence (Elint) Intercept Operator/Analyst +6478,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Electronic Intelligence Interceptor/Analyst +6479,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Electronic Signals Intelligence Exploitation +6480,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Electronic Warfare Specialist +6481,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Electronics Warfare Technician +6482,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Expeditionary Warfare Intelligence Specialist +6483,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Gwot Ia/Ilo Intelligence Support +6484,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other","Gwot Ia/Ilo Intelligence Support, Not Deployed" +6485,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Gwot/Ia Joint Special Operations Task Force Member-Deployed +6486,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Intelligence Analyst +6487,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Intelligence Specialist +6488,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Intermediate Technical Elint (Techelint) Analysis Technician +6489,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other","Joint Chemical, Biological, Radiological, Nuclear Reconnaissance System Operator (Jcbrnrs) Lav Operator" +6490,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Landing Support Specialist +6491,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Military Source Operations Specialist (Msos) +6492,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Multi-Discipline Counter-Intelligence Operator/Analyst +6493,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Navy Tactical Human Intelligence (Humint) Specialist +6494,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Network Intelligence Analyst +6495,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Operational Intelligence (Opintel) Analyst +6496,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Operations Intelligence +6497,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Outboard System Operator +6498,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",P-3 Armament/Ordnance Ima Technician +6499,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Presidential Support Specialist +6500,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Psychological Operations Noncommissioned Officer +6501,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Psychological Operations Non-Commissioned Officer +6502,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Psychological Operations Specialist +6503,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Riverine Assault Craft (Rac) Crewman +6504,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",S3b Multi-Sensor Operator +6505,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Seamark Advanced Operator Maintainer +6506,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other","Shipboard Chemical, Biological And Radiological-Defense (Cbr-D) Operations And Training Specialist" +6507,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Shipboard Intelligence Analyst +6508,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Signalman +6509,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Signals Collector/Analyst +6510,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Signals Intelligence Analyst +6511,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Special Communication Signals Collection Operator/Analyst +6512,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Special Intelligence System Administrator/Communicator +6513,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Strategic Debriefing Specialist (Sds) +6514,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Strike Intermediate Armament Maintenanceman +6515,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Subsurface Augmentee Elint Operator +6516,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Subsurface Augmentee Operator +6517,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Tactical Debriefer +6518,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Tactical/Mobile (Tacmobile) Ashore Analysis Systems Operator +6519,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Technical Surveillance Countermeasures (Tscm) Specialist diff --git a/Assets/Professions/.ipynb_checkpoints/soc_2018_direct_match_title_file-checkpoint.csv b/Assets/Professions/.ipynb_checkpoints/soc_2018_direct_match_title_file-checkpoint.csv new file mode 100644 index 0000000000000000000000000000000000000000..274701462bccf603d4a119bd3820e3d12c38b2a2 --- /dev/null +++ b/Assets/Professions/.ipynb_checkpoints/soc_2018_direct_match_title_file-checkpoint.csv @@ -0,0 +1,6521 @@ +2018 SOC Code,2018 SOC Title,2018 SOC Direct Match Title,Illustrative Example +11-1011,Chief Executives,Admiral,x +11-1011,Chief Executives,CEO, +11-1011,Chief Executives,Chief Executive Officer, +11-1011,Chief Executives,Chief Financial Officer,x +11-1011,Chief Executives,Chief Operating Officer,x +11-1011,Chief Executives,Chief Sustainability Officer, +11-1011,Chief Executives,Commissioner of Internal Revenue, +11-1011,Chief Executives,COO, +11-1011,Chief Executives,County Commissioner, +11-1011,Chief Executives,Government Service Executive, +11-1011,Chief Executives,Governor,x +11-1011,Chief Executives,Mayor, +11-1011,Chief Executives,School Superintendent,x +11-1011,Chief Executives,University President,x +11-1021,General and Operations Managers,Department Store General Manager, +11-1021,General and Operations Managers,Department Store Manager,x +11-1021,General and Operations Managers,General Manager, +11-1021,General and Operations Managers,General Superintendent,x +11-1021,General and Operations Managers,Manufacturing Operations Manager, +11-1021,General and Operations Managers,Operational Risk Manager,x +11-1021,General and Operations Managers,Operations Manager, +11-1021,General and Operations Managers,Radio Station Manager,x +11-1021,General and Operations Managers,Television Store Manager, +11-1031,Legislators,City Alderman, +11-1031,Legislators,City Council Member,x +11-1031,Legislators,Congressional Representative, +11-1031,Legislators,Councilor, +11-1031,Legislators,Legislator, +11-1031,Legislators,Member of Congress, +11-1031,Legislators,Selectman, +11-1031,Legislators,Senator,x +11-1031,Legislators,Tribal Council Member,x +11-2011,Advertising and Promotions Managers,Advertising Director,x +11-2011,Advertising and Promotions Managers,Advertising Executive,x +11-2011,Advertising and Promotions Managers,Advertising Manager, +11-2011,Advertising and Promotions Managers,Classified Advertising Manager, +11-2011,Advertising and Promotions Managers,Promotions Director,x +11-2011,Advertising and Promotions Managers,Promotions Manager, +11-2011,Advertising and Promotions Managers,VP Advertising, +11-2011,Advertising and Promotions Managers,VP Promotions, +11-2021,Marketing Managers,Internet Marketing Manager,x +11-2021,Marketing Managers,Marketing Administrator,x +11-2021,Marketing Managers,Marketing Director,x +11-2021,Marketing Managers,VP Marketing, +11-2022,Sales Managers,District Sales Manager,x +11-2022,Sales Managers,E-Commerce Director, +11-2022,Sales Managers,Export Manager,x +11-2022,Sales Managers,Regional Sales Manager,x +11-2022,Sales Managers,Sales Account Manager, +11-2022,Sales Managers,Sales Director,x +11-2022,Sales Managers,Territory Sales Manager, +11-2032,Public Relations Managers,Communication Manager, +11-2032,Public Relations Managers,Public Affairs Director,x +11-2032,Public Relations Managers,Public Information Director, +11-2032,Public Relations Managers,Public Information Relations Manager, +11-2032,Public Relations Managers,Public Relations Director, +11-2032,Public Relations Managers,Public Relations Manager, +11-2032,Public Relations Managers,Publicity Director,x +11-2033,Fundraising Managers,Donor Relations Manager,x +11-2033,Fundraising Managers,Foundation Director,x +11-2033,Fundraising Managers,Funding Coordinator,x +11-2033,Fundraising Managers,Fundraising Director,x +11-3012,Administrative Services Managers,Business Office Manager, +11-3012,Administrative Services Managers,Business Unit Manager, +11-3012,Administrative Services Managers,Records and Information Manager,x +11-3012,Administrative Services Managers,Records Management Director,x +11-3012,Administrative Services Managers,University Registrar,x +11-3013,Facilities Managers,Conference Center Manager,x +11-3013,Facilities Managers,Director of University Housing,x +11-3013,Facilities Managers,Stadium Manager,x +11-3021,Computer and Information Systems Managers,Application Development Director, +11-3021,Computer and Information Systems Managers,Chief Technology Officer,x +11-3021,Computer and Information Systems Managers,Computer Operations Manager, +11-3021,Computer and Information Systems Managers,Computer Security Manager, +11-3021,Computer and Information Systems Managers,Data Operations Director, +11-3021,Computer and Information Systems Managers,Data Processing Manager, +11-3021,Computer and Information Systems Managers,Information Systems Director, +11-3021,Computer and Information Systems Managers,Information Systems Manager, +11-3021,Computer and Information Systems Managers,Information Technology Director, +11-3021,Computer and Information Systems Managers,Information Technology Systems Director,x +11-3021,Computer and Information Systems Managers,Internet Technology Manager, +11-3021,Computer and Information Systems Managers,Management Information Systems Director,x +11-3021,Computer and Information Systems Managers,MIS Director, +11-3031,Financial Managers,Bank Branch Manager,x +11-3031,Financial Managers,Banking Center Manager, +11-3031,Financial Managers,Banking Manager, +11-3031,Financial Managers,City Comptroller, +11-3031,Financial Managers,City Treasurer, +11-3031,Financial Managers,Comptroller,x +11-3031,Financial Managers,Credit Manager, +11-3031,Financial Managers,Financial Director,x +11-3031,Financial Managers,Financial Officer, +11-3031,Financial Managers,Fiscal Manager, +11-3031,Financial Managers,International Bank Manager, +11-3031,Financial Managers,Residential Mortgage Manager, +11-3051,Industrial Production Managers,Industrial Production Manager, +11-3051,Industrial Production Managers,Manufacturing Director,x +11-3051,Industrial Production Managers,Plant Chief, +11-3051,Industrial Production Managers,Plant Manager,x +11-3051,Industrial Production Managers,Plant Superintendent, +11-3051,Industrial Production Managers,Production Control Manager,x +11-3061,Purchasing Managers,Contract Administrator, +11-3061,Purchasing Managers,Contracting Manager,x +11-3061,Purchasing Managers,Director of Strategic Sourcing, +11-3061,Purchasing Managers,Procurement Manager,x +11-3061,Purchasing Managers,Purchasing Director,x +11-3061,Purchasing Managers,Sourcing Manager, +11-3071,"Transportation, Storage, and Distribution Managers",Airport Manager, +11-3071,"Transportation, Storage, and Distribution Managers",Cold Storage Supervisor, +11-3071,"Transportation, Storage, and Distribution Managers",Distribution Center Manager,x +11-3071,"Transportation, Storage, and Distribution Managers",Logistics Manager, +11-3071,"Transportation, Storage, and Distribution Managers",Logistics Supply Officer, +11-3071,"Transportation, Storage, and Distribution Managers",Marine Oil Terminal Superintendent, +11-3071,"Transportation, Storage, and Distribution Managers",Traffic Safety Administrator,x +11-3071,"Transportation, Storage, and Distribution Managers",Transportation Manager, +11-3071,"Transportation, Storage, and Distribution Managers",Warehouse Manager,x +11-3071,"Transportation, Storage, and Distribution Managers",Warehouse Operations Manager, +11-3111,Compensation and Benefits Managers,Compensation Director,x +11-3111,Compensation and Benefits Managers,Employee Benefits Coordinator, +11-3111,Compensation and Benefits Managers,Employee Benefits Director,x +11-3111,Compensation and Benefits Managers,Employee Benefits Manager, +11-3111,Compensation and Benefits Managers,Wage and Salary Administrator,x +11-3121,Human Resources Managers,Employee Relations Manager, +11-3121,Human Resources Managers,Job Analysis Manager,x +11-3121,Human Resources Managers,Labor Relations Director,x +11-3121,Human Resources Managers,Personnel Administrator, +11-3121,Human Resources Managers,Personnel Director, +11-3121,Human Resources Managers,Personnel Manager,x +11-3121,Human Resources Managers,Position Description Manager,x +11-3131,Training and Development Managers,E-Learning Manager,x +11-3131,Training and Development Managers,Employee Development Director,x +11-3131,Training and Development Managers,Employee Development Manager, +11-3131,Training and Development Managers,Labor Training Manager,x +11-9013,"Farmers, Ranchers, and Other Agricultural Managers",Agricultural Crop Farm Manager, +11-9013,"Farmers, Ranchers, and Other Agricultural Managers",Animal Husbandry Manager,x +11-9013,"Farmers, Ranchers, and Other Agricultural Managers",Aquaculture Farm Manager, +11-9013,"Farmers, Ranchers, and Other Agricultural Managers",Beef Farm Operator, +11-9013,"Farmers, Ranchers, and Other Agricultural Managers",Christmas Tree Farm Manager, +11-9013,"Farmers, Ranchers, and Other Agricultural Managers",Dairy Farm Manager,x +11-9013,"Farmers, Ranchers, and Other Agricultural Managers",Fish Hatchery Manager,x +11-9013,"Farmers, Ranchers, and Other Agricultural Managers",Greenhouse Manager, +11-9013,"Farmers, Ranchers, and Other Agricultural Managers",Hatchery Manager, +11-9013,"Farmers, Ranchers, and Other Agricultural Managers",Orchard Manager,x +11-9021,Construction Managers,Construction Coordinator,x +11-9021,Construction Managers,Construction Superintendent,x +11-9021,Construction Managers,General Contractor,x +11-9021,Construction Managers,Masonry Contractor Administrator, +11-9031,"Education and Childcare Administrators, Preschool and Day Care",Childcare Center Administrator,x +11-9031,"Education and Childcare Administrators, Preschool and Day Care",Childcare Center Director, +11-9031,"Education and Childcare Administrators, Preschool and Day Care",Early Head Start Director, +11-9031,"Education and Childcare Administrators, Preschool and Day Care",Head Start Director,x +11-9031,"Education and Childcare Administrators, Preschool and Day Care",Prekindergarten Program Coordinator, +11-9031,"Education and Childcare Administrators, Preschool and Day Care",Preschool Director,x +11-9032,"Education Administrators, Kindergarten through Secondary",Elementary School Principal,x +11-9032,"Education Administrators, Kindergarten through Secondary",High School Principal,x +11-9032,"Education Administrators, Kindergarten through Secondary",Junior High School Principal, +11-9032,"Education Administrators, Kindergarten through Secondary",K-12 School Principal, +11-9032,"Education Administrators, Kindergarten through Secondary",K-8 School Principal, +11-9032,"Education Administrators, Kindergarten through Secondary",Middle School Principal,x +11-9032,"Education Administrators, Kindergarten through Secondary",Secondary School Principal, +11-9033,"Education Administrators, Postsecondary",Continuing Education Director, +11-9033,"Education Administrators, Postsecondary",Director of Student Services,x +11-9033,"Education Administrators, Postsecondary",Graduate School Dean, +11-9033,"Education Administrators, Postsecondary",Graduate Studies Dean, +11-9033,"Education Administrators, Postsecondary",Provost,x +11-9033,"Education Administrators, Postsecondary",University Dean,x +11-9033,"Education Administrators, Postsecondary",University Department Chair,x +11-9041,Architectural and Engineering Managers,Electrical Engineering Director, +11-9041,Architectural and Engineering Managers,Engineering Design Manager,x +11-9041,Architectural and Engineering Managers,Engineering Manager, +11-9041,Architectural and Engineering Managers,Engineering Research Manager, +11-9041,Architectural and Engineering Managers,Global Engineering Manager,x +11-9041,Architectural and Engineering Managers,Mechanical Engineering Director,x +11-9041,Architectural and Engineering Managers,Process Engineering Manager, +11-9051,Food Service Managers,Banquet Director,x +11-9051,Food Service Managers,Banquet Manager, +11-9051,Food Service Managers,Cafeteria Director, +11-9051,Food Service Managers,Food and Beverage Manager, +11-9051,Food Service Managers,Food Service Director,x +11-9051,Food Service Managers,Restaurant General Manager, +11-9051,Food Service Managers,Tavern Operator,x +11-9071,Gambling Managers,Bingo Manager, +11-9071,Gambling Managers,Casino Manager,x +11-9071,Gambling Managers,Gambling Department Head, +11-9071,Gambling Managers,Gambling Director, +11-9071,Gambling Managers,Gambling Manager, +11-9071,Gambling Managers,Slot Operations Director,x +11-9071,Gambling Managers,Slots Manager, +11-9071,Gambling Managers,Table Games Manager,x +11-9072,"Entertainment and Recreation Managers, Except Gambling",Amusement Park Manager,x +11-9072,"Entertainment and Recreation Managers, Except Gambling",Boat Club Manager, +11-9072,"Entertainment and Recreation Managers, Except Gambling",Fitness Club Manager,x +11-9072,"Entertainment and Recreation Managers, Except Gambling",Golf Club Manager, +11-9072,"Entertainment and Recreation Managers, Except Gambling",Marina Club Manager,x +11-9072,"Entertainment and Recreation Managers, Except Gambling",Skating Rink Manager,x +11-9072,"Entertainment and Recreation Managers, Except Gambling",Ski Resort Manager,x +11-9072,"Entertainment and Recreation Managers, Except Gambling",Tennis Club Manager, +11-9072,"Entertainment and Recreation Managers, Except Gambling",Theme Park Manager, +11-9081,Lodging Managers,Bed and Breakfast Innkeeper,x +11-9081,Lodging Managers,Boardinghouse Keeper, +11-9081,Lodging Managers,Hotel Director, +11-9081,Lodging Managers,Hotel Manager,x +11-9081,Lodging Managers,Hotel Operations Manager, +11-9081,Lodging Managers,Innkeeper,x +11-9081,Lodging Managers,Lodging Facilities Manager, +11-9111,Medical and Health Services Managers,Chief Medical Information Officer,x +11-9111,Medical and Health Services Managers,Clinic Director,x +11-9111,Medical and Health Services Managers,Clinical Informatics Director,x +11-9111,Medical and Health Services Managers,Clinical Services Director, +11-9111,Medical and Health Services Managers,Emergency Medical Service Coordinator, +11-9111,Medical and Health Services Managers,Health Care Manager, +11-9111,Medical and Health Services Managers,Health Information Services Manager,x +11-9111,Medical and Health Services Managers,Health Services Administrator, +11-9111,Medical and Health Services Managers,Health Services Director, +11-9111,Medical and Health Services Managers,Healthcare Administrator, +11-9111,Medical and Health Services Managers,Healthcare Manager, +11-9111,Medical and Health Services Managers,Hospice Director, +11-9111,Medical and Health Services Managers,Hospice Plan Administrator, +11-9111,Medical and Health Services Managers,Hospital Administrator,x +11-9111,Medical and Health Services Managers,Hospital Director, +11-9111,Medical and Health Services Managers,Medical and Health Information Manager, +11-9111,Medical and Health Services Managers,Medical Director, +11-9111,Medical and Health Services Managers,Medical Records Administrator,x +11-9111,Medical and Health Services Managers,Mental Health Program Manager,x +11-9111,Medical and Health Services Managers,Nursing Home Manager, +11-9111,Medical and Health Services Managers,Nursing Service Director, +11-9111,Medical and Health Services Managers,Occupational Therapy Director, +11-9111,Medical and Health Services Managers,Public Health Administrator, +11-9111,Medical and Health Services Managers,Respiratory Therapy Director, +11-9111,Medical and Health Services Managers,Speech and Hearing Therapy Director, +11-9111,Medical and Health Services Managers,Wellness Director, +11-9111,Medical and Health Services Managers,Wellness Manager, +11-9121,Natural Sciences Managers,Agricultural Research Director,x +11-9121,Natural Sciences Managers,Geochemical Manager, +11-9121,Natural Sciences Managers,Geophysical Manager,x +11-9121,Natural Sciences Managers,Ocean Program Administrator,x +11-9131,Postmasters and Mail Superintendents,Postal Supervisor,x +11-9131,Postmasters and Mail Superintendents,Postmaster,x +11-9141,"Property, Real Estate, and Community Association Managers",Apartment Manager,x +11-9141,"Property, Real Estate, and Community Association Managers",Building Rental Manager,x +11-9141,"Property, Real Estate, and Community Association Managers",Community Association Manager, +11-9141,"Property, Real Estate, and Community Association Managers",Condominium Association Manager, +11-9141,"Property, Real Estate, and Community Association Managers",Homeowner Association Manager, +11-9141,"Property, Real Estate, and Community Association Managers",Land Acquisition Manager, +11-9141,"Property, Real Estate, and Community Association Managers",Leasing Property Manager,x +11-9141,"Property, Real Estate, and Community Association Managers",Property Manager, +11-9141,"Property, Real Estate, and Community Association Managers",Real Estate Manager, +11-9151,Social and Community Service Managers,Child Welfare Director,x +11-9151,Social and Community Service Managers,Community Service Director, +11-9151,Social and Community Service Managers,Community Service Organization Director, +11-9151,Social and Community Service Managers,Family Service Center Director,x +11-9151,Social and Community Service Managers,Neighborhood Service Center Director, +11-9151,Social and Community Service Managers,Social Service Director, +11-9151,Social and Community Service Managers,Social Services Director, +11-9151,Social and Community Service Managers,Youth Program Director,x +11-9161,Emergency Management Directors,Director of Civil Defense, +11-9161,Emergency Management Directors,Disaster Response Director,x +11-9161,Emergency Management Directors,Emergency Management System Director, +11-9161,Emergency Management Directors,Emergency Planner, +11-9161,Emergency Management Directors,Emergency Planning and Response Manager, +11-9161,Emergency Management Directors,Emergency Preparedness Coordinator,x +11-9161,Emergency Management Directors,Emergency Services Director, +11-9161,Emergency Management Directors,Emergency Services Program Coordinator, +11-9161,Emergency Management Directors,EMS Director, +11-9161,Emergency Management Directors,Public Safety Director,x +11-9171,Funeral Home Managers,Funeral Home Director,x +11-9171,Funeral Home Managers,Funeral Home Manager, +11-9171,Funeral Home Managers,Funeral Service Manager, +11-9179,"Personal Service Managers, All Other",Day Spa Director,x +11-9179,"Personal Service Managers, All Other",Nail Salon Manager,x +11-9179,"Personal Service Managers, All Other",Travel Agency Manager,x +11-9199,"Managers, All Other",Clerk of Court,x +11-9199,"Managers, All Other",Environmental Control Administrator, +11-9199,"Managers, All Other",Highway Patrol Commander, +11-9199,"Managers, All Other",Safety Coordinator, +11-9199,"Managers, All Other",Social Science Manager,x +11-9199,"Managers, All Other",Utilities Manager,x +13-1011,"Agents and Business Managers of Artists, Performers, and Athletes",Artist Manager, +13-1011,"Agents and Business Managers of Artists, Performers, and Athletes",Artist Representative, +13-1011,"Agents and Business Managers of Artists, Performers, and Athletes",Author's Agent, +13-1011,"Agents and Business Managers of Artists, Performers, and Athletes",Band Manager,x +13-1011,"Agents and Business Managers of Artists, Performers, and Athletes",Booking Agent, +13-1011,"Agents and Business Managers of Artists, Performers, and Athletes",Booking Manager, +13-1011,"Agents and Business Managers of Artists, Performers, and Athletes",Fight Manager, +13-1011,"Agents and Business Managers of Artists, Performers, and Athletes",Literary Agent,x +13-1011,"Agents and Business Managers of Artists, Performers, and Athletes",Modeling Agent, +13-1011,"Agents and Business Managers of Artists, Performers, and Athletes",Talent Agent, +13-1011,"Agents and Business Managers of Artists, Performers, and Athletes",Talent Manager, +13-1011,"Agents and Business Managers of Artists, Performers, and Athletes",Theatrical Agent,x +13-1021,"Buyers and Purchasing Agents, Farm Products",Cattle Buyer, +13-1021,"Buyers and Purchasing Agents, Farm Products",Cotton Broker,x +13-1021,"Buyers and Purchasing Agents, Farm Products",Cotton Buyer, +13-1021,"Buyers and Purchasing Agents, Farm Products",Fruit Buyer,x +13-1021,"Buyers and Purchasing Agents, Farm Products",Grain Buyer, +13-1021,"Buyers and Purchasing Agents, Farm Products",Hog Buyer, +13-1021,"Buyers and Purchasing Agents, Farm Products",Livestock Buyer,x +13-1021,"Buyers and Purchasing Agents, Farm Products",Oyster Buyer, +13-1021,"Buyers and Purchasing Agents, Farm Products","Purchasing Agent, Cotton, Grain, Livestock, Other Farm Products", +13-1021,"Buyers and Purchasing Agents, Farm Products",Tobacco Buyer, +13-1022,"Wholesale and Retail Buyers, Except Farm Products",Gold Buyer,x +13-1022,"Wholesale and Retail Buyers, Except Farm Products",Merchandise Buyer,x +13-1022,"Wholesale and Retail Buyers, Except Farm Products",Retail Buyer, +13-1022,"Wholesale and Retail Buyers, Except Farm Products",Tie Buyer, +13-1022,"Wholesale and Retail Buyers, Except Farm Products",Wholesale Buyer, +13-1023,"Purchasing Agents, Except Wholesale, Retail, and Farm Products","Equipment, Supplies, and Tools Purchasing Agent",x +13-1023,"Purchasing Agents, Except Wholesale, Retail, and Farm Products",Radio Time Buyer,x +13-1031,"Claims Adjusters, Examiners, and Investigators",Claims Analyst, +13-1031,"Claims Adjusters, Examiners, and Investigators",Fire Claims Adjuster,x +13-1031,"Claims Adjusters, Examiners, and Investigators",Health Claims Examiner, +13-1031,"Claims Adjusters, Examiners, and Investigators",Health Insurance Adjuster,x +13-1031,"Claims Adjusters, Examiners, and Investigators",Independent Insurance Adjuster, +13-1031,"Claims Adjusters, Examiners, and Investigators",Medical Claims Analyst, +13-1031,"Claims Adjusters, Examiners, and Investigators",Medical Claims Examiner, +13-1031,"Claims Adjusters, Examiners, and Investigators",Property and Casualty Insurance Claims Examiner,x +13-1031,"Claims Adjusters, Examiners, and Investigators",Property Damage Claims Adjustor, +13-1031,"Claims Adjusters, Examiners, and Investigators",Reinsurance Claims Analyst, +13-1031,"Claims Adjusters, Examiners, and Investigators",Workers Compensation Claims Adjuster, +13-1031,"Claims Adjusters, Examiners, and Investigators",Workers Compensation Claims Examiner, +13-1032,"Insurance Appraisers, Auto Damage",Auto Damage Appraiser, +13-1032,"Insurance Appraisers, Auto Damage",Auto Damage Insurance Appraiser, +13-1032,"Insurance Appraisers, Auto Damage",Automobile Damage Appraiser,x +13-1032,"Insurance Appraisers, Auto Damage",Vehicle Damage Appraiser,x +13-1041,Compliance Officers,Air Pollution Compliance Inspector, +13-1041,Compliance Officers,Compliance Investigator, +13-1041,Compliance Officers,Driver's License Examiner,x +13-1041,Compliance Officers,EEO Officer, +13-1041,Compliance Officers,Environmental Compliance Inspector,x +13-1041,Compliance Officers,Equal Employment Opportunity Investigator, +13-1041,Compliance Officers,Equal Employment Opportunity Officer,x +13-1041,Compliance Officers,Equal Employment Opportunity Representative, +13-1041,Compliance Officers,Immigration Investigator, +13-1041,Compliance Officers,Inspector of Weights and Measures, +13-1041,Compliance Officers,License Inspector, +13-1041,Compliance Officers,Mortician Investigator, +13-1041,Compliance Officers,Wage and Hour Investigator, +13-1051,Cost Estimators,Construction Estimator, +13-1051,Cost Estimators,Construction Job Cost Estimator,x +13-1051,Cost Estimators,Crating and Moving Estimator,x +13-1051,Cost Estimators,Electrical Estimator, +13-1051,Cost Estimators,Job Estimator, +13-1051,Cost Estimators,Production Cost Estimator,x +13-1071,Human Resources Specialists,Corporate Recruiter, +13-1071,Human Resources Specialists,Credentialing Coordinator, +13-1071,Human Resources Specialists,Employee Placement Specialist, +13-1071,Human Resources Specialists,Human Resources Generalist,x +13-1071,Human Resources Specialists,Job Placement Officer, +13-1071,Human Resources Specialists,Job Placement Specialist, +13-1071,Human Resources Specialists,Job Recruiter, +13-1071,Human Resources Specialists,Personnel Coordinator, +13-1071,Human Resources Specialists,Personnel Officer, +13-1071,Human Resources Specialists,Personnel Recruiter,x +13-1071,Human Resources Specialists,Personnel Specialist, +13-1071,Human Resources Specialists,Staffing Coordinator,x +13-1071,Human Resources Specialists,Student Recruiter,x +13-1071,Human Resources Specialists,Volunteer Coordinator,x +13-1074,Farm Labor Contractors,Farm Labor Contractor, +13-1074,Farm Labor Contractors,Harvesting Contractor,x +13-1075,Labor Relations Specialists,Employee Relations Specialist,x +13-1075,Labor Relations Specialists,Industrial Relations Analyst, +13-1075,Labor Relations Specialists,Industrial Relations Specialist, +13-1075,Labor Relations Specialists,Labor Relations Consultant,x +13-1075,Labor Relations Specialists,Labor Relations Representative, +13-1075,Labor Relations Specialists,Union Representative,x +13-1081,Logisticians,Logistician, +13-1081,Logisticians,Logistics Analyst,x +13-1081,Logisticians,Logistics Coordinator, +13-1081,Logisticians,Logistics Planner,x +13-1081,Logisticians,Logistics Specialist,x +13-1082,Project Management Specialists,Design Project Management Specialists,x +13-1082,Project Management Specialists,Movie Project Management Specialists,x +13-1111,Management Analysts,Business Analyst, +13-1111,Management Analysts,Business Consultant, +13-1111,Management Analysts,Business Management Analyst,x +13-1111,Management Analysts,Business Process Consultant,x +13-1111,Management Analysts,Clerical Methods Analyst, +13-1111,Management Analysts,Commercial Specialist, +13-1111,Management Analysts,Industrial Analyst,x +13-1111,Management Analysts,Management Consultant, +13-1111,Management Analysts,Records Management Analyst, +13-1111,Management Analysts,University Institutional Researcher,x +13-1121,"Meeting, Convention, and Event Planners",Certified Meeting Professional, +13-1121,"Meeting, Convention, and Event Planners",Conference Organizer, +13-1121,"Meeting, Convention, and Event Planners",Conference Planner,x +13-1121,"Meeting, Convention, and Event Planners",Conference Planning Manager, +13-1121,"Meeting, Convention, and Event Planners",Conference Services Director, +13-1121,"Meeting, Convention, and Event Planners",Conference Services Manager, +13-1121,"Meeting, Convention, and Event Planners",Convention Planner, +13-1121,"Meeting, Convention, and Event Planners",Convention Services Manager, +13-1121,"Meeting, Convention, and Event Planners",Corporate Meeting Planner,x +13-1121,"Meeting, Convention, and Event Planners",Event Planner, +13-1121,"Meeting, Convention, and Event Planners",Events Manager, +13-1121,"Meeting, Convention, and Event Planners",Wedding Planner,x +13-1131,Fundraisers,Campaign Fundraiser,x +13-1131,Fundraisers,Donor Relations Officer,x +13-1131,Fundraisers,Fundraising Officer,x +13-1141,"Compensation, Benefits, and Job Analysis Specialists",Benefits Analyst, +13-1141,"Compensation, Benefits, and Job Analysis Specialists",Compensation Analyst, +13-1141,"Compensation, Benefits, and Job Analysis Specialists",Compensation Specialist, +13-1141,"Compensation, Benefits, and Job Analysis Specialists",Employee Benefits Specialist,x +13-1141,"Compensation, Benefits, and Job Analysis Specialists",Job Analyst,x +13-1141,"Compensation, Benefits, and Job Analysis Specialists",Job Specification Writer, +13-1141,"Compensation, Benefits, and Job Analysis Specialists",Occupational Analyst, +13-1141,"Compensation, Benefits, and Job Analysis Specialists",Pension Administrator, +13-1141,"Compensation, Benefits, and Job Analysis Specialists",Position Classification Specialist, +13-1141,"Compensation, Benefits, and Job Analysis Specialists",Retirement Plan Specialist,x +13-1151,Training and Development Specialists,Computer Software Training Specialist,x +13-1151,Training and Development Specialists,Computer Training Specialist,x +13-1151,Training and Development Specialists,Corporate Trainer,x +13-1151,Training and Development Specialists,Employee Development Specialist, +13-1151,Training and Development Specialists,Insurance Employee Trainer,x +13-1151,Training and Development Specialists,Job Training Specialist, +13-1151,Training and Development Specialists,Training Coordinator, +13-1151,Training and Development Specialists,Training Specialist, +13-1161,Market Research Analysts and Marketing Specialists,Advertising Analyst,x +13-1161,Market Research Analysts and Marketing Specialists,Market Research Analyst, +13-1161,Market Research Analysts and Marketing Specialists,Market Research Specialist,x +13-1161,Market Research Analysts and Marketing Specialists,Marketing Analyst, +13-1161,Market Research Analysts and Marketing Specialists,Marketing Consultant,x +13-1161,Market Research Analysts and Marketing Specialists,Marketing Forecaster,x +13-1161,Market Research Analysts and Marketing Specialists,Marketing Specialist, +13-1161,Market Research Analysts and Marketing Specialists,Search Marketing Strategist,x +13-1199,"Business Operations Specialists, All Other",Mystery Shopper,x +13-1199,"Business Operations Specialists, All Other",Ship Purser,x +13-2011,Accountants and Auditors,Account Auditor, +13-2011,Accountants and Auditors,Accountant, +13-2011,Accountants and Auditors,Auditor, +13-2011,Accountants and Auditors,Auditor-In-Charge, +13-2011,Accountants and Auditors,Certified Public Accountant,x +13-2011,Accountants and Auditors,Cost Accountant, +13-2011,Accountants and Auditors,CPA, +13-2011,Accountants and Auditors,Field Auditor,x +13-2011,Accountants and Auditors,Financial Accountant, +13-2011,Accountants and Auditors,Financial Auditor, +13-2011,Accountants and Auditors,Fund Accountant, +13-2011,Accountants and Auditors,Internal Auditor,x +13-2011,Accountants and Auditors,Payroll Auditor, +13-2011,Accountants and Auditors,Tax Accountant, +13-2022,Appraisers of Personal and Business Property,Estate Appraiser,x +13-2022,Appraisers of Personal and Business Property,Machinery Appraiser,x +13-2022,Appraisers of Personal and Business Property,Personal Property Assessor,x +13-2023,Appraisers and Assessors of Real Estate,Real Estate Appraiser,x +13-2023,Appraisers and Assessors of Real Estate,Real Estate Assessor,x +13-2023,Appraisers and Assessors of Real Estate,Real Property Evaluator, +13-2023,Appraisers and Assessors of Real Estate,Residential Fee Appraiser, +13-2031,Budget Analysts,Budget Analyst, +13-2031,Budget Analysts,Budget Coordinator, +13-2031,Budget Analysts,Budget Examiner,x +13-2031,Budget Analysts,Budget Officer,x +13-2031,Budget Analysts,Cost Analyst,x +13-2041,Credit Analysts,Chief Credit Analyst, +13-2041,Credit Analysts,Credit Analyst, +13-2041,Credit Analysts,Credit Assessment Analyst,x +13-2041,Credit Analysts,Credit Risk Analyst,x +13-2041,Credit Analysts,Factorer, +13-2051,Financial and Investment Analysts,Corporate Financial Analyst,x +13-2051,Financial and Investment Analysts,Corporate Securities Research Analyst,x +13-2051,Financial and Investment Analysts,Corporate Statistical Financial Analyst, +13-2051,Financial and Investment Analysts,Institutional Commodity Analyst,x +13-2051,Financial and Investment Analysts,Organizational Investment Analyst,x +13-2052,Personal Financial Advisors,Certified Financial Planner, +13-2052,Personal Financial Advisors,Estate Planner,x +13-2052,Personal Financial Advisors,Estate Planning Counselor, +13-2052,Personal Financial Advisors,Financial Counselor, +13-2052,Personal Financial Advisors,Individual Pension Adviser,x +13-2052,Personal Financial Advisors,Individual Pension Consultant, +13-2052,Personal Financial Advisors,Personal Financial Planner, +13-2052,Personal Financial Advisors,Personal Investment Adviser,x +13-2053,Insurance Underwriters,Automobile and Property Underwriter,x +13-2053,Insurance Underwriters,Bond Underwriter,x +13-2053,Insurance Underwriters,Insurance Analyst,x +13-2053,Insurance Underwriters,Insurance Underwriter, +13-2053,Insurance Underwriters,Insurance Writer, +13-2053,Insurance Underwriters,Underwriting Account Representative, +13-2053,Insurance Underwriters,Underwriting Service Representative, +13-2054,Financial Risk Specialists,Financial Risk Analyst,x +13-2061,Financial Examiners,Bank Compliance Officer, +13-2061,Financial Examiners,Bank Examiner,x +13-2061,Financial Examiners,Financial Compliance Examiner,x +13-2061,Financial Examiners,Home Mortgage Disclosure Act Specialist,x +13-2061,Financial Examiners,Payroll Examiner, +13-2061,Financial Examiners,Pension Examiner, +13-2071,Credit Counselors,Credit Counselor, +13-2071,Credit Counselors,Debt Management Counselor,x +13-2071,Credit Counselors,Student Financial Aid Counselor,x +13-2071,Credit Counselors,Student Loan Counselor,x +13-2072,Loan Officers,Branch Lending Officer, +13-2072,Loan Officers,Commercial Lender,x +13-2072,Loan Officers,Loan Analyst, +13-2072,Loan Officers,Loan Officer, +13-2072,Loan Officers,Loan Reviewer,x +13-2072,Loan Officers,Payday Loan Officer,x +13-2072,Loan Officers,Real Estate Loan Officer,x +13-2081,"Tax Examiners and Collectors, and Revenue Agents",City Collector, +13-2081,"Tax Examiners and Collectors, and Revenue Agents",Customs Appraiser, +13-2081,"Tax Examiners and Collectors, and Revenue Agents",Income Tax Adjuster, +13-2081,"Tax Examiners and Collectors, and Revenue Agents",Internal Revenue Agent, +13-2081,"Tax Examiners and Collectors, and Revenue Agents",Internal Revenue Service Agent,x +13-2081,"Tax Examiners and Collectors, and Revenue Agents",Revenue Collector,x +13-2081,"Tax Examiners and Collectors, and Revenue Agents",Revenue Enforcement Agent, +13-2081,"Tax Examiners and Collectors, and Revenue Agents",Tax Compliance Officer, +13-2081,"Tax Examiners and Collectors, and Revenue Agents",Tax Compliance Representative, +13-2081,"Tax Examiners and Collectors, and Revenue Agents",Tax Examiner, +13-2081,"Tax Examiners and Collectors, and Revenue Agents",Tax Investigator,x +13-2081,"Tax Examiners and Collectors, and Revenue Agents",Tax Revenue Officer, +13-2082,Tax Preparers,Corporate Tax Preparer, +13-2082,Tax Preparers,Income Tax Advisor,x +13-2082,Tax Preparers,Income Tax Preparer,x +13-2082,Tax Preparers,Licensed Tax Consultant,x +13-2082,Tax Preparers,Tax Consultant, +13-2082,Tax Preparers,Tax Specialist, +13-2099,"Financial Specialists, All Other",Bail Bondsman,x +13-2099,"Financial Specialists, All Other",Bondsman, +13-2099,"Financial Specialists, All Other",Executor of Estate,x +15-1211,Computer Systems Analysts,Applications Analyst,x +15-1211,Computer Systems Analysts,Computer Systems Consultant, +15-1211,Computer Systems Analysts,Data Processing Systems Analyst,x +15-1211,Computer Systems Analysts,Information Systems Analyst,x +15-1211,Computer Systems Analysts,Information Systems Planner, +15-1211,Computer Systems Analysts,Programmer Analyst, +15-1211,Computer Systems Analysts,Systems Architect,x +15-1212,Information Security Analysts,Computer Security Specialist,x +15-1212,Information Security Analysts,Computer Systems Security Analyst, +15-1212,Information Security Analysts,Information Security Analyst, +15-1212,Information Security Analysts,Information Systems Security Analyst, +15-1212,Information Security Analysts,IT Risk Specialist,x +15-1212,Information Security Analysts,Network Security Analyst,x +15-1221,Computer and Information Research Scientists,Computational Theory Scientist,x +15-1221,Computer and Information Research Scientists,Computer Scientist, +15-1221,Computer and Information Research Scientists,Control System Computer Scientist,x +15-1221,Computer and Information Research Scientists,Programming Methodology and Languages Researcher,x +15-1231,Computer Network Support Specialists,Network Diagnostic Support Specialist,x +15-1231,Computer Network Support Specialists,Network Support Technician,x +15-1231,Computer Network Support Specialists,Network Technician,x +15-1232,Computer User Support Specialists,Computer Customer Support Specialist, +15-1232,Computer User Support Specialists,Computer Help Desk Representative, +15-1232,Computer User Support Specialists,Computer Help Desk Specialist, +15-1232,Computer User Support Specialists,End-User Support Specialist,x +15-1232,Computer User Support Specialists,Help Desk Analyst, +15-1232,Computer User Support Specialists,Help Desk Technician,x +15-1232,Computer User Support Specialists,IT Support Specialist,x +15-1232,Computer User Support Specialists,PC Support Specialist, +15-1241,Computer Network Architects,Computer Network Engineer,x +15-1241,Computer Network Architects,Network Designer,x +15-1241,Computer Network Architects,Network Developer,x +15-1241,Computer Network Architects,Network Engineer, +15-1242,Database Administrators,Automatic Data Processing Planner, +15-1242,Database Administrators,Database Administration Manager, +15-1242,Database Administrators,Database Coordinator, +15-1242,Database Administrators,Database Programmer,x +15-1242,Database Administrators,Database Security Administrator,x +15-1243,Database Architects,Data Architect,x +15-1243,Database Architects,Data Integration Specialist,x +15-1243,Database Architects,Data Warehousing Specialist,x +15-1243,Database Architects,Database Developer,x +15-1244,Network and Computer Systems Administrators,LAN Administrator, +15-1244,Network and Computer Systems Administrators,LAN Systems Administrator, +15-1244,Network and Computer Systems Administrators,Local Area Network Administrator, +15-1244,Network and Computer Systems Administrators,Network Analyst,x +15-1244,Network and Computer Systems Administrators,Network Coordinator,x +15-1244,Network and Computer Systems Administrators,Network Support Coordinator, +15-1244,Network and Computer Systems Administrators,Network Support Manager, +15-1244,Network and Computer Systems Administrators,Network Systems Administrator, +15-1244,Network and Computer Systems Administrators,Network Systems Coordinator, +15-1244,Network and Computer Systems Administrators,WAN Systems Administrator, +15-1244,Network and Computer Systems Administrators,Wide Area Network Administrator,x +15-1251,Computer Programmers,Applications Programmer,x +15-1251,Computer Programmers,Computer Language Coder,x +15-1251,Computer Programmers,Computer Programmer, +15-1251,Computer Programmers,IT Programmer,x +15-1251,Computer Programmers,Junior Software Developer, +15-1251,Computer Programmers,Mainframe Programmer, +15-1251,Computer Programmers,Systems Programmer,x +15-1252,Software Developers,Application Integration Engineer, +15-1252,Software Developers,Applications Developer, +15-1252,Software Developers,Computer Applications Developer, +15-1252,Software Developers,Computer Applications Engineer,x +15-1252,Software Developers,Computer Systems Engineer,x +15-1252,Software Developers,Computer Systems Software Architect, +15-1252,Software Developers,Computer Systems Software Engineer, +15-1252,Software Developers,Embedded Systems Software Developer, +15-1252,Software Developers,Enterprise Systems Engineer, +15-1252,Software Developers,Mobile Applications Developer,x +15-1252,Software Developers,Software Applications Architect,x +15-1252,Software Developers,Software Applications Designer, +15-1252,Software Developers,Software Applications Engineer, +15-1252,Software Developers,Software Engineer,x +15-1252,Software Developers,Software Systems Engineer, +15-1252,Software Developers,Systems Software Designer, +15-1252,Software Developers,Systems Software Developer,x +15-1252,Software Developers,Systems Software Specialist, +15-1253,Software Quality Assurance Analysts and Testers,Applications Tester,x +15-1253,Software Quality Assurance Analysts and Testers,Software Quality Assurance Technician,x +15-1253,Software Quality Assurance Analysts and Testers,Software Quality Control Specialist,x +15-1253,Software Quality Assurance Analysts and Testers,Software Quality Engineer,x +15-1253,Software Quality Assurance Analysts and Testers,Software Test Engineer,x +15-1254,Web Developers,Intranet Developer,x +15-1254,Web Developers,Web Applications Developer,x +15-1254,Web Developers,Web Architect,x +15-1254,Web Developers,Web Content Developer, +15-1254,Web Developers,Web Developer, +15-1255,Web and Digital Interface Designers,Digital Designer,x +15-1255,Web and Digital Interface Designers,Graphic Web Designer,x +15-1255,Web and Digital Interface Designers,Web Content Specialist,x +15-1299,"Computer Occupations, All Other",Computer Console Operator,x +15-1299,"Computer Occupations, All Other",Computer Laboratory Technician,x +15-1299,"Computer Occupations, All Other",Data Center Operator,x +15-2011,Actuaries,Actuarial Associate, +15-2011,Actuaries,Actuarial Mathematician,x +15-2011,Actuaries,Health Actuary,x +15-2011,Actuaries,Insurance Actuary,x +15-2011,Actuaries,Pricing Actuary, +15-2011,Actuaries,Product Development Actuary, +15-2021,Mathematicians,Algebraist,x +15-2021,Mathematicians,Cipher Expert, +15-2021,Mathematicians,Cryptanalyst, +15-2021,Mathematicians,Cryptographer,x +15-2021,Mathematicians,Cryptographic Vulnerability Analyst,x +15-2021,Mathematicians,Geometrician, +15-2031,Operations Research Analysts,Operations Analyst,x +15-2031,Operations Research Analysts,Procedure Analyst,x +15-2031,Operations Research Analysts,Process Analyst,x +15-2041,Statisticians,Analytical Statistician, +15-2041,Statisticians,Applied Statistician, +15-2041,Statisticians,Biometrician, +15-2041,Statisticians,Biostatistician,x +15-2041,Statisticians,Environmental Statistician, +15-2041,Statisticians,Mathematical Statistician, +15-2041,Statisticians,Research Biostatistician, +15-2041,Statisticians,Sampling Expert, +15-2041,Statisticians,Statistical Analyst,x +15-2041,Statisticians,Statistical Reporting Analyst, +15-2041,Statisticians,Survey Statistician, +15-2041,Statisticians,Time Study Statistician,x +15-2051,Data Scientists,Business Intelligence Developer,x +15-2051,Data Scientists,Data Analytics Specialist,x +15-2051,Data Scientists,Data Mining Analyst,x +15-2051,Data Scientists,Data Visualization Developer,x +15-2099,"Mathematical Science Occupations, All Other",Harmonic Analyst,x +15-2099,"Mathematical Science Occupations, All Other",Mathematical Engineering Technician,x +15-2099,"Mathematical Science Occupations, All Other",Mathematics Technician, +17-1011,"Architects, Except Landscape and Naval",Building Architect,x +17-1011,"Architects, Except Landscape and Naval",Building Architectural Designer,x +17-1011,"Architects, Except Landscape and Naval",Structural Architect,x +17-1012,Landscape Architects,Golf Course Architect,x +17-1012,Landscape Architects,Golf Course Designer,x +17-1012,Landscape Architects,Landscape Architect, +17-1012,Landscape Architects,Landscape Designer,x +17-1021,Cartographers and Photogrammetrists,Cadastral Mapper, +17-1021,Cartographers and Photogrammetrists,Digital Cartographer,x +17-1021,Cartographers and Photogrammetrists,"Engineer, Photogrammetric", +17-1021,Cartographers and Photogrammetrists,Map Maker, +17-1021,Cartographers and Photogrammetrists,Mapper,x +17-1021,Cartographers and Photogrammetrists,Orthophotography Technician, +17-1021,Cartographers and Photogrammetrists,Photo Cartographer, +17-1021,Cartographers and Photogrammetrists,Photogrammetrist, +17-1021,Cartographers and Photogrammetrists,Topographer,x +17-1022,Surveyors,City Surveyor, +17-1022,Surveyors,County Surveyor, +17-1022,Surveyors,Geodetic Surveyor,x +17-1022,Surveyors,Geophysical Prospecting Surveyor, +17-1022,Surveyors,Land Surveyor,x +17-1022,Surveyors,Mine Surveyor, +17-1022,Surveyors,Mineral Surveyor,x +17-1022,Surveyors,Registered Land Surveyor, +17-1022,Surveyors,Topographical Surveyor, +17-2011,Aerospace Engineers,Aerodynamics Engineer, +17-2011,Aerospace Engineers,Aeronautical Engineer,x +17-2011,Aerospace Engineers,Aircraft Design Engineer,x +17-2011,Aerospace Engineers,Aircraft Designer, +17-2011,Aerospace Engineers,Aircraft Engineer, +17-2011,Aerospace Engineers,Astronautical Engineer, +17-2011,Aerospace Engineers,Flight Systems Test Engineer, +17-2011,Aerospace Engineers,Flight Test Engineer,x +17-2011,Aerospace Engineers,Wind Tunnel Engineer, +17-2021,Agricultural Engineers,Agricultural Engineer, +17-2021,Agricultural Engineers,Agricultural Production Engineer,x +17-2021,Agricultural Engineers,Agricultural Research Engineer,x +17-2021,Agricultural Engineers,Farm Equipment Engineer,x +17-2021,Agricultural Engineers,Research Agricultural Engineer, +17-2031,Bioengineers and Biomedical Engineers,Biochemical Engineer, +17-2031,Bioengineers and Biomedical Engineers,Biomaterials Engineer,x +17-2031,Bioengineers and Biomedical Engineers,Bio-Mechanical Engineer,x +17-2031,Bioengineers and Biomedical Engineers,Biomedical Engineer, +17-2031,Bioengineers and Biomedical Engineers,Dialysis Engineer,x +17-2031,Bioengineers and Biomedical Engineers,Genetic Engineer, +17-2041,Chemical Engineers,Absorption and Adsorption Engineer, +17-2041,Chemical Engineers,Chemical Process Engineer, +17-2041,Chemical Engineers,Chemical Research Engineer, +17-2041,Chemical Engineers,Fuels Engineer,x +17-2041,Chemical Engineers,Oxidation Engineer, +17-2041,Chemical Engineers,Plastics Engineer,x +17-2041,Chemical Engineers,Polymerization Engineer,x +17-2051,Civil Engineers,Architectural Engineer, +17-2051,Civil Engineers,Bridge Engineer,x +17-2051,Civil Engineers,Construction Engineer,x +17-2051,Civil Engineers,Facilities Engineer, +17-2051,Civil Engineers,Geotechnical Engineer, +17-2051,Civil Engineers,Highway Engineer,x +17-2051,Civil Engineers,Hydrographic Engineer, +17-2051,Civil Engineers,Railroad Design Consultant, +17-2051,Civil Engineers,Research Hydraulic Engineer, +17-2051,Civil Engineers,Structural Engineer, +17-2061,Computer Hardware Engineers,Computer Hardware Designer,x +17-2061,Computer Hardware Engineers,Computer Hardware Developer,x +17-2071,Electrical Engineers,Electrical Design Engineer, +17-2071,Electrical Engineers,Electrical Systems Engineer,x +17-2071,Electrical Engineers,Illuminating Engineer,x +17-2071,Electrical Engineers,Power Distribution Engineer,x +17-2072,"Electronics Engineers, Except Computer",Antenna Engineer, +17-2072,"Electronics Engineers, Except Computer",Circuit Design Engineer,x +17-2072,"Electronics Engineers, Except Computer",Electronic Design Automation Engineer,x +17-2072,"Electronics Engineers, Except Computer",Electronic Engineer, +17-2072,"Electronics Engineers, Except Computer",Electronic Parts Designer, +17-2072,"Electronics Engineers, Except Computer",Telecommunication Engineer,x +17-2081,Environmental Engineers,Air Pollution Control Engineer, +17-2081,Environmental Engineers,Environmental Remediation Engineer,x +17-2081,Environmental Engineers,Hazardous Substances Engineer, +17-2081,Environmental Engineers,Hazardous Waste Management Control Engineer, +17-2081,Environmental Engineers,Pollution Control Engineer,x +17-2081,Environmental Engineers,Soil Engineer,x +17-2081,Environmental Engineers,Waste Management Engineer, +17-2081,Environmental Engineers,Wastewater Treatment Engineer, +17-2081,Environmental Engineers,Water Treatment Plant Engineer,x +17-2111,"Health and Safety Engineers, Except Mining Safety Engineers and Inspectors",Fire Prevention Engineer, +17-2111,"Health and Safety Engineers, Except Mining Safety Engineers and Inspectors",Fire Protection Engineer,x +17-2111,"Health and Safety Engineers, Except Mining Safety Engineers and Inspectors",Industrial Safety Engineer,x +17-2111,"Health and Safety Engineers, Except Mining Safety Engineers and Inspectors",Product Safety Engineer,x +17-2111,"Health and Safety Engineers, Except Mining Safety Engineers and Inspectors",Product Safety Test Engineer, +17-2111,"Health and Safety Engineers, Except Mining Safety Engineers and Inspectors",System Safety Engineer, +17-2112,Industrial Engineers,Efficiency Engineer,x +17-2112,Industrial Engineers,Manufacturing Engineer,x +17-2112,Industrial Engineers,Packaging Engineer,x +17-2112,Industrial Engineers,Production Engineer,x +17-2121,Marine Engineers and Naval Architects,Marine Architect,x +17-2121,Marine Engineers and Naval Architects,Marine Equipment Engineer, +17-2121,Marine Engineers and Naval Architects,Marine Structural Designer,x +17-2121,Marine Engineers and Naval Architects,Naval Engineer,x +17-2121,Marine Engineers and Naval Architects,Ships Equipment Engineer, +17-2131,Materials Engineers,Automotive Sheet Metal Engineer,x +17-2131,Materials Engineers,Ceramic Engineer, +17-2131,Materials Engineers,Forensic Materials Engineer,x +17-2131,Materials Engineers,Glass Science Engineer, +17-2131,Materials Engineers,Metallographer,x +17-2131,Materials Engineers,Metallurgical Engineer, +17-2131,Materials Engineers,Metallurgist, +17-2131,Materials Engineers,Welding Engineer, +17-2141,Mechanical Engineers,Auto Research Engineer, +17-2141,Mechanical Engineers,Combustion Engineer,x +17-2141,Mechanical Engineers,Engine Designer,x +17-2141,Mechanical Engineers,Heating and Cooling Systems Engineer,x +17-2141,Mechanical Engineers,Tool and Die Engineer,x +17-2141,Mechanical Engineers,Tool Engineer, +17-2151,"Mining and Geological Engineers, Including Mining Safety Engineers",Geophysical Engineer,x +17-2151,"Mining and Geological Engineers, Including Mining Safety Engineers",Mineral Engineer,x +17-2151,"Mining and Geological Engineers, Including Mining Safety Engineers",Mining Engineer, +17-2151,"Mining and Geological Engineers, Including Mining Safety Engineers",Seismic Engineer,x +17-2161,Nuclear Engineers,Atomic Process Engineer,x +17-2161,Nuclear Engineers,Nuclear Engineer, +17-2161,Nuclear Engineers,Nuclear Radiation Engineer,x +17-2161,Nuclear Engineers,Nuclear Steam Supply System Engineer, +17-2161,Nuclear Engineers,Radiation Engineer,x +17-2161,Nuclear Engineers,Reactor Engineer,x +17-2161,Nuclear Engineers,Reactor Projects Engineer, +17-2171,Petroleum Engineers,Natural Gas Engineer,x +17-2171,Petroleum Engineers,Oil Drilling Engineer,x +17-2171,Petroleum Engineers,Oil Exploration Engineer,x +17-2171,Petroleum Engineers,Oil Well Engineer, +17-2171,Petroleum Engineers,Petroleum Engineer, +17-2199,"Engineers, All Other",Calibration Engineer,x +17-2199,"Engineers, All Other",Coastal Engineer, +17-2199,"Engineers, All Other",Corrosion Control Engineer, +17-2199,"Engineers, All Other",Mathematical Engineer, +17-2199,"Engineers, All Other",Mechatronics Engineer, +17-2199,"Engineers, All Other",Metrologist,x +17-2199,"Engineers, All Other",Ocean Engineer, +17-2199,"Engineers, All Other",Optical Engineer,x +17-2199,"Engineers, All Other",Ordnance Engineer,x +17-2199,"Engineers, All Other",Photonics Engineer,x +17-2199,"Engineers, All Other",Salvage Engineer,x +17-3011,Architectural and Civil Drafters,Architectural Drafter, +17-3011,Architectural and Civil Drafters,Building Drafter,x +17-3011,Architectural and Civil Drafters,Civil Computer-Aided Design and Drafting Technician,x +17-3011,Architectural and Civil Drafters,Civil Drafter, +17-3011,Architectural and Civil Drafters,Structural Drafter,x +17-3012,Electrical and Electronics Drafters,Circuit Board Drafter, +17-3012,Electrical and Electronics Drafters,Electrical Computer Aided Design and Drafting Technician,x +17-3012,Electrical and Electronics Drafters,Electrical Drafter, +17-3012,Electrical and Electronics Drafters,Electrical Systems Drafter,x +17-3012,Electrical and Electronics Drafters,Electronic Drafter, +17-3012,Electrical and Electronics Drafters,Printed Circuit Board Drafter,x +17-3013,Mechanical Drafters,Aeronautical Drafter,x +17-3013,Mechanical Drafters,Automotive Design Drafter,x +17-3013,Mechanical Drafters,Die Designer, +17-3013,Mechanical Drafters,Gage Designer, +17-3013,Mechanical Drafters,Mechanical Design Drafter, +17-3013,Mechanical Drafters,Tool and Die Designer,x +17-3013,Mechanical Drafters,Tool Designer, +17-3019,"Drafters, All Other",Blueprint Tracer,x +17-3019,"Drafters, All Other",Drafting Layout Worker, +17-3019,"Drafters, All Other",Draughtsman, +17-3019,"Drafters, All Other",Geological Drafter,x +17-3019,"Drafters, All Other",Marine Drafter,x +17-3021,Aerospace Engineering and Operations Technologists and Technicians,Aerospace Engineering and Operations Technologist, +17-3021,Aerospace Engineering and Operations Technologists and Technicians,Altitude Chamber Technician,x +17-3021,Aerospace Engineering and Operations Technologists and Technicians,Flight Data Technician,x +17-3021,Aerospace Engineering and Operations Technologists and Technicians,Wind Tunnel Technician,x +17-3022,Civil Engineering Technologists and Technicians,Civil Engineering Technician, +17-3022,Civil Engineering Technologists and Technicians,Civil Engineering Technologist, +17-3022,Civil Engineering Technologists and Technicians,Concrete Engineering Technician, +17-3022,Civil Engineering Technologists and Technicians,Geotechnical Engineering Technician,x +17-3022,Civil Engineering Technologists and Technicians,Highway Engineering Technician,x +17-3022,Civil Engineering Technologists and Technicians,Structural Engineering Technician,x +17-3022,Civil Engineering Technologists and Technicians,Transportation Engineering Technician, +17-3023,Electrical and Electronic Engineering Technologists and Technicians,Electrical and Electronic Engineering Technologist, +17-3023,Electrical and Electronic Engineering Technologists and Technicians,Electrical Design Technician,x +17-3023,Electrical and Electronic Engineering Technologists and Technicians,Electrical Engineering Technician, +17-3023,Electrical and Electronic Engineering Technologists and Technicians,Electrical Power Station Technician, +17-3023,Electrical and Electronic Engineering Technologists and Technicians,Electronic Instrument Testing Technician, +17-3023,Electrical and Electronic Engineering Technologists and Technicians,Lighting Engineering Technician,x +17-3023,Electrical and Electronic Engineering Technologists and Technicians,Programmable Logic Controller Programmer, +17-3023,Electrical and Electronic Engineering Technologists and Technicians,Semiconductor Development Technician,x +17-3024,Electro-Mechanical and Mechatronics Technologists and Technicians,Electo-Mechanical and Mechatronics Technologist, +17-3024,Electro-Mechanical and Mechatronics Technologists and Technicians,Mechatronics Technician,x +17-3024,Electro-Mechanical and Mechatronics Technologists and Technicians,Remotely Piloted Vehicle Engineering Technician,x +17-3024,Electro-Mechanical and Mechatronics Technologists and Technicians,Robotics Testing Technician,x +17-3024,Electro-Mechanical and Mechatronics Technologists and Technicians,Unmanned Aerial Vehicle Operator, +17-3024,Electro-Mechanical and Mechatronics Technologists and Technicians,Unmanned Air Systems Operator,x +17-3025,Environmental Engineering Technologists and Technicians,Air Analysis Engineering Technician,x +17-3025,Environmental Engineering Technologists and Technicians,Environmental Engineering Technologist, +17-3025,Environmental Engineering Technologists and Technicians,Environmental Remediation Engineering Technician,x +17-3025,Environmental Engineering Technologists and Technicians,Environmental Technician, +17-3025,Environmental Engineering Technologists and Technicians,Pollution Control Engineering Technician,x +17-3026,Industrial Engineering Technologists and Technicians,Industrial Engineering Technician, +17-3026,Industrial Engineering Technologists and Technicians,Industrial Engineering Technologist, +17-3026,Industrial Engineering Technologists and Technicians,Motion Study Technician,x +17-3026,Industrial Engineering Technologists and Technicians,Production Control Technologist,x +17-3026,Industrial Engineering Technologists and Technicians,Time Study Technician,x +17-3026,Industrial Engineering Technologists and Technicians,Time Study Technologist, +17-3027,Mechanical Engineering Technologists and Technicians,Gyroscopic Engineering Technician,x +17-3027,Mechanical Engineering Technologists and Technicians,Heat Transfer Technician,x +17-3027,Mechanical Engineering Technologists and Technicians,Hydraulic Technician, +17-3027,Mechanical Engineering Technologists and Technicians,Mechanical Engineering Technician, +17-3027,Mechanical Engineering Technologists and Technicians,Mechanical Engineering Technologist, +17-3027,Mechanical Engineering Technologists and Technicians,Optomechanical Technician,x +17-3028,Calibration Technologists and Technicians,Calibration Technician,x +17-3028,Calibration Technologists and Technicians,Calibration Technologist,x +17-3028,Calibration Technologists and Technicians,Hydrometer Calibrator,x +17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Agricultural Engineering Technician,x +17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Agricultural Engineering Technologist, +17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Biomedical Engineering Technician,x +17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Biomedical Engineering Technologist, +17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Chemical Engineering Technician, +17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Chemical Engineering Technologist, +17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Marine Engineering Technician, +17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Marine Engineering Technologist, +17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Materials Engineering Technician, +17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Materials Engineering Technologist, +17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Metallurgical Engineering Technician,x +17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Metallurgical Engineering Technologist, +17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Non-Destructive Testing Specialist, +17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Nuclear Engineering Technician, +17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Nuclear Engineering Technologist, +17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Optical Engineering Technician,x +17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Optical Engineering Technologist, +17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Ordnance Engineering Technician, +17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Ordnance Engineering Technologist, +17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Radar Technicians,x +17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Salvage Engineering Technician, +17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Salvage Engineering Technologist, +17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Sonar Technicians,x +17-3031,Surveying and Mapping Technicians,Cartographic Aide, +17-3031,Surveying and Mapping Technicians,Cartographic Technician,x +17-3031,Surveying and Mapping Technicians,Field Map Technician,x +17-3031,Surveying and Mapping Technicians,Geophysical Prospecting Surveying Technician, +17-3031,Surveying and Mapping Technicians,GIS Mapping Technician,x +17-3031,Surveying and Mapping Technicians,Mapping Technician, +17-3031,Surveying and Mapping Technicians,Mineral Surveying Technician, +17-3031,Surveying and Mapping Technicians,Surveying Technician, +17-3031,Surveying and Mapping Technicians,Topography Technician, +19-1011,Animal Scientists,Animal Geneticist, +19-1011,Animal Scientists,Animal Nutritionist,x +19-1011,Animal Scientists,Beef Cattle Nutritionist, +19-1011,Animal Scientists,Dairy Scientist,x +19-1011,Animal Scientists,Poultry Scientist,x +19-1011,Animal Scientists,Swine Genetics Researcher, +19-1012,Food Scientists and Technologists,Dairy Bacteriologist,x +19-1012,Food Scientists and Technologists,Enologist,x +19-1012,Food Scientists and Technologists,Food Preservation Scientist, +19-1012,Food Scientists and Technologists,Food Processing Scientist, +19-1012,Food Scientists and Technologists,Food Safety Scientist,x +19-1012,Food Scientists and Technologists,Food Scientist, +19-1012,Food Scientists and Technologists,Food Technologist, +19-1013,Soil and Plant Scientists,Agriculturist, +19-1013,Soil and Plant Scientists,Agronomist, +19-1013,Soil and Plant Scientists,Arboreal Scientist,x +19-1013,Soil and Plant Scientists,Crop Nutrition Scientist, +19-1013,Soil and Plant Scientists,Floriculturist, +19-1013,Soil and Plant Scientists,Horticulturist,x +19-1013,Soil and Plant Scientists,Plant Physiologist,x +19-1013,Soil and Plant Scientists,Plant Scientist, +19-1013,Soil and Plant Scientists,Pomologist, +19-1013,Soil and Plant Scientists,Soil Fertility Extension Specialist, +19-1013,Soil and Plant Scientists,Soil Scientist, +19-1013,Soil and Plant Scientists,Viticulturist, +19-1021,Biochemists and Biophysicists,Biochemist, +19-1021,Biochemists and Biophysicists,Biological Chemist,x +19-1021,Biochemists and Biophysicists,Biophysicist, +19-1021,Biochemists and Biophysicists,Clinical Biochemist,x +19-1021,Biochemists and Biophysicists,Physical Biochemist,x +19-1022,Microbiologists,Bacteriologist,x +19-1022,Microbiologists,Clinical Microbiologist, +19-1022,Microbiologists,Medical Microbiologist, +19-1022,Microbiologists,Microbiological Analyst, +19-1022,Microbiologists,Public Health Microbiologist,x +19-1022,Microbiologists,Quality Control Microbiologist, +19-1022,Microbiologists,Virologist,x +19-1023,Zoologists and Wildlife Biologists,Aquatic Biologist, +19-1023,Zoologists and Wildlife Biologists,Entomologist, +19-1023,Zoologists and Wildlife Biologists,Fish Culturist, +19-1023,Zoologists and Wildlife Biologists,Fishery Biologist, +19-1023,Zoologists and Wildlife Biologists,Herpetologist,x +19-1023,Zoologists and Wildlife Biologists,Ichthyologist,x +19-1023,Zoologists and Wildlife Biologists,Lepidopterist, +19-1023,Zoologists and Wildlife Biologists,Marine Biologist,x +19-1023,Zoologists and Wildlife Biologists,Migratory Game Bird Biologist, +19-1023,Zoologists and Wildlife Biologists,Ornithologist,x +19-1023,Zoologists and Wildlife Biologists,Protozoologist, +19-1023,Zoologists and Wildlife Biologists,Wildlife Biologist, +19-1029,"Biological Scientists, All Other",Biologist, +19-1029,"Biological Scientists, All Other",Bryologist, +19-1029,"Biological Scientists, All Other",Embryologist,x +19-1029,"Biological Scientists, All Other",Osteologist,x +19-1029,"Biological Scientists, All Other",Paleobotanist,x +19-1029,"Biological Scientists, All Other",Phytopathologist, +19-1029,"Biological Scientists, All Other",Plant Etiologist, +19-1031,Conservation Scientists,Conservation Science Officer, +19-1031,Conservation Scientists,Grassland Conservationist,x +19-1031,Conservation Scientists,Land Reclamation Specialist, +19-1031,Conservation Scientists,Land Resource Specialist, +19-1031,Conservation Scientists,Range Conservationist, +19-1031,Conservation Scientists,Range Ecologist,x +19-1031,Conservation Scientists,Range Scientist, +19-1031,Conservation Scientists,Resource Conservationist, +19-1031,Conservation Scientists,Soil Conservationist,x +19-1031,Conservation Scientists,Water Conservationist, +19-1032,Foresters,Environmental Protection Forester,x +19-1032,Foresters,Forest Ecologist,x +19-1032,Foresters,Forestry Scientist, +19-1032,Foresters,Land Management Forester, +19-1032,Foresters,Operations Forester, +19-1032,Foresters,Resource Forester, +19-1032,Foresters,Service Forester, +19-1032,Foresters,Timber Management Specialist,x +19-1032,Foresters,Urban Forester, +19-1041,Epidemiologists,Clinical Epidemiologist, +19-1041,Epidemiologists,Communicable Disease Specialist, +19-1041,Epidemiologists,Environmental Epidemiologist, +19-1041,Epidemiologists,Epidemiology Investigator,x +19-1041,Epidemiologists,Malariologist,x +19-1041,Epidemiologists,Medical Epidemiologist, +19-1041,Epidemiologists,Pharmacoepidemiologist,x +19-1042,"Medical Scientists, Except Epidemiologists",Cancer Researcher,x +19-1042,"Medical Scientists, Except Epidemiologists",Clinical Pharmacologist, +19-1042,"Medical Scientists, Except Epidemiologists",Gerontologist, +19-1042,"Medical Scientists, Except Epidemiologists",Histopathologist, +19-1042,"Medical Scientists, Except Epidemiologists",Immunochemist,x +19-1042,"Medical Scientists, Except Epidemiologists",Industrial Pharmacist, +19-1042,"Medical Scientists, Except Epidemiologists",Medical Health Researcher, +19-1042,"Medical Scientists, Except Epidemiologists",Medical Research Scientist, +19-1042,"Medical Scientists, Except Epidemiologists",Medical Scientist, +19-1042,"Medical Scientists, Except Epidemiologists",Neuroscientist, +19-1042,"Medical Scientists, Except Epidemiologists",Pharmacologist, +19-1042,"Medical Scientists, Except Epidemiologists",Serologist, +19-1042,"Medical Scientists, Except Epidemiologists",Toxicologist,x +19-1099,"Life Scientists, All Other",Life Science Taxonomist,x +19-2011,Astronomers,Astrophysicist,x +19-2011,Astronomers,Cosmologist,x +19-2011,Astronomers,Extragalactic Astronomer, +19-2011,Astronomers,Galactic Astronomer, +19-2011,Astronomers,High-energy Astrophysicist, +19-2011,Astronomers,Optical Astronomer, +19-2011,Astronomers,Planetary Astronomer, +19-2011,Astronomers,Radio Astronomer, +19-2011,Astronomers,Solar Astronomer, +19-2011,Astronomers,Stellar Astronomer, +19-2011,Astronomers,Theoretical Astronomer, +19-2012,Physicists,Computational Physicist, +19-2012,Physicists,Condensed Matter Physicist, +19-2012,Physicists,Fluid Dynamicist,x +19-2012,Physicists,Health Physicist, +19-2012,Physicists,Mathematical Physicist, +19-2012,Physicists,Medical Physicist, +19-2012,Physicists,Molecular Physicist,x +19-2012,Physicists,Nuclear Physicist, +19-2012,Physicists,Optical Scientist,x +19-2012,Physicists,Plasma Physicist, +19-2012,Physicists,Research Physicist, +19-2012,Physicists,Rheologist,x +19-2012,Physicists,Thermodynamic Physicist, +19-2012,Physicists,Thermodynamicist, +19-2021,Atmospheric and Space Scientists,Atmospheric Chemist,x +19-2021,Atmospheric and Space Scientists,Atmospheric Scientist, +19-2021,Atmospheric and Space Scientists,Climatologist,x +19-2021,Atmospheric and Space Scientists,Hurricane Tracker,x +19-2021,Atmospheric and Space Scientists,Meteorologist,x +19-2021,Atmospheric and Space Scientists,Oceanographic Meteorologist, +19-2021,Atmospheric and Space Scientists,Space Scientist, +19-2021,Atmospheric and Space Scientists,Storm Chaser, +19-2021,Atmospheric and Space Scientists,Tornado Chaser, +19-2021,Atmospheric and Space Scientists,Warning Coordination Meteorologist, +19-2021,Atmospheric and Space Scientists,Weather Analyst, +19-2021,Atmospheric and Space Scientists,Weather Forecaster, +19-2021,Atmospheric and Space Scientists,Weatherman, +19-2031,Chemists,Agricultural Chemist, +19-2031,Chemists,Analytical Chemist, +19-2031,Chemists,Bench Chemist, +19-2031,Chemists,Food Chemist,x +19-2031,Chemists,Formulary Chemist, +19-2031,Chemists,Industrial Chemist,x +19-2031,Chemists,Inorganic Chemist,x +19-2031,Chemists,Laboratory Chemist, +19-2031,Chemists,Nuclear Chemist, +19-2031,Chemists,Organic Chemist, +19-2031,Chemists,Quality Control Chemist, +19-2031,Chemists,Research and Development Chemist,x +19-2032,Materials Scientists,Metal Alloy Scientist,x +19-2032,Materials Scientists,Plastics Scientist,x +19-2041,"Environmental Scientists and Specialists, Including Health",Ecological Modeler, +19-2041,"Environmental Scientists and Specialists, Including Health",Environmental Analyst, +19-2041,"Environmental Scientists and Specialists, Including Health",Environmental Scientist, +19-2041,"Environmental Scientists and Specialists, Including Health",Hazardous Substances Scientist,x +19-2041,"Environmental Scientists and Specialists, Including Health",Health Environmentalist,x +19-2041,"Environmental Scientists and Specialists, Including Health",Water Pollution Scientist,x +19-2041,"Environmental Scientists and Specialists, Including Health",Water Quality Analyst, +19-2042,"Geoscientists, Except Hydrologists and Geographers",Crystallographer, +19-2042,"Geoscientists, Except Hydrologists and Geographers",Development Geologist, +19-2042,"Geoscientists, Except Hydrologists and Geographers",Environmental Geologist, +19-2042,"Geoscientists, Except Hydrologists and Geographers",Exploration Geologist, +19-2042,"Geoscientists, Except Hydrologists and Geographers",Geochemist,x +19-2042,"Geoscientists, Except Hydrologists and Geographers",Geodesist, +19-2042,"Geoscientists, Except Hydrologists and Geographers",Geologist, +19-2042,"Geoscientists, Except Hydrologists and Geographers",Geomagnetist, +19-2042,"Geoscientists, Except Hydrologists and Geographers",Geophysicist, +19-2042,"Geoscientists, Except Hydrologists and Geographers",Geoscientist, +19-2042,"Geoscientists, Except Hydrologists and Geographers",Mine Geologist, +19-2042,"Geoscientists, Except Hydrologists and Geographers",Mineralogist, +19-2042,"Geoscientists, Except Hydrologists and Geographers",Mining Production Geologist, +19-2042,"Geoscientists, Except Hydrologists and Geographers",Oceanographer,x +19-2042,"Geoscientists, Except Hydrologists and Geographers",Oceanologist, +19-2042,"Geoscientists, Except Hydrologists and Geographers",Paleontologist, +19-2042,"Geoscientists, Except Hydrologists and Geographers",Petroleum Geologist, +19-2042,"Geoscientists, Except Hydrologists and Geographers",Petrologist,x +19-2042,"Geoscientists, Except Hydrologists and Geographers",Research Geologist, +19-2042,"Geoscientists, Except Hydrologists and Geographers",Sedimentationist, +19-2042,"Geoscientists, Except Hydrologists and Geographers",Seismologist, +19-2042,"Geoscientists, Except Hydrologists and Geographers",Stratigrapher, +19-2042,"Geoscientists, Except Hydrologists and Geographers",Volcanologist,x +19-2043,Hydrologists,Hydrogeologist,x +19-2043,Hydrologists,Isotope Hydrologist,x +19-2043,Hydrologists,Surface Hydrologist,x +19-3011,Economists,Agricultural Economist, +19-3011,Economists,Econometrician,x +19-3011,Economists,Economic Development Specialist, +19-3011,Economists,Economic Research Analyst,x +19-3011,Economists,Environmental Economist,x +19-3011,Economists,Industrial Economist,x +19-3011,Economists,Labor Economist, +19-3011,Economists,Price Economist, +19-3011,Economists,Social Economist, +19-3011,Economists,Tax Economist, +19-3011,Economists,Trade Economist, +19-3022,Survey Researchers,Pollster,x +19-3022,Survey Researchers,Survey Methodologist,x +19-3022,Survey Researchers,Survey Questionnaire Designer,x +19-3032,Industrial-Organizational Psychologists,Engineering Psychologist,x +19-3032,Industrial-Organizational Psychologists,Human Resources Psychologist,x +19-3032,Industrial-Organizational Psychologists,I/O Psychologist, +19-3032,Industrial-Organizational Psychologists,Industrial Psychologist, +19-3032,Industrial-Organizational Psychologists,Management Psychologist,x +19-3032,Industrial-Organizational Psychologists,Organizational Psychologist, +19-3032,Industrial-Organizational Psychologists,Organizational Research Consultant, +19-3032,Industrial-Organizational Psychologists,Personnel Research Psychologist, +19-3033,Clinical and Counseling Psychologists,Eating Disorder Psychologists,x +19-3033,Clinical and Counseling Psychologists,Geropsychologists,x +19-3034,School Psychologists,Educational Psychologists,x +19-3039,"Psychologists, All Other",Developmental Psychologist, +19-3039,"Psychologists, All Other",Experimental Psychologist, +19-3039,"Psychologists, All Other",Forensic Psychologist,x +19-3039,"Psychologists, All Other",Neuropsychologist, +19-3039,"Psychologists, All Other",Psychotherapist, +19-3039,"Psychologists, All Other",Rehabilitation Psychologist, +19-3039,"Psychologists, All Other",Social Psychologist,x +19-3039,"Psychologists, All Other",Sports Psychologist,x +19-3041,Sociologists,Criminologist,x +19-3041,Sociologists,Family Sociologist,x +19-3041,Sociologists,Penologist, +19-3041,Sociologists,Rural Sociologist,x +19-3041,Sociologists,Urban Sociologist, +19-3051,Urban and Regional Planners,City Planner,x +19-3051,Urban and Regional Planners,Community Development Planner,x +19-3051,Urban and Regional Planners,Regional Planner, +19-3051,Urban and Regional Planners,Urban Planner, +19-3091,Anthropologists and Archeologists,Anthropologist, +19-3091,Anthropologists and Archeologists,Applied Anthropologist, +19-3091,Anthropologists and Archeologists,Archaeologist, +19-3091,Anthropologists and Archeologists,Ethnoarchaeologist,x +19-3091,Anthropologists and Archeologists,Medical Anthropologist, +19-3091,Anthropologists and Archeologists,Physical Anthropologist, +19-3091,Anthropologists and Archeologists,Political Anthropologist,x +19-3091,Anthropologists and Archeologists,Research Anthropologist, +19-3091,Anthropologists and Archeologists,Research Archaeologist,x +19-3092,Geographers,Biogeographer, +19-3092,Geographers,Economic Geographer,x +19-3092,Geographers,Geomorphologist,x +19-3092,Geographers,GIS Geographer,x +19-3092,Geographers,Glaciologist, +19-3092,Geographers,Physical Geographer, +19-3092,Geographers,Political Geographer,x +19-3093,Historians,Genealogist,x +19-3093,Historians,Historiographer,x +19-3093,Historians,Protohistorian,x +19-3094,Political Scientists,Government Affairs Researcher, +19-3094,Political Scientists,Government Affairs Specialist,x +19-3094,Political Scientists,Local Governance and Citizen Participation Specialist, +19-3094,Political Scientists,Political Consultant,x +19-3094,Political Scientists,Political Research Scientist,x +19-3094,Political Scientists,Political Researcher, +19-3099,"Social Scientists and Related Workers, All Other",Behavioral Scientist, +19-3099,"Social Scientists and Related Workers, All Other",Demographer,x +19-3099,"Social Scientists and Related Workers, All Other",Ethnologist,x +19-3099,"Social Scientists and Related Workers, All Other",Etymologist, +19-3099,"Social Scientists and Related Workers, All Other",Linguist,x +19-3099,"Social Scientists and Related Workers, All Other",Philologist, +19-3099,"Social Scientists and Related Workers, All Other",Social Scientist, +19-4012,Agricultural Technicians,Agronomy Technician, +19-4012,Agricultural Technicians,Artificial Breeding Technician, +19-4012,Agricultural Technicians,Cotton Program Technician, +19-4012,Agricultural Technicians,Feed Mill Lab Technician, +19-4012,Agricultural Technicians,Feed Research Technician,x +19-4012,Agricultural Technicians,Seed Analyst,x +19-4012,Agricultural Technicians,Sugarcane Research Technician, +19-4012,Agricultural Technicians,Weed Science Research Technician, +19-4013,Food Science Technicians,Flavor Technician,x +19-4013,Food Science Technicians,Food Quality Control Technician,x +19-4013,Food Science Technicians,Food Quality Technician,x +19-4021,Biological Technicians,Bacteriology Technician,x +19-4021,Biological Technicians,Biochemistry Technician, +19-4021,Biological Technicians,Biology Laboratory Assistant, +19-4021,Biological Technicians,Marine Fisheries Technician,x +19-4021,Biological Technicians,Microbiology Technician, +19-4021,Biological Technicians,Wildlife Technician,x +19-4031,Chemical Technicians,Assayer,x +19-4031,Chemical Technicians,Chemical Laboratory Technician,x +19-4031,Chemical Technicians,Inorganic Chemical Technician,x +19-4042,"Environmental Science and Protection Technicians, Including Health",Air Quality Technician, +19-4042,"Environmental Science and Protection Technicians, Including Health",Certified Indoor Environmentalist,x +19-4042,"Environmental Science and Protection Technicians, Including Health",Environmental Science Technician,x +19-4042,"Environmental Science and Protection Technicians, Including Health",Infectious Waste Technician,x +19-4042,"Environmental Science and Protection Technicians, Including Health",Pollution Control Technician,x +19-4042,"Environmental Science and Protection Technicians, Including Health",Public Health Sanitarian Technician, +19-4042,"Environmental Science and Protection Technicians, Including Health",Radon Inspector, +19-4043,"Geological Technicians, Except Hydrologic Technicians",Crude Tester,x +19-4043,"Geological Technicians, Except Hydrologic Technicians",Geological Sample Tester, +19-4043,"Geological Technicians, Except Hydrologic Technicians",Geophysical Prospector,x +19-4043,"Geological Technicians, Except Hydrologic Technicians",Magnetometer Operator, +19-4043,"Geological Technicians, Except Hydrologic Technicians",Mineral Technologist, +19-4043,"Geological Technicians, Except Hydrologic Technicians",Mining Technician, +19-4043,"Geological Technicians, Except Hydrologic Technicians",Mud Logger, +19-4043,"Geological Technicians, Except Hydrologic Technicians",Petroleum Technician, +19-4043,"Geological Technicians, Except Hydrologic Technicians",Seismic Interpreter, +19-4043,"Geological Technicians, Except Hydrologic Technicians",Seismic Observer,x +19-4043,"Geological Technicians, Except Hydrologic Technicians",Seismograph Operator, +19-4044,Hydrologic Technicians,Groundwater Monitoring Technician,x +19-4051,Nuclear Technicians,Nuclear Monitoring Technician,x +19-4051,Nuclear Technicians,Radiation Protection Technician, +19-4051,Nuclear Technicians,Radiochemical Technician,x +19-4061,Social Science Research Assistants,City Planning Aide,x +19-4061,Social Science Research Assistants,Economic Research Assistant,x +19-4061,Social Science Research Assistants,Economist Research Assistant, +19-4061,Social Science Research Assistants,Historian Research Assistant,x +19-4061,Social Science Research Assistants,Political Science Research Assistant, +19-4061,Social Science Research Assistants,Psychologist Research Assistant, +19-4061,Social Science Research Assistants,Sociology Research Assistant, +19-4071,Forest and Conservation Technicians,Forest Technician, +19-4071,Forest and Conservation Technicians,Forestry Aide,x +19-4071,Forest and Conservation Technicians,Forestry Technician, +19-4071,Forest and Conservation Technicians,Natural Resources Technician, +19-4071,Forest and Conservation Technicians,Soil Conservation Technician,x +19-4071,Forest and Conservation Technicians,Timber Management Technician,x +19-4092,Forensic Science Technicians,Ballistic Technician, +19-4092,Forensic Science Technicians,Ballistician, +19-4092,Forensic Science Technicians,Ballistics Expert,x +19-4092,Forensic Science Technicians,Crime Lab Technician, +19-4092,Forensic Science Technicians,Crime Scene Technician,x +19-4092,Forensic Science Technicians,Criminalist Technician, +19-4092,Forensic Science Technicians,Fingerprint Expert, +19-4092,Forensic Science Technicians,Forensic Analyst, +19-4092,Forensic Science Technicians,Handwriting Expert, +19-4092,Forensic Science Technicians,Trace Evidence Technician,x +19-4092,Forensic Science Technicians,Wildlife Forensic Geneticist, +19-4099,"Life, Physical, and Social Science Technicians, All Other",Meteorological Aide,x +19-4099,"Life, Physical, and Social Science Technicians, All Other",Polygraph Examiner,x +19-5011,Occupational Health and Safety Specialists,Certified Industrial Hygienist, +19-5011,Occupational Health and Safety Specialists,Certified Professional Ergonomist, +19-5011,Occupational Health and Safety Specialists,Environmental Health Sanitarian,x +19-5011,Occupational Health and Safety Specialists,Health and Safety Inspector,x +19-5011,Occupational Health and Safety Specialists,Industrial Hygienist,x +19-5011,Occupational Health and Safety Specialists,Industrial Safety and Health Specialist, +19-5011,Occupational Health and Safety Specialists,Occupational Safety and Health Inspector, +19-5011,Occupational Health and Safety Specialists,Radiological Health Specialist, +19-5012,Occupational Health and Safety Technicians,CHST, +19-5012,Occupational Health and Safety Technicians,Construction Health and Safety Technician,x +19-5012,Occupational Health and Safety Technicians,Environmental Health Technologist, +19-5012,Occupational Health and Safety Technicians,Ergonomics Technician,x +19-5012,Occupational Health and Safety Technicians,Occupational Health and Safety Technologist, +19-5012,Occupational Health and Safety Technicians,Occupational Health and Safety Technologist (OHST),x +21-1011,Substance Abuse and Behavioral Disorder Counselors,Addiction Counselor,x +21-1011,Substance Abuse and Behavioral Disorder Counselors,Addiction Therapist, +21-1011,Substance Abuse and Behavioral Disorder Counselors,Alcohol and Drug Counselor,x +21-1011,Substance Abuse and Behavioral Disorder Counselors,Certified Abuse and Drug Addiction Counselor, +21-1011,Substance Abuse and Behavioral Disorder Counselors,Certified Alcohol and Drug Counselor, +21-1011,Substance Abuse and Behavioral Disorder Counselors,Chemical Dependency Counselor,x +21-1011,Substance Abuse and Behavioral Disorder Counselors,Drug Abuse Counselor, +21-1011,Substance Abuse and Behavioral Disorder Counselors,Drug Counselor, +21-1011,Substance Abuse and Behavioral Disorder Counselors,Substance Abuse Counselor, +21-1012,"Educational, Guidance, and Career Counselors and Advisors",Admissions Counselor,x +21-1012,"Educational, Guidance, and Career Counselors and Advisors",Career Counselor,x +21-1012,"Educational, Guidance, and Career Counselors and Advisors",Career Technical Counselor, +21-1012,"Educational, Guidance, and Career Counselors and Advisors",Education Counselor, +21-1012,"Educational, Guidance, and Career Counselors and Advisors",Guidance Counselor,x +21-1012,"Educational, Guidance, and Career Counselors and Advisors",International Student Counselor, +21-1012,"Educational, Guidance, and Career Counselors and Advisors",School Adjustment Counselor, +21-1012,"Educational, Guidance, and Career Counselors and Advisors",School Guidance Counselor, +21-1012,"Educational, Guidance, and Career Counselors and Advisors",Student Advisor, +21-1012,"Educational, Guidance, and Career Counselors and Advisors",Student Development Advisor, +21-1012,"Educational, Guidance, and Career Counselors and Advisors",Student Services Counselor,x +21-1012,"Educational, Guidance, and Career Counselors and Advisors",Student Success Counselor, +21-1012,"Educational, Guidance, and Career Counselors and Advisors",Study Abroad Advisor, +21-1012,"Educational, Guidance, and Career Counselors and Advisors",Vocational Adviser, +21-1013,Marriage and Family Therapists,Child and Family Counselor,x +21-1013,Marriage and Family Therapists,Couples Therapist,x +21-1013,Marriage and Family Therapists,Family Counselor, +21-1013,Marriage and Family Therapists,Family Therapist, +21-1013,Marriage and Family Therapists,Marriage Counselor,x +21-1013,Marriage and Family Therapists,Marriage Therapist, +21-1013,Marriage and Family Therapists,Relationship Counselor, +21-1014,Mental Health Counselors,Clinical Mental Health Counselor, +21-1014,Mental Health Counselors,Licensed Clinical Mental Health Counselor, +21-1014,Mental Health Counselors,Licensed Clinical Mental Health Counselor (LCMHC),x +21-1014,Mental Health Counselors,Licensed Mental Health Counselor, +21-1014,Mental Health Counselors,Licensed Mental Health Counselor (LMHC),x +21-1015,Rehabilitation Counselors,Certified Rehabilitation Counselor, +21-1015,Rehabilitation Counselors,Coordinator of Rehabilitation Services, +21-1015,Rehabilitation Counselors,Psychosocial Rehabilitation Counselor,x +21-1015,Rehabilitation Counselors,Veterans Rehabilitation Counselor,x +21-1015,Rehabilitation Counselors,Vocational Rehabilitation Counselor, +21-1015,Rehabilitation Counselors,Vocational Rehabilitation Job Coach,x +21-1019,"Counselors, All Other",AIDS Counselor, +21-1019,"Counselors, All Other",Anger Control Counselor,x +21-1019,"Counselors, All Other",Grief Counselor,x +21-1019,"Counselors, All Other",HIV Counselor, +21-1019,"Counselors, All Other",Sexual Assault Counselor,x +21-1021,"Child, Family, and School Social Workers",C-CYFSW, +21-1021,"Child, Family, and School Social Workers","Certified Children, Youth, and Family Social Worker",x +21-1021,"Child, Family, and School Social Workers",Child Abuse Worker,x +21-1021,"Child, Family, and School Social Workers",Child and Family Services Worker, +21-1021,"Child, Family, and School Social Workers",Child Protective Services Social Worker, +21-1021,"Child, Family, and School Social Workers",Child Protective Services Specialist, +21-1021,"Child, Family, and School Social Workers",Child Welfare Social Worker, +21-1021,"Child, Family, and School Social Workers",Child Welfare Worker, +21-1021,"Child, Family, and School Social Workers",Family Preservation Caseworker, +21-1021,"Child, Family, and School Social Workers",Family Preservation Worker, +21-1021,"Child, Family, and School Social Workers",Family Service Caseworker, +21-1021,"Child, Family, and School Social Workers",Foster Care Social Worker, +21-1021,"Child, Family, and School Social Workers",Foster Care Worker,x +21-1021,"Child, Family, and School Social Workers",School Social Worker, +21-1022,Healthcare Social Workers,AIDS Social Worker, +21-1022,Healthcare Social Workers,Certified Social Workers In Health Care, +21-1022,Healthcare Social Workers,C-SWHC, +21-1022,Healthcare Social Workers,Hospice Home Care Social Worker, +21-1022,Healthcare Social Workers,Hospice Social Worker,x +21-1022,Healthcare Social Workers,Hospital Social Worker, +21-1022,Healthcare Social Workers,Medical Social Worker, +21-1022,Healthcare Social Workers,Neonatal Social Worker, +21-1022,Healthcare Social Workers,Nephrology Social Worker, +21-1022,Healthcare Social Workers,Oncology Social Worker,x +21-1022,Healthcare Social Workers,Pediatric Social Worker, +21-1022,Healthcare Social Workers,Public Health Social Worker,x +21-1022,Healthcare Social Workers,Renal Social Worker, +21-1023,Mental Health and Substance Abuse Social Workers,Community Mental Health Social Worker,x +21-1023,Mental Health and Substance Abuse Social Workers,Drug Abuse Social Worker,x +21-1023,Mental Health and Substance Abuse Social Workers,Psychiatric Social Worker,x +21-1023,Mental Health and Substance Abuse Social Workers,Psychotherapist Social Worker, +21-1029,"Social Workers, All Other",Adult Protective Service Social Worker,x +21-1029,"Social Workers, All Other",Criminal Justice Social Worker,x +21-1029,"Social Workers, All Other",Forensic Social Worker,x +21-1029,"Social Workers, All Other",Sexual Assault Social Worker,x +21-1091,Health Education Specialists,Certified Diabetes Educator, +21-1091,Health Education Specialists,Certified Health Education Specialist, +21-1091,Health Education Specialists,Community Health Education Coordinator,x +21-1091,Health Education Specialists,Diabetes Educator,x +21-1091,Health Education Specialists,Health Educator, +21-1091,Health Education Specialists,Public Health Educator,x +21-1092,Probation Officers and Correctional Treatment Specialists,Correctional Treatment Specialist, +21-1092,Probation Officers and Correctional Treatment Specialists,Juvenile Probation Officer,x +21-1092,Probation Officers and Correctional Treatment Specialists,Parole Agent,x +21-1092,Probation Officers and Correctional Treatment Specialists,Parole Officer,x +21-1092,Probation Officers and Correctional Treatment Specialists,Probation Officer, +21-1093,Social and Human Service Assistants,Addictions Counselor Assistant, +21-1093,Social and Human Service Assistants,Case Work Aide,x +21-1093,Social and Human Service Assistants,Clinical Social Work Aide, +21-1093,Social and Human Service Assistants,Family Service Assistant,x +21-1093,Social and Human Service Assistants,Human Services Worker,x +21-1093,Social and Human Service Assistants,Social Work Assistant, +21-1094,Community Health Workers,CHW, +21-1094,Community Health Workers,Community Health Advisor, +21-1094,Community Health Workers,Community Health Representative, +21-1094,Community Health Workers,Lay Health Advocate,x +21-1094,Community Health Workers,Peer Health Promoter,x +21-1094,Community Health Workers,Promotor(a),x +21-1099,"Community and Social Service Specialists, All Other",Community Organization Worker,x +21-1099,"Community and Social Service Specialists, All Other",Veterans Service Officer,x +21-2011,Clergy,Cantor, +21-2011,Clergy,Children's Pastor, +21-2011,Clergy,College Chaplain, +21-2011,Clergy,Hebrew Cantor, +21-2011,Clergy,Hospital Chaplain, +21-2011,Clergy,Imam,x +21-2011,Clergy,Minister, +21-2011,Clergy,Parish Priest, +21-2011,Clergy,Pastor, +21-2011,Clergy,Priest,x +21-2011,Clergy,Rabbi,x +21-2011,Clergy,Reverend, +21-2011,Clergy,Vicar, +21-2011,Clergy,Youth Pastor, +21-2021,"Directors, Religious Activities and Education",Campus Ministry Director, +21-2021,"Directors, Religious Activities and Education",Christian Education Minister, +21-2021,"Directors, Religious Activities and Education",Education Minister, +21-2021,"Directors, Religious Activities and Education",Parish Religious Education Director, +21-2021,"Directors, Religious Activities and Education",Religious Activities Director, +21-2021,"Directors, Religious Activities and Education",Religious Education Coordinator, +21-2021,"Directors, Religious Activities and Education",Religious Education Director,x +21-2021,"Directors, Religious Activities and Education",Student Ministries Director, +21-2021,"Directors, Religious Activities and Education",Youth Ministry Director,x +21-2099,"Religious Workers, All Other",Buddhist Monk, +21-2099,"Religious Workers, All Other",Christian Science Nurse, +21-2099,"Religious Workers, All Other",Missionary,x +21-2099,"Religious Workers, All Other",Mohel,x +21-2099,"Religious Workers, All Other",Nun, +21-2099,"Religious Workers, All Other",Pastoral Worker, +21-2099,"Religious Workers, All Other",Prior, +21-2099,"Religious Workers, All Other",Sacristan, +21-2099,"Religious Workers, All Other",Sunday School Missionary, +21-2099,"Religious Workers, All Other",Traveling Missionary, +21-2099,"Religious Workers, All Other",Verger,x +23-1011,Lawyers,Agency Legal Counsel, +23-1011,Lawyers,Assistant Attorney General, +23-1011,Lawyers,Assistant Corporation Counsel, +23-1011,Lawyers,Assistant Counsel, +23-1011,Lawyers,Associate Attorney, +23-1011,Lawyers,Attorney,x +23-1011,Lawyers,Attorney At Law, +23-1011,Lawyers,Attorney General, +23-1011,Lawyers,Brief Writer, +23-1011,Lawyers,City Attorney, +23-1011,Lawyers,Civil Lawyer, +23-1011,Lawyers,Commonwealth Attorney, +23-1011,Lawyers,Corporate Attorney, +23-1011,Lawyers,Corporate Counsel,x +23-1011,Lawyers,Corporate Counselor, +23-1011,Lawyers,County Attorney, +23-1011,Lawyers,Defense Attorney, +23-1011,Lawyers,Deputy Attorney General, +23-1011,Lawyers,Deputy Chief Counsel, +23-1011,Lawyers,District Attorney, +23-1011,Lawyers,Environmental Attorney, +23-1011,Lawyers,Estate Conservator, +23-1011,Lawyers,General Counsel, +23-1011,Lawyers,Insurance Attorney, +23-1011,Lawyers,Legal Counsel, +23-1011,Lawyers,Probate Lawyer, +23-1011,Lawyers,Prosecutor, +23-1011,Lawyers,Public Defender,x +23-1011,Lawyers,Real Estate Attorney, +23-1011,Lawyers,Sports Attorney, +23-1011,Lawyers,Tax Attorney, +23-1011,Lawyers,Trial Attorney, +23-1011,Lawyers,Trial Lawyer, +23-1012,Judicial Law Clerks,Judicial Clerk,x +23-1021,"Administrative Law Judges, Adjudicators, and Hearing Officers",Appeals Examiner,x +23-1021,"Administrative Law Judges, Adjudicators, and Hearing Officers",Appeals Referee, +23-1021,"Administrative Law Judges, Adjudicators, and Hearing Officers",Appellate Conferee, +23-1021,"Administrative Law Judges, Adjudicators, and Hearing Officers",Hearing Examiner, +23-1021,"Administrative Law Judges, Adjudicators, and Hearing Officers",Hearing Officer, +23-1021,"Administrative Law Judges, Adjudicators, and Hearing Officers",Justice of The Peace,x +23-1021,"Administrative Law Judges, Adjudicators, and Hearing Officers",Traffic Court Referee,x +23-1022,"Arbitrators, Mediators, and Conciliators",Alternative Dispute Resolution Coordinator,x +23-1022,"Arbitrators, Mediators, and Conciliators",Mediation Commissioner,x +23-1022,"Arbitrators, Mediators, and Conciliators",Ombudsman,x +23-1023,"Judges, Magistrate Judges, and Magistrates",Administrative Court Justice, +23-1023,"Judges, Magistrate Judges, and Magistrates",Circuit Court Judge,x +23-1023,"Judges, Magistrate Judges, and Magistrates",County Court Judge, +23-1023,"Judges, Magistrate Judges, and Magistrates",Criminal Court Judge, +23-1023,"Judges, Magistrate Judges, and Magistrates",District Court Judge, +23-1023,"Judges, Magistrate Judges, and Magistrates",Jurist, +23-1023,"Judges, Magistrate Judges, and Magistrates",Justice,x +23-1023,"Judges, Magistrate Judges, and Magistrates",Probate Judge, +23-1023,"Judges, Magistrate Judges, and Magistrates",Trial Court Judge, +23-1023,"Judges, Magistrate Judges, and Magistrates",Tribal Judge,x +23-2011,Paralegals and Legal Assistants,Assistant Paralegal, +23-2011,Paralegals and Legal Assistants,Legal Aide,x +23-2011,Paralegals and Legal Assistants,Legal Assistant, +23-2011,Paralegals and Legal Assistants,Paralegal, +23-2011,Paralegals and Legal Assistants,Summer Associate, +23-2093,"Title Examiners, Abstractors, and Searchers",Abstract Searcher, +23-2093,"Title Examiners, Abstractors, and Searchers",Abstract Writer, +23-2093,"Title Examiners, Abstractors, and Searchers",Advisory Title Officer, +23-2093,"Title Examiners, Abstractors, and Searchers",Escrow Officer,x +23-2093,"Title Examiners, Abstractors, and Searchers",Land Title Examiner, +23-2093,"Title Examiners, Abstractors, and Searchers",Lease Examiner, +23-2093,"Title Examiners, Abstractors, and Searchers",Lien Searcher,x +23-2093,"Title Examiners, Abstractors, and Searchers",Title Agent, +23-2093,"Title Examiners, Abstractors, and Searchers",Title Checker, +23-2093,"Title Examiners, Abstractors, and Searchers",Title Examiner, +23-2093,"Title Examiners, Abstractors, and Searchers",Title Inspector, +23-2093,"Title Examiners, Abstractors, and Searchers",Title Investigator, +23-2093,"Title Examiners, Abstractors, and Searchers",Title Officer,x +23-2093,"Title Examiners, Abstractors, and Searchers",Title Searcher, +23-2099,"Legal Support Workers, All Other",Legal Technician,x +25-1011,"Business Teachers, Postsecondary",Accounting Professor,x +25-1011,"Business Teachers, Postsecondary",Banking and Finance Instructor, +25-1011,"Business Teachers, Postsecondary",Business Administration Professor, +25-1011,"Business Teachers, Postsecondary",Finance Professor,x +25-1011,"Business Teachers, Postsecondary",Management Professor, +25-1011,"Business Teachers, Postsecondary",Marketing Instructor, +25-1011,"Business Teachers, Postsecondary",Marketing Professor,x +25-1021,"Computer Science Teachers, Postsecondary",C++ Professor, +25-1021,"Computer Science Teachers, Postsecondary",Computer Information Systems Professor,x +25-1021,"Computer Science Teachers, Postsecondary",Computer Programming Professor, +25-1021,"Computer Science Teachers, Postsecondary",Information Systems Professor, +25-1021,"Computer Science Teachers, Postsecondary",Information Technology Professor,x +25-1021,"Computer Science Teachers, Postsecondary",IT Professor, +25-1021,"Computer Science Teachers, Postsecondary",Java Programming Professor,x +25-1022,"Mathematical Science Teachers, Postsecondary",Actuarial Science Professor,x +25-1022,"Mathematical Science Teachers, Postsecondary",Biostatistics Professor, +25-1022,"Mathematical Science Teachers, Postsecondary",Calculus Professor,x +25-1022,"Mathematical Science Teachers, Postsecondary",Geometry Professor, +25-1022,"Mathematical Science Teachers, Postsecondary",Mathematics Professor, +25-1022,"Mathematical Science Teachers, Postsecondary",Statistical Methods Professor, +25-1022,"Mathematical Science Teachers, Postsecondary",Statistics Professor,x +25-1022,"Mathematical Science Teachers, Postsecondary",Topology Professor, +25-1031,"Architecture Teachers, Postsecondary",Architectural Design Professor,x +25-1031,"Architecture Teachers, Postsecondary",Architecture Professor, +25-1031,"Architecture Teachers, Postsecondary",Interior Design Professor, +25-1031,"Architecture Teachers, Postsecondary",Landscape Architecture Professor,x +25-1032,"Engineering Teachers, Postsecondary",Aeronautical Engineering Professor,x +25-1032,"Engineering Teachers, Postsecondary",Ceramic Engineering Professor, +25-1032,"Engineering Teachers, Postsecondary",Chemical Engineering Professor, +25-1032,"Engineering Teachers, Postsecondary",Civil Engineering Professor,x +25-1032,"Engineering Teachers, Postsecondary",Electrical Engineering Professor,x +25-1032,"Engineering Teachers, Postsecondary",Electronics Engineering Professor, +25-1032,"Engineering Teachers, Postsecondary",Industrial Engineering Professor, +25-1032,"Engineering Teachers, Postsecondary",Manufacturing Engineering Professor, +25-1032,"Engineering Teachers, Postsecondary",Marine Engineering Professor,x +25-1032,"Engineering Teachers, Postsecondary",Mechanical Engineering Professor, +25-1032,"Engineering Teachers, Postsecondary",Petroleum Engineering Professor, +25-1041,"Agricultural Sciences Teachers, Postsecondary",Agricultural Soil Conservation Professor, +25-1041,"Agricultural Sciences Teachers, Postsecondary",Agronomy Professor,x +25-1041,"Agricultural Sciences Teachers, Postsecondary",Animal Husbandry Professor, +25-1041,"Agricultural Sciences Teachers, Postsecondary",Animal Science Professor, +25-1041,"Agricultural Sciences Teachers, Postsecondary",Aquaculture and Fisheries Professor,x +25-1041,"Agricultural Sciences Teachers, Postsecondary",Farm Management Professor,x +25-1041,"Agricultural Sciences Teachers, Postsecondary",Floriculture Professor, +25-1041,"Agricultural Sciences Teachers, Postsecondary",Horticulture Instructor, +25-1041,"Agricultural Sciences Teachers, Postsecondary",Olericulture Professor, +25-1042,"Biological Science Teachers, Postsecondary",Anatomy Professor, +25-1042,"Biological Science Teachers, Postsecondary",Bacteriology Professor,x +25-1042,"Biological Science Teachers, Postsecondary",Biochemistry Professor,x +25-1042,"Biological Science Teachers, Postsecondary",Botany Professor,x +25-1042,"Biological Science Teachers, Postsecondary",Embryology Professor, +25-1042,"Biological Science Teachers, Postsecondary",Microbiology Professor, +25-1042,"Biological Science Teachers, Postsecondary",Zoology Professor, +25-1043,"Forestry and Conservation Science Teachers, Postsecondary",Ecology Professor, +25-1043,"Forestry and Conservation Science Teachers, Postsecondary",Environmental Conservation Professor, +25-1043,"Forestry and Conservation Science Teachers, Postsecondary",Forest Biometrics Professor, +25-1043,"Forestry and Conservation Science Teachers, Postsecondary",Forest Ecology Professor,x +25-1043,"Forestry and Conservation Science Teachers, Postsecondary",Forest Management Professor, +25-1043,"Forestry and Conservation Science Teachers, Postsecondary",Forest Pathology Professor, +25-1043,"Forestry and Conservation Science Teachers, Postsecondary",Forest Resources Professor, +25-1043,"Forestry and Conservation Science Teachers, Postsecondary",Forest Technology Professor, +25-1043,"Forestry and Conservation Science Teachers, Postsecondary",Silviculture Professor, +25-1043,"Forestry and Conservation Science Teachers, Postsecondary",Timber Management Professor,x +25-1043,"Forestry and Conservation Science Teachers, Postsecondary",Wildlife Conservation Professor,x +25-1051,"Atmospheric, Earth, Marine, and Space Sciences Teachers, Postsecondary",Climatology Professor,x +25-1051,"Atmospheric, Earth, Marine, and Space Sciences Teachers, Postsecondary",Earth Science Professor, +25-1051,"Atmospheric, Earth, Marine, and Space Sciences Teachers, Postsecondary",Geology Professor,x +25-1051,"Atmospheric, Earth, Marine, and Space Sciences Teachers, Postsecondary",Geoscience Professor, +25-1051,"Atmospheric, Earth, Marine, and Space Sciences Teachers, Postsecondary",Meteorology Professor, +25-1051,"Atmospheric, Earth, Marine, and Space Sciences Teachers, Postsecondary",Mineralogy Professor, +25-1051,"Atmospheric, Earth, Marine, and Space Sciences Teachers, Postsecondary",Oceanic Sciences Professor, +25-1051,"Atmospheric, Earth, Marine, and Space Sciences Teachers, Postsecondary",Oceanography Professor,x +25-1051,"Atmospheric, Earth, Marine, and Space Sciences Teachers, Postsecondary",Volcanology Professor, +25-1052,"Chemistry Teachers, Postsecondary",Chemistry Professor, +25-1052,"Chemistry Teachers, Postsecondary",Inorganic Chemistry Professor,x +25-1052,"Chemistry Teachers, Postsecondary",Organic Chemistry Professor,x +25-1052,"Chemistry Teachers, Postsecondary",Physical Chemistry Professor,x +25-1052,"Chemistry Teachers, Postsecondary",Phytochemistry Professor, +25-1053,"Environmental Science Teachers, Postsecondary",Environmental Science Professor, +25-1053,"Environmental Science Teachers, Postsecondary","Environmental Science, Management and Policy Professor",X +25-1053,"Environmental Science Teachers, Postsecondary",Environmental Studies Professor,x +25-1054,"Physics Teachers, Postsecondary",Aerodynamics Professor, +25-1054,"Physics Teachers, Postsecondary",Astrophysics Professor,x +25-1054,"Physics Teachers, Postsecondary",Atomic Physics Professor, +25-1054,"Physics Teachers, Postsecondary",Ballistics Professor,x +25-1054,"Physics Teachers, Postsecondary",Hydrodynamics Professor,x +25-1054,"Physics Teachers, Postsecondary",Medical Physics Professor, +25-1054,"Physics Teachers, Postsecondary",Nuclear Physics Professor, +25-1054,"Physics Teachers, Postsecondary",Thermodynamics Professor,x +25-1061,"Anthropology and Archeology Teachers, Postsecondary",Cultural Anthropology Professor,x +25-1061,"Anthropology and Archeology Teachers, Postsecondary",Ethnoarchaeology Professor,x +25-1061,"Anthropology and Archeology Teachers, Postsecondary",Near East Archeology Professor, +25-1061,"Anthropology and Archeology Teachers, Postsecondary",Paleology Professor,x +25-1061,"Anthropology and Archeology Teachers, Postsecondary",Sociocultural Anthropology Professor, +25-1062,"Area, Ethnic, and Cultural Studies Teachers, Postsecondary",African Studies Professor, +25-1062,"Area, Ethnic, and Cultural Studies Teachers, Postsecondary",Asian Studies Professor, +25-1062,"Area, Ethnic, and Cultural Studies Teachers, Postsecondary",Black Studies Professor, +25-1062,"Area, Ethnic, and Cultural Studies Teachers, Postsecondary",Ethnology Professor,x +25-1062,"Area, Ethnic, and Cultural Studies Teachers, Postsecondary",Gender Studies Professor, +25-1062,"Area, Ethnic, and Cultural Studies Teachers, Postsecondary",Latin American Studies Professor,x +25-1062,"Area, Ethnic, and Cultural Studies Teachers, Postsecondary",Women's Studies Professor,x +25-1063,"Economics Teachers, Postsecondary",Agricultural Economics Professor,x +25-1063,"Economics Teachers, Postsecondary",Econometrics Professor,x +25-1063,"Economics Teachers, Postsecondary",Industrial Economics Professor, +25-1063,"Economics Teachers, Postsecondary",Labor Economics Professor,x +25-1063,"Economics Teachers, Postsecondary",Macroeconomics Professor, +25-1063,"Economics Teachers, Postsecondary",Microeconomics Professor, +25-1064,"Geography Teachers, Postsecondary",Cartography Professor,x +25-1064,"Geography Teachers, Postsecondary",Geographic Information Systems Professor, +25-1064,"Geography Teachers, Postsecondary",Geomatics Professor,x +25-1064,"Geography Teachers, Postsecondary",GIS Professor,x +25-1065,"Political Science Teachers, Postsecondary",Government Professor,x +25-1065,"Political Science Teachers, Postsecondary",International Relations Professor,x +25-1065,"Political Science Teachers, Postsecondary",Political Theory Professor, +25-1065,"Political Science Teachers, Postsecondary",Public Policy Professor,x +25-1066,"Psychology Teachers, Postsecondary",Applied Psychology Professor, +25-1066,"Psychology Teachers, Postsecondary",Child Development Professor,x +25-1066,"Psychology Teachers, Postsecondary",Clinical Psychology Professor, +25-1066,"Psychology Teachers, Postsecondary",Educational Psychology Professor,x +25-1066,"Psychology Teachers, Postsecondary",Human Relations Professor, +25-1066,"Psychology Teachers, Postsecondary",Industrial Psychology Professor, +25-1066,"Psychology Teachers, Postsecondary",Industrial/Organizational Psychology Professor,x +25-1066,"Psychology Teachers, Postsecondary",Psychology Professor, +25-1067,"Sociology Teachers, Postsecondary",Comparative Sociology Professor,x +25-1067,"Sociology Teachers, Postsecondary",Race Relations Professor, +25-1067,"Sociology Teachers, Postsecondary",Social Organization Professor, +25-1069,"Social Sciences Teachers, Postsecondary, All Other",Social Science Professor, +25-1069,"Social Sciences Teachers, Postsecondary, All Other",Survey Research Professor,x +25-1069,"Social Sciences Teachers, Postsecondary, All Other",Urban Planning Professor,x +25-1071,"Health Specialties Teachers, Postsecondary",Clinical Laboratory Science Professor, +25-1071,"Health Specialties Teachers, Postsecondary",Clinical Sciences Professor, +25-1071,"Health Specialties Teachers, Postsecondary",Dentistry Professor, +25-1071,"Health Specialties Teachers, Postsecondary",Gastroenterology Professor, +25-1071,"Health Specialties Teachers, Postsecondary",Neurology Professor, +25-1071,"Health Specialties Teachers, Postsecondary",Nutrition Professor,x +25-1071,"Health Specialties Teachers, Postsecondary",Occupational Therapy Professor, +25-1071,"Health Specialties Teachers, Postsecondary",Optometry Professor, +25-1071,"Health Specialties Teachers, Postsecondary",Pharmacology Professor,x +25-1071,"Health Specialties Teachers, Postsecondary",Physical Therapy Professor, +25-1071,"Health Specialties Teachers, Postsecondary",Podiatric Medicine Professor, +25-1071,"Health Specialties Teachers, Postsecondary",Podiatry Professor, +25-1071,"Health Specialties Teachers, Postsecondary",Public Health Professor,x +25-1072,"Nursing Instructors and Teachers, Postsecondary",Advanced Nursing Professor,x +25-1072,"Nursing Instructors and Teachers, Postsecondary",Clinical Nursing Instructor, +25-1072,"Nursing Instructors and Teachers, Postsecondary",Clinical Nursing Professor,x +25-1072,"Nursing Instructors and Teachers, Postsecondary",Registered Nursing Professor,x +25-1081,"Education Teachers, Postsecondary",Literacy Education Professor, +25-1081,"Education Teachers, Postsecondary",Mathematics Education Professor, +25-1081,"Education Teachers, Postsecondary",Primary Education Professor,x +25-1081,"Education Teachers, Postsecondary",Science Education Professor, +25-1081,"Education Teachers, Postsecondary",Secondary Education Professor, +25-1081,"Education Teachers, Postsecondary",Special Education Professor,x +25-1082,"Library Science Teachers, Postsecondary",Library and Information Science Professor,x +25-1082,"Library Science Teachers, Postsecondary",Library and Information Technology Instructor, +25-1082,"Library Science Teachers, Postsecondary",Medical Records Library Professor,x +25-1111,"Criminal Justice and Law Enforcement Teachers, Postsecondary",Criminal Justice Professor, +25-1111,"Criminal Justice and Law Enforcement Teachers, Postsecondary",Criminology Professor,x +25-1111,"Criminal Justice and Law Enforcement Teachers, Postsecondary",Penology Professor,x +25-1112,"Law Teachers, Postsecondary",Constitutional Law Professor,x +25-1112,"Law Teachers, Postsecondary",Contracts Law Professor, +25-1112,"Law Teachers, Postsecondary",Criminal Law Professor, +25-1112,"Law Teachers, Postsecondary",Environmental Law Professor,x +25-1112,"Law Teachers, Postsecondary",Labor Law Professor, +25-1112,"Law Teachers, Postsecondary",Torts Law Professor,x +25-1113,"Social Work Teachers, Postsecondary",Family Welfare Social Work Professor,x +25-1113,"Social Work Teachers, Postsecondary",Geriatric Social Work Professor,x +25-1113,"Social Work Teachers, Postsecondary",Health Social Work Professor,x +25-1113,"Social Work Teachers, Postsecondary",Social Work Professor, +25-1121,"Art, Drama, and Music Teachers, Postsecondary",Ballet Professor,x +25-1121,"Art, Drama, and Music Teachers, Postsecondary",Graphic Design Professor, +25-1121,"Art, Drama, and Music Teachers, Postsecondary",Media Arts Professor, +25-1121,"Art, Drama, and Music Teachers, Postsecondary",Music Professor, +25-1121,"Art, Drama, and Music Teachers, Postsecondary",Photography Professor,x +25-1121,"Art, Drama, and Music Teachers, Postsecondary",Piano Performance and Pedagogy Professor, +25-1121,"Art, Drama, and Music Teachers, Postsecondary",Piano Professor,x +25-1121,"Art, Drama, and Music Teachers, Postsecondary",Scene and Lighting Design Lecturer, +25-1121,"Art, Drama, and Music Teachers, Postsecondary",Stagecraft Professor, +25-1121,"Art, Drama, and Music Teachers, Postsecondary",Theatre Professor, +25-1121,"Art, Drama, and Music Teachers, Postsecondary",Voice Professor, +25-1122,"Communications Teachers, Postsecondary",Interpersonal Communications Professor, +25-1122,"Communications Teachers, Postsecondary",Journalism Professor,x +25-1122,"Communications Teachers, Postsecondary",Professor of Communication and Writing, +25-1122,"Communications Teachers, Postsecondary",Professor of Rhetoric, +25-1122,"Communications Teachers, Postsecondary",Public Speaking Professor,x +25-1122,"Communications Teachers, Postsecondary",Speech Professor, +25-1123,"English Language and Literature Teachers, Postsecondary",Children's Literature Professor, +25-1123,"English Language and Literature Teachers, Postsecondary",Composition Professor, +25-1123,"English Language and Literature Teachers, Postsecondary",Contemporary English Literature Professor,x +25-1123,"English Language and Literature Teachers, Postsecondary",Creative Writing English Professor,x +25-1123,"English Language and Literature Teachers, Postsecondary",Etymology Professor,x +25-1123,"English Language and Literature Teachers, Postsecondary",Medieval English Literature Professor, +25-1123,"English Language and Literature Teachers, Postsecondary",Seventeenth-Century English Literature Professor, +25-1123,"English Language and Literature Teachers, Postsecondary",Victorian Literature Professor, +25-1124,"Foreign Language and Literature Teachers, Postsecondary",Arabic Professor, +25-1124,"Foreign Language and Literature Teachers, Postsecondary",Biblical Languages Professor, +25-1124,"Foreign Language and Literature Teachers, Postsecondary",Chinese Language Professor,x +25-1124,"Foreign Language and Literature Teachers, Postsecondary",French Professor, +25-1124,"Foreign Language and Literature Teachers, Postsecondary",German Professor, +25-1124,"Foreign Language and Literature Teachers, Postsecondary",Greek Professor, +25-1124,"Foreign Language and Literature Teachers, Postsecondary",Hebrew Professor, +25-1124,"Foreign Language and Literature Teachers, Postsecondary",Japanese Professor, +25-1124,"Foreign Language and Literature Teachers, Postsecondary",Russian Language Professor,x +25-1124,"Foreign Language and Literature Teachers, Postsecondary",Spanish Literature Professor,x +25-1125,"History Teachers, Postsecondary",African History Professor,x +25-1125,"History Teachers, Postsecondary",American History Professor,x +25-1125,"History Teachers, Postsecondary",Historiography Professor, +25-1125,"History Teachers, Postsecondary",Jewish History Professor,x +25-1125,"History Teachers, Postsecondary",Russian History Professor,x +25-1125,"History Teachers, Postsecondary",South Asian History Professor, +25-1126,"Philosophy and Religion Teachers, Postsecondary",Biblical Studies Professor, +25-1126,"Philosophy and Religion Teachers, Postsecondary",Divinity Professor,x +25-1126,"Philosophy and Religion Teachers, Postsecondary",Eastern Philosophy Professor,x +25-1126,"Philosophy and Religion Teachers, Postsecondary",Ethics Professor, +25-1126,"Philosophy and Religion Teachers, Postsecondary",Old Testament Professor, +25-1126,"Philosophy and Religion Teachers, Postsecondary",Pastoral Ministries Professor, +25-1126,"Philosophy and Religion Teachers, Postsecondary",Religious Studies Professor, +25-1126,"Philosophy and Religion Teachers, Postsecondary",Theology Professor,x +25-1126,"Philosophy and Religion Teachers, Postsecondary",Western Philosophy Professor, +25-1192,"Family and Consumer Sciences Teachers, Postsecondary",Family and Consumer Sciences Professor,x +25-1192,"Family and Consumer Sciences Teachers, Postsecondary",Family Resource Management Professor,x +25-1192,"Family and Consumer Sciences Teachers, Postsecondary",Home and Family Living Professor, +25-1192,"Family and Consumer Sciences Teachers, Postsecondary",Home Economics Professor,x +25-1193,"Recreation and Fitness Studies Teachers, Postsecondary",Health and Physical Education Professor, +25-1193,"Recreation and Fitness Studies Teachers, Postsecondary",Human Performance Professor, +25-1193,"Recreation and Fitness Studies Teachers, Postsecondary",Kinesiology Professor,x +25-1193,"Recreation and Fitness Studies Teachers, Postsecondary",Leisure Studies Professor,x +25-1193,"Recreation and Fitness Studies Teachers, Postsecondary",Physical Education (PE) Professor,x +25-1193,"Recreation and Fitness Studies Teachers, Postsecondary",Physical Education Professor, +25-1193,"Recreation and Fitness Studies Teachers, Postsecondary",Swimming Professor, +25-1194,"Career/Technical Education Teachers, Postsecondary",Architectural Drafting Instructor, +25-1194,"Career/Technical Education Teachers, Postsecondary",Automotive Technology Instructor,x +25-1194,"Career/Technical Education Teachers, Postsecondary",Aviation Maintenance Instructor, +25-1194,"Career/Technical Education Teachers, Postsecondary",Barbering Instructor, +25-1194,"Career/Technical Education Teachers, Postsecondary",Building Trades Instructor, +25-1194,"Career/Technical Education Teachers, Postsecondary",Carpentry Instructor, +25-1194,"Career/Technical Education Teachers, Postsecondary",Computer-Aided Drafting and Design Instructor, +25-1194,"Career/Technical Education Teachers, Postsecondary",Cosmetology Instructor,x +25-1194,"Career/Technical Education Teachers, Postsecondary",Electrical Technology Instructor, +25-1194,"Career/Technical Education Teachers, Postsecondary",Electronics Technology Instructor, +25-1194,"Career/Technical Education Teachers, Postsecondary",HVAC Instructor,x +25-1194,"Career/Technical Education Teachers, Postsecondary",Industrial Electrical Technology Instructor, +25-1194,"Career/Technical Education Teachers, Postsecondary",Industrial Maintenance Instructor, +25-1194,"Career/Technical Education Teachers, Postsecondary",Machine Tool Technician Instructor, +25-1194,"Career/Technical Education Teachers, Postsecondary",Masonry Instructor, +25-1194,"Career/Technical Education Teachers, Postsecondary",Mechanical Maintenance Instructor,x +25-1194,"Career/Technical Education Teachers, Postsecondary",Paralegal Instructor, +25-1194,"Career/Technical Education Teachers, Postsecondary",Residential Construction Instructor, +25-1194,"Career/Technical Education Teachers, Postsecondary",Skin Care Instructor, +25-1194,"Career/Technical Education Teachers, Postsecondary",Upholstery Instructor, +25-1194,"Career/Technical Education Teachers, Postsecondary",Vocational Horticulture Instructor, +25-1194,"Career/Technical Education Teachers, Postsecondary",Welding Instructor, +25-1199,"Postsecondary Teachers, All Other",Flight Simulator Instructor, +25-1199,"Postsecondary Teachers, All Other",Military Science Instructor,x +25-1199,"Postsecondary Teachers, All Other",Packaging Professor,x +25-2011,"Preschool Teachers, Except Special Education",Early Childhood Teacher, +25-2011,"Preschool Teachers, Except Special Education",Head Start Teacher, +25-2011,"Preschool Teachers, Except Special Education",Home-based Preschool Teacher,x +25-2011,"Preschool Teachers, Except Special Education",Nursery School Teacher,x +25-2011,"Preschool Teachers, Except Special Education",Nursery Teacher, +25-2011,"Preschool Teachers, Except Special Education",Pre-K Teacher, +25-2011,"Preschool Teachers, Except Special Education",Pre-Kindergarten Teacher, +25-2011,"Preschool Teachers, Except Special Education",Preschool Head Start Teacher,x +25-2011,"Preschool Teachers, Except Special Education",Preschool Teacher, +25-2012,"Kindergarten Teachers, Except Special Education",Bilingual Education Kindergarten Teacher,x +25-2012,"Kindergarten Teachers, Except Special Education",Kindergarten Teacher, +25-2021,"Elementary School Teachers, Except Special Education",3rd Grade Reading Teacher, +25-2021,"Elementary School Teachers, Except Special Education",4th Grade Math Teacher,x +25-2021,"Elementary School Teachers, Except Special Education",Elementary School Music Teacher,x +25-2021,"Elementary School Teachers, Except Special Education",Elementary School Teacher, +25-2021,"Elementary School Teachers, Except Special Education",Grades 1 Through 5 Teacher, +25-2022,"Middle School Teachers, Except Special and Career/Technical Education",Intermediate School Social Studies Teacher,x +25-2022,"Middle School Teachers, Except Special and Career/Technical Education",Junior High School Teacher,x +25-2022,"Middle School Teachers, Except Special and Career/Technical Education",Middle School PE Teacher, +25-2022,"Middle School Teachers, Except Special and Career/Technical Education",Middle School Science Teacher,x +25-2023,"Career/Technical Education Teachers, Middle School",Junior High School Business Teacher,x +25-2023,"Career/Technical Education Teachers, Middle School",Middle School Technology Education Teacher,x +25-2031,"Secondary School Teachers, Except Special and Career/Technical Education",High School Algebra Teacher, +25-2031,"Secondary School Teachers, Except Special and Career/Technical Education",High School Biology Teacher, +25-2031,"Secondary School Teachers, Except Special and Career/Technical Education",High School English Teacher,x +25-2031,"Secondary School Teachers, Except Special and Career/Technical Education",High School French Teacher,x +25-2031,"Secondary School Teachers, Except Special and Career/Technical Education",High School History Teacher,x +25-2031,"Secondary School Teachers, Except Special and Career/Technical Education",High School Math Teacher, +25-2031,"Secondary School Teachers, Except Special and Career/Technical Education",High School Teacher, +25-2032,"Career/Technical Education Teachers, Secondary School",High School Auto Repair Teacher,x +25-2032,"Career/Technical Education Teachers, Secondary School",High School Cosmetology Teacher,x +25-2051,"Special Education Teachers, Preschool",Early Childhood Special Education Teacher,x +25-2051,"Special Education Teachers, Preschool",Early Childhood Special Educator, +25-2051,"Special Education Teachers, Preschool",Pre-K Special Education Teacher, +25-2051,"Special Education Teachers, Preschool",Pre-Kindergarten Education Intervention Teacher,x +25-2051,"Special Education Teachers, Preschool",Pre-Kindergarten Special Education Teacher,x +25-2051,"Special Education Teachers, Preschool",Special Education Preschool Teacher, +25-2055,"Special Education Teachers, Kindergarten",Kindergarten Special Education Teacher,x +25-2056,"Special Education Teachers, Elementary School",Elementary School Inclusion Teacher,x +25-2057,"Special Education Teachers, Middle School",Junior High School Special Education Teacher,x +25-2057,"Special Education Teachers, Middle School",Middle School Special Education Teacher,x +25-2058,"Special Education Teachers, Secondary School",High School Special Education Resource Teacher,x +25-2059,"Special Education Teachers, All Other",Special Education Teacher for Adults with Disabilities,x +25-3011,"Adult Basic Education, Adult Secondary Education, and English as a Second Language Instructors",Adult Basic Studies Teacher, +25-3011,"Adult Basic Education, Adult Secondary Education, and English as a Second Language Instructors",Adult Education Teacher,x +25-3011,"Adult Basic Education, Adult Secondary Education, and English as a Second Language Instructors",Adult English as a Second Language (ESL) Teacher,x +25-3011,"Adult Basic Education, Adult Secondary Education, and English as a Second Language Instructors",Adult Literacy Instructor,x +25-3011,"Adult Basic Education, Adult Secondary Education, and English as a Second Language Instructors",Adult Literacy Teacher, +25-3011,"Adult Basic Education, Adult Secondary Education, and English as a Second Language Instructors",Adult Remedial Education Instructor, +25-3011,"Adult Basic Education, Adult Secondary Education, and English as a Second Language Instructors",GED® Instructor, +25-3011,"Adult Basic Education, Adult Secondary Education, and English as a Second Language Instructors",General Educational Development (GED®) Teacher,x +25-3011,"Adult Basic Education, Adult Secondary Education, and English as a Second Language Instructors",General Educational Development Teacher, +25-3021,Self-Enrichment Teachers,Citizenship Teacher,x +25-3021,Self-Enrichment Teachers,Driver Education Instructor, +25-3021,Self-Enrichment Teachers,Knitting Instructor,x +25-3021,Self-Enrichment Teachers,Recreational Activities Instructor,x +25-3031,"Substitute Teachers, Short-Term",Elementary School Substitute Teacher,x +25-3031,"Substitute Teachers, Short-Term",English Substitute Teacher,x +25-3041,Tutors,Algebra Tutor,x +25-3041,Tutors,Reading Tutor,x +25-3041,Tutors,Spanish Tutor,x +25-3041,Tutors,Standardized Test Tutor,x +25-3099,"Teachers and Instructors, All Other",Sunday School Teacher,x +25-4011,Archivists,Digital Archivist, +25-4011,Archivists,Film Archivist,x +25-4011,Archivists,Historical Records Administrator,x +25-4011,Archivists,Image Archivist, +25-4011,Archivists,Museum Archivist, +25-4011,Archivists,Processing Archivist, +25-4011,Archivists,Reference Archivist,x +25-4011,Archivists,State Archivist, +25-4012,Curators,Collections and Archives Director, +25-4012,Curators,Collections Curator, +25-4012,Curators,Educational Institution Curator, +25-4012,Curators,Exhibitions and Collections Manager, +25-4012,Curators,Herbarium Curator,x +25-4012,Curators,Museum Curator, +25-4012,Curators,Photography and Prints Curator,x +25-4013,Museum Technicians and Conservators,Art Conservator, +25-4013,Museum Technicians and Conservators,Art Handler, +25-4013,Museum Technicians and Conservators,Conservation Technician, +25-4013,Museum Technicians and Conservators,Ethnographic Materials Conservator,x +25-4013,Museum Technicians and Conservators,Museum Exhibit Technician,x +25-4013,Museum Technicians and Conservators,Objects Conservator, +25-4013,Museum Technicians and Conservators,Paintings Conservator, +25-4013,Museum Technicians and Conservators,Paper Conservator, +25-4013,Museum Technicians and Conservators,Textile Conservator,x +25-4022,Librarians and Media Collections Specialists,Acquisitions Librarian, +25-4022,Librarians and Media Collections Specialists,Audio-Visual Collections Coordinator, +25-4022,Librarians and Media Collections Specialists,Catalog Librarian, +25-4022,Librarians and Media Collections Specialists,Children's Librarian, +25-4022,Librarians and Media Collections Specialists,Collection Development Librarian, +25-4022,Librarians and Media Collections Specialists,College Librarian, +25-4022,Librarians and Media Collections Specialists,Electronic Resources Librarian, +25-4022,Librarians and Media Collections Specialists,Film Librarian, +25-4022,Librarians and Media Collections Specialists,Government Documents Librarian, +25-4022,Librarians and Media Collections Specialists,High School Librarian, +25-4022,Librarians and Media Collections Specialists,Interlibrary Loan Services Librarian, +25-4022,Librarians and Media Collections Specialists,Law Librarian, +25-4022,Librarians and Media Collections Specialists,Library Media Specialist,x +25-4022,Librarians and Media Collections Specialists,Medical Librarian, +25-4022,Librarians and Media Collections Specialists,Multimedia Services Coordinator,x +25-4022,Librarians and Media Collections Specialists,Music Librarian,x +25-4022,Librarians and Media Collections Specialists,Periodicals Librarian, +25-4022,Librarians and Media Collections Specialists,Record Librarian, +25-4022,Librarians and Media Collections Specialists,Reference Librarian, +25-4022,Librarians and Media Collections Specialists,Research Librarian, +25-4022,Librarians and Media Collections Specialists,School Librarian,x +25-4022,Librarians and Media Collections Specialists,Serials Librarian, +25-4022,Librarians and Media Collections Specialists,Technical Services Librarian, +25-4022,Librarians and Media Collections Specialists,University Librarian, +25-4022,Librarians and Media Collections Specialists,Youth Services Librarian, +25-4031,Library Technicians,Cataloging Library Technical Assistant, +25-4031,Library Technicians,Library Acquisitions Technician,x +25-4031,Library Technicians,Library Cataloging Technician, +25-4031,Library Technicians,Library Circulation Technician,x +25-4031,Library Technicians,Library Technical Assistant, +25-4031,Library Technicians,Serials or Bindery Library Technical Assistant, +25-9021,Farm and Home Management Educators,4-H Youth Development Specialist, +25-9021,Farm and Home Management Educators,Agricultural Agent, +25-9021,Farm and Home Management Educators,Agricultural Extension Educator,x +25-9021,Farm and Home Management Educators,Extension Service Advisor, +25-9021,Farm and Home Management Educators,Family and Consumer Sciences Extension Agent, +25-9021,Farm and Home Management Educators,Family Resource Management Specialist,x +25-9021,Farm and Home Management Educators,Farm Business Management Agent, +25-9021,Farm and Home Management Educators,Farm Management Specialist, +25-9021,Farm and Home Management Educators,Feed Management Advisor,x +25-9021,Farm and Home Management Educators,Home Economics Expert, +25-9031,Instructional Coordinators,Curriculum and Assessment Director,x +25-9031,Instructional Coordinators,Curriculum and Instruction Director, +25-9031,Instructional Coordinators,Curriculum Coordinator, +25-9031,Instructional Coordinators,Curriculum Designer, +25-9031,Instructional Coordinators,Curriculum Specialist,x +25-9031,Instructional Coordinators,Instructional Materials Director, +25-9031,Instructional Coordinators,School Curriculum Developer, +25-9031,Instructional Coordinators,Special Education Curriculum Specialist,x +25-9042,"Teaching Assistants, Preschool, Elementary, Middle, and Secondary School, Except Special Education",Elementary Learning Support Aide,x +25-9042,"Teaching Assistants, Preschool, Elementary, Middle, and Secondary School, Except Special Education",Elementary School Reading Aide, +25-9042,"Teaching Assistants, Preschool, Elementary, Middle, and Secondary School, Except Special Education",High School Basic Skills Improvement Program Instructional Aide, +25-9042,"Teaching Assistants, Preschool, Elementary, Middle, and Secondary School, Except Special Education",Middle School Paraeducator,x +25-9042,"Teaching Assistants, Preschool, Elementary, Middle, and Secondary School, Except Special Education",Secondary School Assistant Teacher, +25-9043,"Teaching Assistants, Special Education",Special Education Aide, +25-9043,"Teaching Assistants, Special Education",Special Education Classroom Aide,x +25-9043,"Teaching Assistants, Special Education",Special Education Instructional Assistant, +25-9043,"Teaching Assistants, Special Education",Special Education Paraeducator, +25-9043,"Teaching Assistants, Special Education",Special Education Paraprofessional, +25-9043,"Teaching Assistants, Special Education",Special Education Teaching Assistant, +25-9044,"Teaching Assistants, Postsecondary",Assistant Instructor,x +25-9044,"Teaching Assistants, Postsecondary",College Biology Teaching Assistant,x +25-9044,"Teaching Assistants, Postsecondary",University Teaching Assistant,x +25-9049,"Teaching Assistants, All Other",Adult ESL Teacher Aide,x +25-9049,"Teaching Assistants, All Other",Adult Literacy Teaching Aide,x +25-9049,"Teaching Assistants, All Other",Sunday School Teacher Aide,x +25-9099,"Educational Instruction and Library Workers, All Other",Aptitude Test (SAT) Grader,x +25-9099,"Educational Instruction and Library Workers, All Other",General Educational Development (GED®) Examiner,x +27-1011,Art Directors,Magazine Designer,x +27-1012,Craft Artists,Hand Potter,x +27-1012,Craft Artists,Metal Crafts Artist,x +27-1012,Craft Artists,Quilter,x +27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Book Illustrator, +27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Caricature Artist, +27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Comic Artist, +27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Comic Book Artist, +27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Comic Illustrator, +27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Commercial Artist, +27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Concrete Sculptor, +27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Editorial Cartoonist, +27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Fashion Illustrator, +27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Free Lance Artist, +27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Fresco Artist, +27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Glass Artist, +27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Ice Sculptor,x +27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Medical Illustrator, +27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Mural Painter, +27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Muralist, +27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Non-Representational Metal Sculptor, +27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Oil Painter, +27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Pattern Illustrator, +27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Political Cartoonist,x +27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Portrait Artist, +27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Portrait Painter, +27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Scientific Illustrator,x +27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Sketch Artist,x +27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Sports Cartoonist, +27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Stained Glass Artist, +27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Water Colorist, +27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Watercolor Artist, +27-1014,Special Effects Artists and Animators,3D Animator,x +27-1014,Special Effects Artists and Animators,Animator, +27-1014,Special Effects Artists and Animators,Multimedia Artist, +27-1014,Special Effects Artists and Animators,Special Effects Artist,x +27-1019,"Artists and Related Workers, All Other",Calligrapher,x +27-1019,"Artists and Related Workers, All Other",Tattoo Artist,x +27-1021,Commercial and Industrial Designers,Automobile Designer,x +27-1021,Commercial and Industrial Designers,Bank Note Designer, +27-1021,Commercial and Industrial Designers,Bicycle Designer, +27-1021,Commercial and Industrial Designers,Car Body Designer, +27-1021,Commercial and Industrial Designers,Ceramic Designer, +27-1021,Commercial and Industrial Designers,Ceramic Mold Designer, +27-1021,Commercial and Industrial Designers,Furniture Designer, +27-1021,Commercial and Industrial Designers,Package Designer,x +27-1021,Commercial and Industrial Designers,Rug Designer, +27-1021,Commercial and Industrial Designers,Snowboard Designer, +27-1021,Commercial and Industrial Designers,Textile Designer, +27-1021,Commercial and Industrial Designers,Tile Designer, +27-1021,Commercial and Industrial Designers,Toy Designer, +27-1022,Fashion Designers,Apparel Designer, +27-1022,Fashion Designers,Clothes Designer, +27-1022,Fashion Designers,Clothing Designer, +27-1022,Fashion Designers,Costume Designer,x +27-1022,Fashion Designers,Custom Furrier,x +27-1022,Fashion Designers,Dance Costume Designer, +27-1022,Fashion Designers,Dress Designer,x +27-1022,Fashion Designers,Hat Designer, +27-1022,Fashion Designers,Sweater Designer, +27-1022,Fashion Designers,Uniform Designer, +27-1023,Floral Designers,Corsage Maker,x +27-1023,Floral Designers,Floral Arranger, +27-1023,Floral Designers,Floral Artist, +27-1023,Floral Designers,Floral Decorator, +27-1023,Floral Designers,Florist,x +27-1023,Floral Designers,Florist Designer, +27-1023,Floral Designers,Flower Arranger,x +27-1024,Graphic Designers,Graphic Artist,x +27-1024,Graphic Designers,Visual Designer,x +27-1025,Interior Designers,Certified Kitchen Designer, +27-1025,Interior Designers,Furniture Arranger, +27-1025,Interior Designers,Home Lighting Adviser,x +27-1025,Interior Designers,Interior Decorator,x +27-1025,Interior Designers,Interior Designer, +27-1025,Interior Designers,Kitchen and Bath Designer, +27-1025,Interior Designers,Kitchen Designer,x +27-1026,Merchandise Displayers and Window Trimmers,Display Artist,x +27-1026,Merchandise Displayers and Window Trimmers,Display Decorator, +27-1026,Merchandise Displayers and Window Trimmers,Display Designer, +27-1026,Merchandise Displayers and Window Trimmers,Display Specialist, +27-1026,Merchandise Displayers and Window Trimmers,Mannequin Decorator,x +27-1026,Merchandise Displayers and Window Trimmers,Merchandise Displayer, +27-1026,Merchandise Displayers and Window Trimmers,Show Floor Decorator, +27-1026,Merchandise Displayers and Window Trimmers,Visual Merchandiser, +27-1026,Merchandise Displayers and Window Trimmers,Visual Merchandising Specialist, +27-1026,Merchandise Displayers and Window Trimmers,Window Decorator,x +27-1026,Merchandise Displayers and Window Trimmers,Window Draper, +27-1026,Merchandise Displayers and Window Trimmers,Window Dresser, +27-1026,Merchandise Displayers and Window Trimmers,Window Trimmer, +27-1027,Set and Exhibit Designers,Scenic Designer, +27-1027,Set and Exhibit Designers,Set Decorator,x +27-1027,Set and Exhibit Designers,Set Designer, +27-1027,Set and Exhibit Designers,Stage Scenery Designer,x +27-1027,Set and Exhibit Designers,Theater Set Production Designer, +27-1029,"Designers, All Other",Memorial Marker Designer,x +27-2011,Actors,Actor Understudy, +27-2011,Actors,Actress,x +27-2011,Actors,Dramatic Reader,x +27-2011,Actors,Elocutionist, +27-2011,Actors,Monologist, +27-2011,Actors,Vaudeville Actor, +27-2011,Actors,Voice-Over Artist,x +27-2012,Producers and Directors,Broadcast Producer, +27-2012,Producers and Directors,Casting Director,x +27-2012,Producers and Directors,Film Maker, +27-2012,Producers and Directors,Independent Film Maker,x +27-2012,Producers and Directors,Independent Video Producer, +27-2012,Producers and Directors,Motion Picture Director, +27-2012,Producers and Directors,Movie Producer, +27-2012,Producers and Directors,Music Video Director, +27-2012,Producers and Directors,Music Video Producer, +27-2012,Producers and Directors,News Production Supervisor, +27-2012,Producers and Directors,Newscast Director, +27-2012,Producers and Directors,Newscast Producer, +27-2012,Producers and Directors,On-Air Director, +27-2012,Producers and Directors,Pageant Director, +27-2012,Producers and Directors,Radio and Television Technical Director, +27-2012,Producers and Directors,Radio Producer, +27-2012,Producers and Directors,Stage Manager,x +27-2012,Producers and Directors,Television News Producer, +27-2012,Producers and Directors,Television Newscast Director, +27-2012,Producers and Directors,Television Producer, +27-2012,Producers and Directors,Television Program Director, +27-2012,Producers and Directors,Theater Company Producer, +27-2012,Producers and Directors,Video Producer, +27-2021,Athletes and Sports Competitors,National Association for Stock Car Auto Racing Driver, +27-2021,Athletes and Sports Competitors,Profession Cyclist, +27-2021,Athletes and Sports Competitors,Professional All Terrain Vehicle Racer, +27-2021,Athletes and Sports Competitors,Professional Athlete, +27-2021,Athletes and Sports Competitors,Professional Auto Racer, +27-2021,Athletes and Sports Competitors,Professional Baseball Pitcher, +27-2021,Athletes and Sports Competitors,Professional Baseball Player, +27-2021,Athletes and Sports Competitors,Professional Basketball Player, +27-2021,Athletes and Sports Competitors,Professional Bass Fisher, +27-2021,Athletes and Sports Competitors,Professional Bicycle Racer, +27-2021,Athletes and Sports Competitors,Professional Bicyclist, +27-2021,Athletes and Sports Competitors,Professional Billiard Player, +27-2021,Athletes and Sports Competitors,Professional Bowler, +27-2021,Athletes and Sports Competitors,Professional Bull Rider, +27-2021,Athletes and Sports Competitors,Professional Car Racer, +27-2021,Athletes and Sports Competitors,Professional Dirt Bike Racer, +27-2021,Athletes and Sports Competitors,Professional Drag Car Racer, +27-2021,Athletes and Sports Competitors,Professional Figure Skater, +27-2021,Athletes and Sports Competitors,Professional Football Player,x +27-2021,Athletes and Sports Competitors,Professional Golfer, +27-2021,Athletes and Sports Competitors,Professional Hockey Player, +27-2021,Athletes and Sports Competitors,Professional Horse Racer, +27-2021,Athletes and Sports Competitors,Professional Ice Skater, +27-2021,Athletes and Sports Competitors,Professional Jockey,x +27-2021,Athletes and Sports Competitors,Professional Kick Boxer, +27-2021,Athletes and Sports Competitors,Professional Motocross Racer, +27-2021,Athletes and Sports Competitors,Professional Prize Fighter, +27-2021,Athletes and Sports Competitors,Professional Pugilist, +27-2021,Athletes and Sports Competitors,Professional Race Car Driver,x +27-2021,Athletes and Sports Competitors,Professional Roller Skater, +27-2021,Athletes and Sports Competitors,Professional Skater, +27-2021,Athletes and Sports Competitors,Professional Skier, +27-2021,Athletes and Sports Competitors,Professional Snowboarder, +27-2021,Athletes and Sports Competitors,Professional Soccer Player, +27-2021,Athletes and Sports Competitors,Professional Softball Player, +27-2021,Athletes and Sports Competitors,Professional Stock Car Driver, +27-2021,Athletes and Sports Competitors,Professional Surfer, +27-2021,Athletes and Sports Competitors,Professional Swimmer, +27-2021,Athletes and Sports Competitors,Professional Tennis Player, +27-2021,Athletes and Sports Competitors,Professional Volleyball Player, +27-2021,Athletes and Sports Competitors,Professional Wrestler, +27-2022,Coaches and Scouts,Athletic Coach, +27-2022,Coaches and Scouts,Baseball Coach, +27-2022,Coaches and Scouts,Baseball Scout,x +27-2022,Coaches and Scouts,Basketball Coach, +27-2022,Coaches and Scouts,Boxing Coach,x +27-2022,Coaches and Scouts,Coach, +27-2022,Coaches and Scouts,Football Coach,x +27-2022,Coaches and Scouts,Hockey Scout, +27-2022,Coaches and Scouts,Ice Skating Coach, +27-2022,Coaches and Scouts,Riding Coach, +27-2022,Coaches and Scouts,Ski Coach, +27-2022,Coaches and Scouts,Tennis Coach, +27-2023,"Umpires, Referees, and Other Sports Officials",Athletic Events Scorer,x +27-2023,"Umpires, Referees, and Other Sports Officials",Baseball Umpire, +27-2023,"Umpires, Referees, and Other Sports Officials",Diving Judge, +27-2023,"Umpires, Referees, and Other Sports Officials",Dressage Judge, +27-2023,"Umpires, Referees, and Other Sports Officials",Equestrian Events Judge, +27-2023,"Umpires, Referees, and Other Sports Officials",Handicapper, +27-2023,"Umpires, Referees, and Other Sports Officials",Horse Show Judge, +27-2023,"Umpires, Referees, and Other Sports Officials",Paddock Judge,x +27-2023,"Umpires, Referees, and Other Sports Officials",Pit Steward, +27-2023,"Umpires, Referees, and Other Sports Officials",Placing Judge, +27-2023,"Umpires, Referees, and Other Sports Officials",Race Starter,x +27-2031,Dancers,Ballerina,x +27-2031,Dancers,Ballet Company Member, +27-2031,Dancers,Ballet Dancer, +27-2031,Dancers,Ballet Soloist, +27-2031,Dancers,Burlesque Dancer, +27-2031,Dancers,Dance Artist,x +27-2031,Dancers,Discotheque Dancer, +27-2031,Dancers,Exotic Dancer, +27-2031,Dancers,Go-Go Dancer, +27-2031,Dancers,Line Dancer, +27-2031,Dancers,Soft Shoe Dancer, +27-2031,Dancers,Tap Dancer,x +27-2032,Choreographers,Dance Director,x +27-2032,Choreographers,Dance Master,x +27-2041,Music Directors and Composers,Choir Director, +27-2041,Music Directors and Composers,Choirmaster,x +27-2041,Music Directors and Composers,Chorus Master, +27-2041,Music Directors and Composers,Composer, +27-2041,Music Directors and Composers,Maestro, +27-2041,Music Directors and Composers,Music Adapter, +27-2041,Music Directors and Composers,Music Arranger, +27-2041,Music Directors and Composers,Music Copyist, +27-2041,Music Directors and Composers,Music Director, +27-2041,Music Directors and Composers,Music Minister, +27-2041,Music Directors and Composers,Music Pastor, +27-2041,Music Directors and Composers,Orchestra Conductor,x +27-2041,Music Directors and Composers,Orchestra Director, +27-2041,Music Directors and Composers,Orchestrator,x +27-2041,Music Directors and Composers,Songwriter,x +27-2042,Musicians and Singers,Accompanist, +27-2042,Musicians and Singers,Baritone, +27-2042,Musicians and Singers,Bassoonist, +27-2042,Musicians and Singers,Bugler, +27-2042,Musicians and Singers,Cellist, +27-2042,Musicians and Singers,Choir Member, +27-2042,Musicians and Singers,Church Organist, +27-2042,Musicians and Singers,Clarinetist, +27-2042,Musicians and Singers,Concert Pianist, +27-2042,Musicians and Singers,Concert Singer, +27-2042,Musicians and Singers,Double Bass Player, +27-2042,Musicians and Singers,English Horn Player, +27-2042,Musicians and Singers,Flutist, +27-2042,Musicians and Singers,Guitar Player, +27-2042,Musicians and Singers,Guitarist, +27-2042,Musicians and Singers,Harpist, +27-2042,Musicians and Singers,Horn Player, +27-2042,Musicians and Singers,Instrumentalist,x +27-2042,Musicians and Singers,Musician, +27-2042,Musicians and Singers,Oboist,x +27-2042,Musicians and Singers,Opera Singer, +27-2042,Musicians and Singers,Organist, +27-2042,Musicians and Singers,Percussionist, +27-2042,Musicians and Singers,Pianist, +27-2042,Musicians and Singers,Piano Player, +27-2042,Musicians and Singers,Piccoloist, +27-2042,Musicians and Singers,Rapper,x +27-2042,Musicians and Singers,Soloist, +27-2042,Musicians and Singers,Tenor, +27-2042,Musicians and Singers,Timpanist, +27-2042,Musicians and Singers,Trombonist, +27-2042,Musicians and Singers,Trumpet Player, +27-2042,Musicians and Singers,Trumpeter, +27-2042,Musicians and Singers,Violinist, +27-2042,Musicians and Singers,Violist, +27-2042,Musicians and Singers,Vocalist, +27-2091,"Disc Jockeys, Except Radio",Club DJ,x +27-2091,"Disc Jockeys, Except Radio",Deejay,x +27-2091,"Disc Jockeys, Except Radio",DJ,x +27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Acrobat, +27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Aerialist, +27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Amusement Park Entertainer, +27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Bareback Rider, +27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Baton Twirler, +27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Clown,x +27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Comedian,x +27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Fortune Teller, +27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Impersonator, +27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Juggler, +27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Magician,x +27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Marionette Performer, +27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Palmist, +27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Professional Poker Player,x +27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Prompter, +27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Puppeteer, +27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Ringmaster, +27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Rodeo Performer, +27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Story Teller, +27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Stunt Performer, +27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Tumbler, +27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Ventriloquist, +27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Wire Walker, +27-3011,Broadcast Announcers and Radio Disc Jockeys,Commercial Announcer, +27-3011,Broadcast Announcers and Radio Disc Jockeys,Game Show Host,x +27-3011,Broadcast Announcers and Radio Disc Jockeys,Radio Artist, +27-3011,Broadcast Announcers and Radio Disc Jockeys,Radio Disc Jockey,x +27-3011,Broadcast Announcers and Radio Disc Jockeys,Radio Host, +27-3011,Broadcast Announcers and Radio Disc Jockeys,Talk Show Host,x +27-3011,Broadcast Announcers and Radio Disc Jockeys,Television Host, +27-3023,"News Analysts, Reporters, and Journalists",Book Critic, +27-3023,"News Analysts, Reporters, and Journalists",Book Reviewer, +27-3023,"News Analysts, Reporters, and Journalists",Columnist,x +27-3023,"News Analysts, Reporters, and Journalists",Correspondent,x +27-3023,"News Analysts, Reporters, and Journalists",Desk Reporter, +27-3023,"News Analysts, Reporters, and Journalists",Film Critic,x +27-3023,"News Analysts, Reporters, and Journalists",Foreign Correspondent, +27-3023,"News Analysts, Reporters, and Journalists",Investigative Reporter, +27-3023,"News Analysts, Reporters, and Journalists",Journalist, +27-3023,"News Analysts, Reporters, and Journalists",Market News Reporter, +27-3023,"News Analysts, Reporters, and Journalists",Movie Critic, +27-3023,"News Analysts, Reporters, and Journalists",News Anchor,x +27-3023,"News Analysts, Reporters, and Journalists",News Commentator, +27-3023,"News Analysts, Reporters, and Journalists",News Reporter, +27-3023,"News Analysts, Reporters, and Journalists",Newscaster, +27-3023,"News Analysts, Reporters, and Journalists",Newspaper Columnist, +27-3023,"News Analysts, Reporters, and Journalists",Newspaper Correspondent, +27-3023,"News Analysts, Reporters, and Journalists",Political Reporter, +27-3023,"News Analysts, Reporters, and Journalists",Press Writer, +27-3023,"News Analysts, Reporters, and Journalists",Society Reporter, +27-3031,Public Relations Specialists,Environmental Communications Specialist, +27-3031,Public Relations Specialists,Lobbyist,x +27-3031,Public Relations Specialists,Media Relations Specialist, +27-3031,Public Relations Specialists,Press Agent, +27-3031,Public Relations Specialists,Press Secretary,x +27-3031,Public Relations Specialists,Public Affairs Officer, +27-3031,Public Relations Specialists,Public Relations Counselor, +27-3031,Public Relations Specialists,Public Relations Officer, +27-3031,Public Relations Specialists,Public Relations Representative, +27-3031,Public Relations Specialists,Publicist, +27-3031,Public Relations Specialists,Publicity Agent, +27-3031,Public Relations Specialists,Publicity Writer,x +27-3041,Editors,Advertising Editor,x +27-3041,Editors,Art Editor, +27-3041,Editors,Book Editor, +27-3041,Editors,Copy Desk Chief, +27-3041,Editors,Copy Editor,x +27-3041,Editors,Index Editor, +27-3041,Editors,Manuscript Editor, +27-3041,Editors,Newspaper Photo Editor, +27-3041,Editors,Publications Editor, +27-3041,Editors,Rewrite Editor, +27-3041,Editors,Scientific Publications Editor, +27-3041,Editors,Sports Editor, +27-3041,Editors,Technical Editor,x +27-3042,Technical Writers,Assembly Instructions Writer, +27-3042,Technical Writers,Documentation Writer,x +27-3042,Technical Writers,Engineering Writer, +27-3042,Technical Writers,Handbook Writer, +27-3042,Technical Writers,Specifications Writer,x +27-3042,Technical Writers,Technical Communicator, +27-3043,Writers and Authors,Advertising Copy Writer,x +27-3043,Writers and Authors,Advertising Copywriter, +27-3043,Writers and Authors,Author, +27-3043,Writers and Authors,Biographer, +27-3043,Writers and Authors,Copy Writer, +27-3043,Writers and Authors,Copywriter, +27-3043,Writers and Authors,Lyricist, +27-3043,Writers and Authors,Novelist, +27-3043,Writers and Authors,Playwright,x +27-3043,Writers and Authors,Poet, +27-3043,Writers and Authors,Program Writer, +27-3043,Writers and Authors,Radio Script Writer, +27-3043,Writers and Authors,Screen Writer, +27-3043,Writers and Authors,Short Story Writer, +27-3043,Writers and Authors,Song Lyricist, +27-3043,Writers and Authors,Television Writer,x +27-3043,Writers and Authors,Verse Writer, +27-3091,Interpreters and Translators,American Sign Language Interpreter,x +27-3091,Interpreters and Translators,Court Interpreter,x +27-3091,Interpreters and Translators,Deaf Interpreter, +27-3091,Interpreters and Translators,Diplomatic Interpreter,x +27-3091,Interpreters and Translators,Language Translator, +27-3091,Interpreters and Translators,Translator, +27-3092,Court Reporters and Simultaneous Captioners,Court Recording Monitor, +27-3092,Court Reporters and Simultaneous Captioners,Court Stenographer,x +27-3092,Court Reporters and Simultaneous Captioners,Court Transcriber,x +27-3092,Court Reporters and Simultaneous Captioners,Deposition Reporter,x +27-3092,Court Reporters and Simultaneous Captioners,Realtime Captioner,x +27-3092,Court Reporters and Simultaneous Captioners,Stenocaptioner, +27-3092,Court Reporters and Simultaneous Captioners,Voice Writing Reporter, +27-3099,"Media and Communication Workers, All Other",Public Address Announcer, +27-3099,"Media and Communication Workers, All Other",Stage Technician,x +27-3099,"Media and Communication Workers, All Other",Train Announcer, +27-3099,"Media and Communication Workers, All Other",Train Caller, +27-4011,Audio and Video Technicians,Audio-Visual Production Specialist, +27-4011,Audio and Video Technicians,Event AV Operator, +27-4011,Audio and Video Technicians,Video Control Operator,x +27-4011,Audio and Video Technicians,Video Equipment Technician, +27-4011,Audio and Video Technicians,Video Production Assistant,x +27-4012,Broadcast Technicians,Broadcast Engineer,x +27-4012,Broadcast Technicians,Broadcast Maintenance Engineer, +27-4012,Broadcast Technicians,Broadcast Operations Engineer, +27-4012,Broadcast Technicians,Radio Station Audio Engineer, +27-4012,Broadcast Technicians,Radio/Television Technician, +27-4012,Broadcast Technicians,Remote Broadcast Engineer, +27-4012,Broadcast Technicians,Telecasting Engineer, +27-4012,Broadcast Technicians,Television Audio Engineer, +27-4014,Sound Engineering Technicians,Audio Recording Engineer,x +27-4014,Sound Engineering Technicians,Disc Recordist, +27-4014,Sound Engineering Technicians,Dub Room Engineer, +27-4014,Sound Engineering Technicians,Film Sound Engineer, +27-4014,Sound Engineering Technicians,Play Back Operator, +27-4014,Sound Engineering Technicians,Recording Engineer, +27-4014,Sound Engineering Technicians,Sound Assistant, +27-4014,Sound Engineering Technicians,Sound Cutter, +27-4014,Sound Engineering Technicians,Sound Designer, +27-4014,Sound Engineering Technicians,Sound Editor,x +27-4014,Sound Engineering Technicians,Sound Effects Technician,x +27-4015,Lighting Technicians,Dimmer Board Operator, +27-4015,Lighting Technicians,Gaffer,x +27-4015,Lighting Technicians,Lamp Operator,x +27-4015,Lighting Technicians,Spotlight Operator, +27-4021,Photographers,Advertising Photographer, +27-4021,Photographers,Aerial Photographer,x +27-4021,Photographers,Industrial Photographer, +27-4021,Photographers,Marine Photographer, +27-4021,Photographers,Medical Photographer,x +27-4021,Photographers,News Photographer, +27-4021,Photographers,Newspaper Photojournalist, +27-4021,Photographers,Photojournalist, +27-4021,Photographers,Portrait Photographer,x +27-4021,Photographers,School Photographer, +27-4021,Photographers,Wedding Photographer, +27-4031,"Camera Operators, Television, Video, and Film",Electronic News Gathering Camera Operator, +27-4031,"Camera Operators, Television, Video, and Film",Motion Picture Camera Operator, +27-4031,"Camera Operators, Television, Video, and Film",Movie Shot Camera Operator, +27-4031,"Camera Operators, Television, Video, and Film",News Camera Operator, +27-4031,"Camera Operators, Television, Video, and Film",News Videographer,x +27-4031,"Camera Operators, Television, Video, and Film",Television Camera Operator, +27-4031,"Camera Operators, Television, Video, and Film",Video Camera Operator, +27-4032,Film and Video Editors,Cue Selector,x +27-4032,Film and Video Editors,Electronic News Gathering Editor, +27-4032,Film and Video Editors,Film Editor,x +27-4032,Film and Video Editors,Movie Editor, +27-4032,Film and Video Editors,News Video Editor, +27-4032,Film and Video Editors,News Videotape Editor, +27-4032,Film and Video Editors,Tape Editor, +27-4032,Film and Video Editors,Television News Video Editor,x +27-4032,Film and Video Editors,Video Tape Transferrer, +27-4099,"Media and Communication Equipment Workers, All Other",Satellite Communications Operator,x +29-1011,Chiropractors,Chiropractic Doctor, +29-1011,Chiropractors,Chiropractic Physician,x +29-1021,"Dentists, General",Family Dentist,x +29-1022,Oral and Maxillofacial Surgeons,Dental Surgeon,x +29-1022,Oral and Maxillofacial Surgeons,Maxillofacial Surgeon, +29-1022,Oral and Maxillofacial Surgeons,Oral Surgeon, +29-1023,Orthodontists,Dentofacial Orthopedics Dentist,x +29-1023,Orthodontists,Invisible Braces Orthodontist,x +29-1023,Orthodontists,Pediatric Orthodontist,x +29-1024,Prosthodontists,Maxillofacial Prosthetics Dentist,x +29-1024,Prosthodontists,Maxillofacial Prosthodontist, +29-1024,Prosthodontists,Reconstructive Dentist,x +29-1029,"Dentists, All Other Specialists",Endodontist,x +29-1029,"Dentists, All Other Specialists",Maxillofacial Pathology, +29-1029,"Dentists, All Other Specialists",Oral Pathologist,x +29-1029,"Dentists, All Other Specialists",Pediatric Dentist, +29-1029,"Dentists, All Other Specialists",Pedodontist, +29-1029,"Dentists, All Other Specialists",Periodontist,x +29-1029,"Dentists, All Other Specialists",Public Health Dentist, +29-1031,Dietitians and Nutritionists,Clinical Dietitian,x +29-1031,Dietitians and Nutritionists,Dietitian, +29-1031,Dietitians and Nutritionists,Nutritionist, +29-1031,Dietitians and Nutritionists,Pediatric Dietician,x +29-1031,Dietitians and Nutritionists,Public Health Dietitian, +29-1031,Dietitians and Nutritionists,Public Health Nutritionist,x +29-1031,Dietitians and Nutritionists,Research Dietitian, +29-1031,Dietitians and Nutritionists,Sports Nutritionist, +29-1031,Dietitians and Nutritionists,Therapeutic Dietitian, +29-1041,Optometrists,Doctor of Optometry,x +29-1051,Pharmacists,Apothecary,x +29-1051,Pharmacists,Clinical Pharmacist, +29-1051,Pharmacists,Druggist, +29-1051,Pharmacists,Hospital Pharmacist,x +29-1051,Pharmacists,Registered Pharmacist, +29-1071,Physician Assistants,Anesthesiologist Assistant,x +29-1071,Physician Assistants,Certified Physician's Assistant, +29-1071,Physician Assistants,Family Practice Physician Assistant,x +29-1071,Physician Assistants,Orthopaedic Physician Assistant, +29-1071,Physician Assistants,Orthopedic Physician Assistant, +29-1071,Physician Assistants,Pediatric Physician Assistant, +29-1071,Physician Assistants,Radiology Practitioner Assistant, +29-1081,Podiatrists,Chiropodist,x +29-1081,Podiatrists,Doctor of Podiatric Medicine, +29-1081,Podiatrists,Foot and Ankle Surgeon, +29-1081,Podiatrists,Foot Doctor,x +29-1081,Podiatrists,Foot Orthopedist,x +29-1081,Podiatrists,Orthopedic Podiatrist, +29-1081,Podiatrists,Podiatric Physician, +29-1122,Occupational Therapists,Occupational Therapist, +29-1122,Occupational Therapists,OT, +29-1122,Occupational Therapists,Registered Occupational Therapist,x +29-1123,Physical Therapists,Cardiopulmonary Physical Therapist, +29-1123,Physical Therapists,Geriatric Physical Therapist,x +29-1123,Physical Therapists,Orthopedic Physical Therapist, +29-1123,Physical Therapists,Pediatric Physical Therapist, +29-1123,Physical Therapists,Physiotherapist,x +29-1123,Physical Therapists,PT, +29-1123,Physical Therapists,Pulmonary Physical Therapist,x +29-1123,Physical Therapists,Sports Physical Therapist, +29-1124,Radiation Therapists,Radiation Therapy Technologist,x +29-1124,Radiation Therapists,Registered Radiation Therapist, +29-1125,Recreational Therapists,Certified Recreational Therapist,x +29-1125,Recreational Therapists,Certified Therapeutic Recreation Specialist, +29-1125,Recreational Therapists,CTRS, +29-1125,Recreational Therapists,Drama Therapist,x +29-1125,Recreational Therapists,Therapeutic Recreation Specialist,x +29-1126,Respiratory Therapists,Certified Respiratory Therapist, +29-1126,Respiratory Therapists,CRT, +29-1126,Respiratory Therapists,Inhalation Therapist,x +29-1126,Respiratory Therapists,Oxygen Therapist,x +29-1126,Respiratory Therapists,Registered Respiratory Therapist,x +29-1126,Respiratory Therapists,Respiratory Therapist, +29-1126,Respiratory Therapists,RRT, +29-1127,Speech-Language Pathologists,Language Pathologist, +29-1127,Speech-Language Pathologists,Public School Speech Clinician, +29-1127,Speech-Language Pathologists,Public School Speech Therapist,x +29-1127,Speech-Language Pathologists,Speech and Language Specialist, +29-1127,Speech-Language Pathologists,Speech Clinician,x +29-1127,Speech-Language Pathologists,Speech Pathologist, +29-1127,Speech-Language Pathologists,Speech Therapist,x +29-1128,Exercise Physiologists,Applied Exercise Physiologist,x +29-1128,Exercise Physiologists,Clinical Exercise Physiologist,x +29-1128,Exercise Physiologists,Kinesiotherapist,x +29-1129,"Therapists, All Other",Art Therapist,x +29-1129,"Therapists, All Other",Auriculotherapist, +29-1129,"Therapists, All Other",Educational Therapist, +29-1129,"Therapists, All Other",Hydrotherapist,x +29-1129,"Therapists, All Other",Music Therapist,x +29-1129,"Therapists, All Other",Peripatologist, +29-1131,Veterinarians,Animal Pathologist, +29-1131,Veterinarians,Animal Surgeon,x +29-1131,Veterinarians,Doctor of Veterinary Medicine, +29-1131,Veterinarians,Doctor of Veterinary Medicine (DVM),x +29-1131,Veterinarians,Equine Veterinarian, +29-1131,Veterinarians,Large Animal Veterinarian, +29-1131,Veterinarians,Poultry Pathologist, +29-1131,Veterinarians,Public Health Veterinarian, +29-1131,Veterinarians,Small Animal Veterinarian, +29-1131,Veterinarians,Veterinary Cardiologist,x +29-1131,Veterinarians,Veterinary Medicine Scientist,x +29-1131,Veterinarians,Veterinary Radiologist,x +29-1131,Veterinarians,Wildlife Veterinarian,x +29-1141,Registered Nurses,CCU Nurse, +29-1141,Registered Nurses,Clinical Nurse Specialist, +29-1141,Registered Nurses,CNS, +29-1141,Registered Nurses,Community Health Nurse, +29-1141,Registered Nurses,Coronary Care Unit Nurse,x +29-1141,Registered Nurses,Emergency Room RN, +29-1141,Registered Nurses,Endoscopy Registered Nurse, +29-1141,Registered Nurses,Hospice Registered Nurse,x +29-1141,Registered Nurses,Obstetrical Nurse, +29-1141,Registered Nurses,Oncology Registered Nurse, +29-1141,Registered Nurses,PACU Nurse, +29-1141,Registered Nurses,Pediatric Registered Nurse, +29-1141,Registered Nurses,Post-Anesthesia Care Unit Nurse, +29-1141,Registered Nurses,Psychiatric Nurse,x +29-1141,Registered Nurses,RN, +29-1141,Registered Nurses,Triage Registered Nurse, +29-1151,Nurse Anesthetists,Certified Registered Nurse Anesthetist, +29-1151,Nurse Anesthetists,Certified Registered Nurse Anesthetist (CRNA),x +29-1151,Nurse Anesthetists,DNAP, +29-1151,Nurse Anesthetists,Doctor of Nurse Anesthesia Practice, +29-1161,Nurse Midwives,Certified Nurse Midwife, +29-1161,Nurse Midwives,Certified Nurse Midwife (CNM),x +29-1171,Nurse Practitioners,Acute Care Nurse Practitioner, +29-1171,Nurse Practitioners,Adult Nurse Practitioner, +29-1171,Nurse Practitioners,Cardiology Nurse Practitioner,x +29-1171,Nurse Practitioners,Certified Nurse Practitioner, +29-1171,Nurse Practitioners,Certified Pediatric Nurse Practitioner, +29-1171,Nurse Practitioners,Certified Registered Nurse Practitioner, +29-1171,Nurse Practitioners,Dermatology Nurse Practitioner, +29-1171,Nurse Practitioners,Electrophysiology Nurse Practitioner, +29-1171,Nurse Practitioners,Emergency Medicine Nurse Practitioner, +29-1171,Nurse Practitioners,Family Health Nurse Practitioner, +29-1171,Nurse Practitioners,Family Practice Nurse Practitioner,x +29-1171,Nurse Practitioners,Gastroenterology Nurse Practitioner, +29-1171,Nurse Practitioners,Gerontological Nurse Practitioner,x +29-1171,Nurse Practitioners,Internal Medicine Nurse Practitioner, +29-1171,Nurse Practitioners,Neurosurgical Nurse Practitioner, +29-1171,Nurse Practitioners,NP, +29-1171,Nurse Practitioners,Obstetrics-Gynecology Nurse Practitioner, +29-1171,Nurse Practitioners,Orthopedic Nurse Practitioner, +29-1171,Nurse Practitioners,Palliative Care Nurse Practitioner, +29-1171,Nurse Practitioners,Pediatric Nurse Practitioner, +29-1171,Nurse Practitioners,Surgical Nurse Practitioner, +29-1181,Audiologists,Clinical Audiologist,x +29-1181,Audiologists,Dispensing Audiologist, +29-1181,Audiologists,Educational Audiologist, +29-1181,Audiologists,Hearing Therapist, +29-1181,Audiologists,Licensed Audiologist, +29-1181,Audiologists,Pediatric Audiologist,x +29-1211,Anesthesiologists,Ambulatory Anesthesiologist,x +29-1211,Anesthesiologists,Anaesthesiologist, +29-1211,Anesthesiologists,Anesthetist, +29-1211,Anesthesiologists,Attending Anesthesiologist, +29-1211,Anesthesiologists,Obstetrical Anesthesiologist,x +29-1211,Anesthesiologists,Staff Anesthetist, +29-1212,Cardiologists,Electrophysiology Cardiologist,x +29-1212,Cardiologists,Interventional Cardiologist,x +29-1213,Dermatologists,Dermatopathologist,x +29-1213,Dermatologists,Procedural Dermatologist,x +29-1214,Emergency Medicine Physicians,Critical Care Physician,x +29-1214,Emergency Medicine Physicians,Disaster Medicine Physician,x +29-1214,Emergency Medicine Physicians,Emergency Medicine Specialist, +29-1215,Family Medicine Physicians,Board Certified Family Physician, +29-1215,Family Medicine Physicians,Family Physician, +29-1215,Family Medicine Physicians,Family Practice Medical Doctor, +29-1215,Family Medicine Physicians,Family Practice Physician,x +29-1215,Family Medicine Physicians,Family Practitioner, +29-1215,Family Medicine Physicians,General Practitioner,x +29-1215,Family Medicine Physicians,GP Doctor, +29-1216,General Internal Medicine Physicians,General Internal Medicine Doctor, +29-1216,General Internal Medicine Physicians,General Internist,x +29-1216,General Internal Medicine Physicians,Internal Medicine Physician,x +29-1216,General Internal Medicine Physicians,Internist,x +29-1217,Neurologists,Clinical Neuromuscular Pathologist,x +29-1217,Neurologists,Epileptologist,x +29-1217,Neurologists,Headache Specialist,x +29-1218,Obstetricians and Gynecologists,Gynecological Oncologist,x +29-1218,Obstetricians and Gynecologists,Gynecologist, +29-1218,Obstetricians and Gynecologists,Maternal-Fetal Medicine Physician,x +29-1218,Obstetricians and Gynecologists,OB Specialist,x +29-1218,Obstetricians and Gynecologists,OB/GYN,x +29-1218,Obstetricians and Gynecologists,OB/GYN Physician, +29-1218,Obstetricians and Gynecologists,Obstetrician, +29-1218,Obstetricians and Gynecologists,Obstetrician/Gynecologist, +29-1221,"Pediatricians, General",General Pediatrician, +29-1221,"Pediatricians, General",Internal Medicine Pediatrician,x +29-1221,"Pediatricians, General",Neonatal Doctor, +29-1221,"Pediatricians, General",Neonatologist, +29-1221,"Pediatricians, General",Paediatrician,x +29-1221,"Pediatricians, General",Pediatric Cardiologist,x +29-1221,"Pediatricians, General",Pediatrist,x +29-1221,"Pediatricians, General",Primary Care Pediatrician,x +29-1222,"Physicians, Pathologists",Clinical Pathologist,x +29-1222,"Physicians, Pathologists",Immunopathologist,x +29-1222,"Physicians, Pathologists",Neuropathologist,x +29-1223,Psychiatrists,Addiction Psychiatrist,x +29-1223,Psychiatrists,Child Psychiatrist, +29-1223,Psychiatrists,Clinical Psychiatrist, +29-1223,Psychiatrists,Forensic Psychiatrist,x +29-1223,Psychiatrists,Geriatric Psychiatrist,x +29-1223,Psychiatrists,Neuropsychiatrist,x +29-1223,Psychiatrists,Pediatric Psychiatrist, +29-1223,Psychiatrists,Staff Psychiatrist, +29-1224,Radiologists,Diagnostic Radiologist,x +29-1224,Radiologists,Interventional Radiologist,x +29-1229,"Physicians, All Other",Gastroenterologist,x +29-1229,"Physicians, All Other",Immunologist, +29-1229,"Physicians, All Other",Nephrologist, +29-1229,"Physicians, All Other",Oncologist,x +29-1229,"Physicians, All Other",Physiatrist, +29-1229,"Physicians, All Other",Pulmonary Physician, +29-1229,"Physicians, All Other",Pulmonologist,x +29-1229,"Physicians, All Other",Rheumatologist, +29-1241,"Ophthalmologists, Except Pediatric",Cornea and External Disease Physician,x +29-1241,"Ophthalmologists, Except Pediatric",Viteroretinal Disease Physician,x +29-1242,"Orthopedic Surgeons, Except Pediatric",Joint Preservationist,x +29-1242,"Orthopedic Surgeons, Except Pediatric",Orthopaedic Surgeon, +29-1242,"Orthopedic Surgeons, Except Pediatric",Orthopedic Sports Medicine Physician,x +29-1242,"Orthopedic Surgeons, Except Pediatric",Orthopedic Surgeon, +29-1243,Pediatric Surgeons,Pediatric Neurosurgeon,x +29-1243,Pediatric Surgeons,Pediatric Vascular Surgeon,x +29-1249,"Surgeons, All Other",Aviation Medicine Specialist, +29-1249,"Surgeons, All Other",Brain Surgeon, +29-1249,"Surgeons, All Other",Cardiac Surgeon, +29-1249,"Surgeons, All Other",Cardiovascular Surgeon, +29-1249,"Surgeons, All Other",Colorectal Surgeon, +29-1249,"Surgeons, All Other",Neurological Surgeon,x +29-1249,"Surgeons, All Other",Neurosurgeon, +29-1249,"Surgeons, All Other",Otolaryngologist,x +29-1249,"Surgeons, All Other",Plastic Surgeon, +29-1249,"Surgeons, All Other",Reconstructive Surgeon, +29-1249,"Surgeons, All Other",Surgical Oncologist, +29-1249,"Surgeons, All Other",Thoracic Surgeon,x +29-1249,"Surgeons, All Other",Urologist,x +29-1249,"Surgeons, All Other",Vascular Surgeon, +29-1291,Acupuncturists,Acupuncture Physician,x +29-1291,Acupuncturists,Licensed Acupuncturist,x +29-1292,Dental Hygienists,Oral Hygienist,x +29-1292,Dental Hygienists,RDH, +29-1292,Dental Hygienists,Registered Dental Hygienist,x +29-1299,"Healthcare Diagnosing or Treating Practitioners, All Other",Homeopathic Doctor,x +29-1299,"Healthcare Diagnosing or Treating Practitioners, All Other",Hypnotherapist, +29-1299,"Healthcare Diagnosing or Treating Practitioners, All Other",Naturopath, +29-1299,"Healthcare Diagnosing or Treating Practitioners, All Other",Naturopathic Doctor, +29-1299,"Healthcare Diagnosing or Treating Practitioners, All Other",Naturopathic Physician,x +29-2011,Medical and Clinical Laboratory Technologists,Biochemistry Technologist, +29-2011,Medical and Clinical Laboratory Technologists,Blood Bank Laboratory Technologist,x +29-2011,Medical and Clinical Laboratory Technologists,Chief Medical Technologist, +29-2011,Medical and Clinical Laboratory Technologists,Clinical Laboratory Technologist, +29-2011,Medical and Clinical Laboratory Technologists,Cytogenetic Technologist,x +29-2011,Medical and Clinical Laboratory Technologists,Cytologist, +29-2011,Medical and Clinical Laboratory Technologists,Cytotechnologist, +29-2011,Medical and Clinical Laboratory Technologists,Histologist Technologist, +29-2011,Medical and Clinical Laboratory Technologists,Histotechnologist, +29-2011,Medical and Clinical Laboratory Technologists,Immunohematologist,x +29-2011,Medical and Clinical Laboratory Technologists,Pathology Laboratory Technologist, +29-2011,Medical and Clinical Laboratory Technologists,Tissue Technologist, +29-2012,Medical and Clinical Laboratory Technicians,Blood Bank Laboratory Technician, +29-2012,Medical and Clinical Laboratory Technicians,Hematology Technician, +29-2012,Medical and Clinical Laboratory Technicians,Hemodialysis Technician, +29-2012,Medical and Clinical Laboratory Technicians,Histologic Aide, +29-2012,Medical and Clinical Laboratory Technicians,Histologic Technician, +29-2012,Medical and Clinical Laboratory Technicians,Histology Technician,x +29-2012,Medical and Clinical Laboratory Technicians,Histotechnician, +29-2012,Medical and Clinical Laboratory Technicians,Neurology Technician, +29-2012,Medical and Clinical Laboratory Technicians,Pathology Technician,x +29-2012,Medical and Clinical Laboratory Technicians,Serology Technician,x +29-2031,Cardiovascular Technologists and Technicians,Cardiac Catheterization Laboratory Technologist, +29-2031,Cardiovascular Technologists and Technicians,Cardiac Catheterization Technologist,x +29-2031,Cardiovascular Technologists and Technicians,Cardiac Monitor Technician, +29-2031,Cardiovascular Technologists and Technicians,Cardiac Technician, +29-2031,Cardiovascular Technologists and Technicians,Cardiopulmonary Technologist, +29-2031,Cardiovascular Technologists and Technicians,Cardiovascular Interventional Technologist, +29-2031,Cardiovascular Technologists and Technicians,Cardiovascular Technologist, +29-2031,Cardiovascular Technologists and Technicians,EKG Technician,x +29-2031,Cardiovascular Technologists and Technicians,Electrocardiogram Technician, +29-2031,Cardiovascular Technologists and Technicians,Electrocardiograph Operator, +29-2031,Cardiovascular Technologists and Technicians,Pulmonary Function Technologist, +29-2032,Diagnostic Medical Sonographers,Cardiac/Vascular Sonographer, +29-2032,Diagnostic Medical Sonographers,Echocardiogram Technician, +29-2032,Diagnostic Medical Sonographers,Echocardiographer,x +29-2032,Diagnostic Medical Sonographers,Echocardiographic Technologist, +29-2032,Diagnostic Medical Sonographers,Echocardiography Technician, +29-2032,Diagnostic Medical Sonographers,Echocardiology Technologist, +29-2032,Diagnostic Medical Sonographers,Registered Diagnostic Medical Sonographer,x +29-2032,Diagnostic Medical Sonographers,Sonographer, +29-2032,Diagnostic Medical Sonographers,Ultrasonographer, +29-2032,Diagnostic Medical Sonographers,Ultrasound Technician, +29-2032,Diagnostic Medical Sonographers,Ultrasound Technologist,x +29-2033,Nuclear Medicine Technologists,Certified Nuclear Medicine Technologist,x +29-2033,Nuclear Medicine Technologists,Isotope Technologist, +29-2033,Nuclear Medicine Technologists,Nuclear Cardiology Technologist,x +29-2033,Nuclear Medicine Technologists,Nuclear Medical Technologist, +29-2033,Nuclear Medicine Technologists,Radioisotope Technologist,x +29-2033,Nuclear Medicine Technologists,Registered Nuclear Medicine Technologist, +29-2034,Radiologic Technologists and Technicians,Computed Axial Tomography Technologist, +29-2034,Radiologic Technologists and Technicians,Computed Tomography (CT) Scanner Operator,x +29-2034,Radiologic Technologists and Technicians,Radiologic Technician, +29-2034,Radiologic Technologists and Technicians,Registered Radiologic Technologist, +29-2034,Radiologic Technologists and Technicians,Skiagrapher, +29-2034,Radiologic Technologists and Technicians,X-Ray Technician,x +29-2035,Magnetic Resonance Imaging Technologists,Computed Tomography/Magnetic Resonance Imaging (CT/MRI) Technologist,x +29-2035,Magnetic Resonance Imaging Technologists,MRI Technologist,x +29-2036,Medical Dosimetrists,Certified Medical Dosimetrist,x +29-2036,Medical Dosimetrists,Qualified Medical Dosimetrist,x +29-2042,Emergency Medical Technicians,EMT,x +29-2042,Emergency Medical Technicians,EMT-B, +29-2042,Emergency Medical Technicians,EMT-I/85, +29-2042,Emergency Medical Technicians,EMT-I/99, +29-2043,Paramedics,Ambulance Driver-Paramedic, +29-2043,Paramedics,Flight Paramedic,x +29-2051,Dietetic Technicians,Clinical Dietetic Technician, +29-2051,Dietetic Technicians,Cook Chill Technician, +29-2051,Dietetic Technicians,Dietary Aide, +29-2051,Dietetic Technicians,Dietary Technician,x +29-2051,Dietetic Technicians,DTR, +29-2051,Dietetic Technicians,Nutrition Technician, +29-2051,Dietetic Technicians,Registered Diet Technician,x +29-2052,Pharmacy Technicians,Certified Pharmacy Technician,x +29-2052,Pharmacy Technicians,CPHT, +29-2052,Pharmacy Technicians,Pharmacist Technician,x +29-2052,Pharmacy Technicians,Pharmacy Laboratory Technician, +29-2053,Psychiatric Technicians,Behavioral Health Technician,x +29-2053,Psychiatric Technicians,Mental Health Technician,x +29-2055,Surgical Technologists,Certified Surgical Technologist,x +29-2055,Surgical Technologists,Operating Room Technician, +29-2055,Surgical Technologists,OR Tech,x +29-2055,Surgical Technologists,Surgical Scrub Technologist,x +29-2056,Veterinary Technologists and Technicians,Certified Veterinary Technician, +29-2056,Veterinary Technologists and Technicians,Licensed Veterinary Technician, +29-2056,Veterinary Technologists and Technicians,LVT, +29-2056,Veterinary Technologists and Technicians,Registered Veterinary Technician, +29-2056,Veterinary Technologists and Technicians,Veterinary Lab Tech, +29-2056,Veterinary Technologists and Technicians,Veterinary Laboratory Technician,x +29-2056,Veterinary Technologists and Technicians,Veterinary Surgery Technician, +29-2056,Veterinary Technologists and Technicians,Veterinary Surgery Technologist,x +29-2056,Veterinary Technologists and Technicians,Veterinary Technologist, +29-2056,Veterinary Technologists and Technicians,Veterinary X-Ray Operator,x +29-2057,Ophthalmic Medical Technicians,Ocular Care Technologist,x +29-2057,Ophthalmic Medical Technicians,Ophthalmic Technologist,x +29-2061,Licensed Practical and Licensed Vocational Nurses,Licensed Practical Nurse, +29-2061,Licensed Practical and Licensed Vocational Nurses,Licensed Vocational Nurse, +29-2061,Licensed Practical and Licensed Vocational Nurses,LP Nurse, +29-2061,Licensed Practical and Licensed Vocational Nurses,LPN,x +29-2061,Licensed Practical and Licensed Vocational Nurses,LVN,x +29-2061,Licensed Practical and Licensed Vocational Nurses,Pediatric Licensed Practical Nurse,x +29-2061,Licensed Practical and Licensed Vocational Nurses,Triage Licensed Practical Nurse, +29-2072,Medical Records Specialists,Health Information Coder,x +29-2072,Medical Records Specialists,Health Records Technician, +29-2072,Medical Records Specialists,Medical Bill Coder,x +29-2081,"Opticians, Dispensing",Certified Optician, +29-2081,"Opticians, Dispensing",Contact Lens Fitter,x +29-2081,"Opticians, Dispensing",Eyeglass Fitter,x +29-2081,"Opticians, Dispensing",Licensed Dispensing Optician, +29-2081,"Opticians, Dispensing",Licensed Optical Dispenser, +29-2081,"Opticians, Dispensing",Licensed Optician, +29-2081,"Opticians, Dispensing",Optical Dispenser, +29-2081,"Opticians, Dispensing",Optician, +29-2091,Orthotists and Prosthetists,American Board Certified Orthotist, +29-2091,Orthotists and Prosthetists,Artificial Limb Fitter,x +29-2091,Orthotists and Prosthetists,Certified Orthotic Fitter,x +29-2091,Orthotists and Prosthetists,Certified Prosthetist/Orthotist, +29-2091,Orthotists and Prosthetists,Licensed Prosthetist, +29-2091,Orthotists and Prosthetists,Orthotic/Prosthetic Practitioner, +29-2091,Orthotists and Prosthetists,Orthotist, +29-2091,Orthotists and Prosthetists,Pedorthist,x +29-2091,Orthotists and Prosthetists,Prosthetist, +29-2092,Hearing Aid Specialists,Hearing Aid Fitter,x +29-2092,Hearing Aid Specialists,Hearing Aid Technician,x +29-2092,Hearing Aid Specialists,Hearing Instrument Specialist,x +29-2099,"Health Technologists and Technicians, All Other",Certified Respiratory Therapy Technician, +29-2099,"Health Technologists and Technicians, All Other",CRTT, +29-2099,"Health Technologists and Technicians, All Other",Dialysis Technician,x +29-2099,"Health Technologists and Technicians, All Other",Electroencephalogram (EEG) Technologist,x +29-2099,"Health Technologists and Technicians, All Other",Electroneurodiagnostic Technologist,x +29-2099,"Health Technologists and Technicians, All Other",Encephalographer, +29-2099,"Health Technologists and Technicians, All Other",Oxygen Therapy Technician, +29-2099,"Health Technologists and Technicians, All Other",Perfusionist, +29-2099,"Health Technologists and Technicians, All Other",Polysomnograph Tech,x +29-2099,"Health Technologists and Technicians, All Other",Respiratory Therapy Technician, +29-9021,Health Information Technologists and Medical Registrars,Cancer Registrar,x +29-9021,Health Information Technologists and Medical Registrars,Clinical Informatics Analyst, +29-9021,Health Information Technologists and Medical Registrars,Health Informatics Specialist,x +29-9021,Health Information Technologists and Medical Registrars,Health Information Analyst,x +29-9021,Health Information Technologists and Medical Registrars,Health Information Systems Technician, +29-9091,Athletic Trainers,Certified Athletic Trainer,x +29-9091,Athletic Trainers,Clinical Athletic Instructor, +29-9091,Athletic Trainers,Resident Athletic Trainer, +29-9092,Genetic Counselors,Certified Genetic Counselor, +29-9092,Genetic Counselors,Chromosomal Disorders Counselor,x +29-9092,Genetic Counselors,Mitochondrial Disorders Counselor,x +29-9092,Genetic Counselors,Prenatal Genetic Counselor,x +29-9093,Surgical Assistants,Surgical First Assistant,x +29-9099,"Healthcare Practitioners and Technical Workers, All Other",Podiatric Technician,x +29-9099,"Healthcare Practitioners and Technical Workers, All Other",Traditional Chinese Herbalist,x +31-1121,Home Health Aides,Home Health Attendant,x +31-1121,Home Health Aides,Home Hospice Aide,x +31-1122,Personal Care Aides,Blind Aide, +31-1122,Personal Care Aides,Blind Escort,x +31-1122,Personal Care Aides,Elderly Companion,x +31-1122,Personal Care Aides,Geriatric Personal Care Aide,x +31-1122,Personal Care Aides,Personal Support Worker, +31-1131,Nursing Assistants,C.N.A., +31-1131,Nursing Assistants,Certified Nurse Aide,x +31-1131,Nursing Assistants,Certified Nursing Assistant,x +31-1131,Nursing Assistants,Hospital Aide, +31-1131,Nursing Assistants,Hospital Attendant, +31-1131,Nursing Assistants,Nursing Aide, +31-1131,Nursing Assistants,Nursing Attendant, +31-1131,Nursing Assistants,Nursing Care Attendant,x +31-1132,Orderlies,Emergency Room Orderly, +31-1132,Orderlies,Hospital Orderly,x +31-1132,Orderlies,Medical Orderly,x +31-1132,Orderlies,Surgical Orderly,x +31-1133,Psychiatric Aides,Mental Health Orderly,x +31-1133,Psychiatric Aides,Psychiatric Nursing Aide,x +31-1133,Psychiatric Aides,Psychiatric Orderly, +31-1133,Psychiatric Aides,Psychiatric Technician Assistant,x +31-2011,Occupational Therapy Assistants,Certified Occupational Therapy Assistant,x +31-2011,Occupational Therapy Assistants,COTA, +31-2011,Occupational Therapy Assistants,Licensed Occupational Therapy Assistant,x +31-2011,Occupational Therapy Assistants,Occupational Therapist Assistants, +31-2012,Occupational Therapy Aides,Certified Occupational Rehabilitation Aide, +31-2012,Occupational Therapy Aides,Occupational Rehabilitation Aide,x +31-2012,Occupational Therapy Aides,Occupational Therapist Aide,x +31-2012,Occupational Therapy Aides,OT Aide, +31-2012,Occupational Therapy Aides,Rehabilitation Services Aide, +31-2021,Physical Therapist Assistants,Licensed Physical Therapist Assistant,x +31-2021,Physical Therapist Assistants,LPTA, +31-2021,Physical Therapist Assistants,Physical Therapy Assistant, +31-2021,Physical Therapist Assistants,Physical Therapy Technician, +31-2021,Physical Therapist Assistants,Physiotherapy Assistant,x +31-2022,Physical Therapist Aides,Clinical Rehabilitation Aide,x +31-2022,Physical Therapist Aides,Physical Therapy Aide,x +31-2022,Physical Therapist Aides,Physiotherapy Aide, +31-9011,Massage Therapists,Deep Tissue Massage Therapist,x +31-9011,Massage Therapists,Licensed Massage Practitioner, +31-9011,Massage Therapists,Licensed Massage Therapist,x +31-9011,Massage Therapists,Masseur, +31-9011,Massage Therapists,Masseuse, +31-9011,Massage Therapists,Massotherapist, +31-9011,Massage Therapists,Rolfer, +31-9011,Massage Therapists,Swedish Masseuse,x +31-9091,Dental Assistants,Certified Dental Assistant,x +31-9091,Dental Assistants,Dental Aide, +31-9091,Dental Assistants,Expanded Functions Dental Assistant, +31-9091,Dental Assistants,Orthodontic Assistant,x +31-9091,Dental Assistants,Orthodontist Assistant, +31-9091,Dental Assistants,Registered Dental Assistant, +31-9091,Dental Assistants,Surgical Dental Assistant, +31-9092,Medical Assistants,Autopsy Assistant, +31-9092,Medical Assistants,Certified Medical Assistant, +31-9092,Medical Assistants,Chiropractic Assistant,x +31-9092,Medical Assistants,Clinical Medical Assistant, +31-9092,Medical Assistants,Morgue Attendant,x +31-9092,Medical Assistants,Ocular Care Aide, +31-9092,Medical Assistants,Optometric Aide, +31-9092,Medical Assistants,Optometrist Assistant, +31-9092,Medical Assistants,Optometry Assistant, +31-9092,Medical Assistants,Orthopedic Cast Specialist,x +31-9092,Medical Assistants,Podiatric Aide, +31-9093,Medical Equipment Preparers,Central Sterile Supply Technician,x +31-9093,Medical Equipment Preparers,Certified Registered Central Service Technician, +31-9093,Medical Equipment Preparers,Health Equipment Servicer, +31-9093,Medical Equipment Preparers,Medical Supply Technician, +31-9093,Medical Equipment Preparers,Oxygen Equipment Preparer, +31-9093,Medical Equipment Preparers,Sterile Preparation Technician, +31-9093,Medical Equipment Preparers,Sterile Processing and Distribution Technician, +31-9093,Medical Equipment Preparers,Sterile Processing Technician, +31-9093,Medical Equipment Preparers,Sterilization Specialist,x +31-9093,Medical Equipment Preparers,Sterilization Technician, +31-9094,Medical Transcriptionists,Certified Medical Transcriptionist, +31-9094,Medical Transcriptionists,Medical Record Transcriber, +31-9094,Medical Transcriptionists,Medical Stenographer,x +31-9094,Medical Transcriptionists,Medical Transcriber,x +31-9094,Medical Transcriptionists,Pathology Transcriptionist,x +31-9094,Medical Transcriptionists,Radiology Transcriptionist, +31-9094,Medical Transcriptionists,Registered Medical Transcriptionist, +31-9095,Pharmacy Aides,Certified Pharmacist Assistant, +31-9095,Pharmacy Aides,Pharmacist Aide, +31-9095,Pharmacy Aides,Pharmacist Assistant,x +31-9095,Pharmacy Aides,Pharmacy Assistant, +31-9095,Pharmacy Aides,Pharmacy Clerk,x +31-9095,Pharmacy Aides,Prescription Clerk,x +31-9096,Veterinary Assistants and Laboratory Animal Caretakers,Laboratory Animal Caretaker, +31-9096,Veterinary Assistants and Laboratory Animal Caretakers,Veterinarian Assistant, +31-9096,Veterinary Assistants and Laboratory Animal Caretakers,Veterinarian Helper,x +31-9096,Veterinary Assistants and Laboratory Animal Caretakers,Veterinary Attendant,x +31-9097,Phlebotomists,Certified Phlebotomy Technician, +31-9097,Phlebotomists,Phlebotomy Technician,x +31-9097,Phlebotomists,Venipuncturist,x +31-9099,"Healthcare Support Workers, All Other",Ortho/Prosthetic Aide,x +33-1011,First-Line Supervisors of Correctional Officers,Chief Jailer, +33-1011,First-Line Supervisors of Correctional Officers,Correctional Officer Sergeant, +33-1011,First-Line Supervisors of Correctional Officers,Correctional Supervisor, +33-1011,First-Line Supervisors of Correctional Officers,Corrections Sergeant,x +33-1011,First-Line Supervisors of Correctional Officers,Prison Guard Supervisor,x +33-1012,First-Line Supervisors of Police and Detectives,Commanding Officer Homicide Squad,x +33-1012,First-Line Supervisors of Police and Detectives,Detective Lieutenant,x +33-1012,First-Line Supervisors of Police and Detectives,Detective Supervisor, +33-1012,First-Line Supervisors of Police and Detectives,Police Lieutenant,x +33-1012,First-Line Supervisors of Police and Detectives,Traffic Lieutenant, +33-1012,First-Line Supervisors of Police and Detectives,Traffic Sergeant,x +33-1021,First-Line Supervisors of Fire Fighting and Prevention Workers,Fire Lieutenant,x +33-1021,First-Line Supervisors of Fire Fighting and Prevention Workers,Municipal Fire Fighting and Prevention Supervisor,x +33-1021,First-Line Supervisors of Fire Fighting and Prevention Workers,Supervising Fire Marshal,x +33-1091,First-Line Supervisors of Security Workers,Loss Prevention Supervisor,x +33-1091,First-Line Supervisors of Security Workers,Security Guard Supervisor,x +33-1091,First-Line Supervisors of Security Workers,Transportation Security Administration (TSA) Screener Supervisor, +33-1091,First-Line Supervisors of Security Workers,TSA Screener Supervisor,x +33-1099,"First-Line Supervisors of Protective Service Workers, All Other",Animal Control Supervisor, +33-1099,"First-Line Supervisors of Protective Service Workers, All Other",Animal Cruelty Investigation Supervisor,x +33-2011,Firefighters,Fire Engine Pump Operator,x +33-2011,Firefighters,Fire Equipment Operator, +33-2011,Firefighters,Fire Fighter, +33-2011,Firefighters,Forest Firefighter,x +33-2011,Firefighters,Marine Firefighter,X +33-2011,Firefighters,Municipal Firefighter, +33-2011,Firefighters,Smoke Jumper,x +33-2011,Firefighters,Wildland Firefighter, +33-2021,Fire Inspectors and Investigators,Arson Investigator,X +33-2021,Fire Inspectors and Investigators,Certified Fire and Explosion Investigator, +33-2021,Fire Inspectors and Investigators,Certified Fire Investigator, +33-2021,Fire Inspectors and Investigators,Certified Vehicle Fire Investigator,x +33-2021,Fire Inspectors and Investigators,CFEI, +33-2021,Fire Inspectors and Investigators,Fire Hazard Inspector,x +33-2021,Fire Inspectors and Investigators,Fire Investigator, +33-2021,Fire Inspectors and Investigators,Fire Prevention Inspector,x +33-2021,Fire Inspectors and Investigators,Fire Safety Inspector, +33-2022,Forest Fire Inspectors and Prevention Specialists,Environmental Protection Fire Control Officer,x +33-2022,Forest Fire Inspectors and Prevention Specialists,Fire Operations Forester, +33-2022,Forest Fire Inspectors and Prevention Specialists,Fire Ranger, +33-2022,Forest Fire Inspectors and Prevention Specialists,Forest Fire Control Officer,x +33-2022,Forest Fire Inspectors and Prevention Specialists,Forest Fire Officer, +33-2022,Forest Fire Inspectors and Prevention Specialists,Wildfire Prevention Specialist,x +33-2022,Forest Fire Inspectors and Prevention Specialists,Wildland Fire Operations Specialist, +33-3011,Bailiffs,City Bailiff, +33-3011,Bailiffs,County Bailiff, +33-3011,Bailiffs,Court Bailiff,x +33-3011,Bailiffs,Court Officer, +33-3011,Bailiffs,Court Security Officer,x +33-3011,Bailiffs,Deputy Bailiff,x +33-3012,Correctional Officers and Jailers,Certified Detention Deputy,x +33-3012,Correctional Officers and Jailers,Convict Guard, +33-3012,Correctional Officers and Jailers,Correction Officer, +33-3012,Correctional Officers and Jailers,Correctional Guard, +33-3012,Correctional Officers and Jailers,Correctional Sergeant, +33-3012,Correctional Officers and Jailers,Detention Deputy, +33-3012,Correctional Officers and Jailers,Detention Officer, +33-3012,Correctional Officers and Jailers,Jail Guard, +33-3012,Correctional Officers and Jailers,Juvenile Corrections Officer,x +33-3012,Correctional Officers and Jailers,Penal Officer, +33-3012,Correctional Officers and Jailers,Prison Guard,x +33-3012,Correctional Officers and Jailers,Prison Officer, +33-3021,Detectives and Criminal Investigators,Criminal Investigator, +33-3021,Detectives and Criminal Investigators,Deputy United States Marshal,x +33-3021,Detectives and Criminal Investigators,FBI Investigator, +33-3021,Detectives and Criminal Investigators,Homicide Detective,x +33-3021,Detectives and Criminal Investigators,Narcotics Detective, +33-3021,Detectives and Criminal Investigators,Narcotics Investigator,x +33-3021,Detectives and Criminal Investigators,Police Detective, +33-3031,Fish and Game Wardens,Conservation Enforcement Officer,x +33-3031,Fish and Game Wardens,Fish and Wildlife Warden, +33-3031,Fish and Game Wardens,Fish Warden, +33-3031,Fish and Game Wardens,Game Warden, +33-3031,Fish and Game Wardens,Wildlife and Game Protector,x +33-3031,Fish and Game Wardens,Wildlife Control Agent, +33-3031,Fish and Game Wardens,Wildlife Officer,x +33-3041,Parking Enforcement Workers,Meter Maid,x +33-3041,Parking Enforcement Workers,Parking Enforcement Officer,x +33-3041,Parking Enforcement Workers,Parking Meter Attendant, +33-3051,Police and Sheriff's Patrol Officers,Border Guard, +33-3051,Police and Sheriff's Patrol Officers,Border Patrol Officer,x +33-3051,Police and Sheriff's Patrol Officers,Campus Police Officer,x +33-3051,Police and Sheriff's Patrol Officers,Constable, +33-3051,Police and Sheriff's Patrol Officers,Cop, +33-3051,Police and Sheriff's Patrol Officers,Deputy Sheriff, +33-3051,Police and Sheriff's Patrol Officers,Highway Patrol Officer, +33-3051,Police and Sheriff's Patrol Officers,Motorcycle Police,x +33-3051,Police and Sheriff's Patrol Officers,Mounted Police, +33-3051,Police and Sheriff's Patrol Officers,Park Police,x +33-3051,Police and Sheriff's Patrol Officers,Patrol Officer, +33-3051,Police and Sheriff's Patrol Officers,Policeman, +33-3051,Police and Sheriff's Patrol Officers,Policewoman, +33-3051,Police and Sheriff's Patrol Officers,State Highway Police Officer, +33-3051,Police and Sheriff's Patrol Officers,State Trooper,x +33-3052,Transit and Railroad Police,Railroad Detective,x +33-3052,Transit and Railroad Police,Railroad Police Officer, +33-3052,Transit and Railroad Police,Track Patrol,x +33-3052,Transit and Railroad Police,Transit Authority Police,x +33-3052,Transit and Railroad Police,Transit Police Officer, +33-9011,Animal Control Workers,Animal Control Officer,x +33-9011,Animal Control Workers,Animal Cruelty Investigator, +33-9011,Animal Control Workers,Animal Treatment Investigator, +33-9011,Animal Control Workers,Animal Warden,x +33-9011,Animal Control Workers,Dog Catcher,x +33-9011,Animal Control Workers,Dog Warden, +33-9011,Animal Control Workers,Humane Officer,x +33-9021,Private Detectives and Investigators,Certified Legal Investigator, +33-9021,Private Detectives and Investigators,Licensed Private Investigator, +33-9021,Private Detectives and Investigators,Loss Prevention Detective, +33-9021,Private Detectives and Investigators,Private Detective, +33-9021,Private Detectives and Investigators,Private Eye,x +33-9021,Private Detectives and Investigators,Private Investigator, +33-9021,Private Detectives and Investigators,Skip Tracer,x +33-9021,Private Detectives and Investigators,Store Detective,x +33-9031,Gambling Surveillance Officers and Gambling Investigators,Casino Investigator,x +33-9031,Gambling Surveillance Officers and Gambling Investigators,Casino Surveillance Officer,x +33-9031,Gambling Surveillance Officers and Gambling Investigators,Gambling Monitor,x +33-9031,Gambling Surveillance Officers and Gambling Investigators,Gambling Surveillance Observer, +33-9031,Gambling Surveillance Officers and Gambling Investigators,Gambling Surveillance Officer, +33-9032,Security Guards,Armed Guard, +33-9032,Security Guards,Bank Guard,x +33-9032,Security Guards,Bodyguard,x +33-9032,Security Guards,Bouncer,x +33-9032,Security Guards,Private Watchman, +33-9032,Security Guards,Security Officer, +33-9091,Crossing Guards and Flaggers,Construction Site Crossing Guard,x +33-9091,Crossing Guards and Flaggers,Crossing Guard, +33-9091,Crossing Guards and Flaggers,School Crossing Guard, +33-9091,Crossing Guards and Flaggers,School Traffic Guard,x +33-9092,"Lifeguards, Ski Patrol, and Other Recreational Protective Service Workers",Beach Lifeguard,x +33-9092,"Lifeguards, Ski Patrol, and Other Recreational Protective Service Workers",Certified Ski Patroller, +33-9092,"Lifeguards, Ski Patrol, and Other Recreational Protective Service Workers",Life Guard, +33-9092,"Lifeguards, Ski Patrol, and Other Recreational Protective Service Workers",OEC Technician, +33-9092,"Lifeguards, Ski Patrol, and Other Recreational Protective Service Workers",Outdoor Emergency Care Technician,x +33-9092,"Lifeguards, Ski Patrol, and Other Recreational Protective Service Workers",Pool Lifeguard, +33-9092,"Lifeguards, Ski Patrol, and Other Recreational Protective Service Workers",Ski Patrol, +33-9093,Transportation Security Screeners,Airport Baggage Screener,x +33-9093,Transportation Security Screeners,Airport Security Screener,x +33-9093,Transportation Security Screeners,Flight Security Specialist, +33-9093,Transportation Security Screeners,Transportation Security Administration (TSA) Screener,x +33-9093,Transportation Security Screeners,Transportation Security Officer,x +33-9094,School Bus Monitors,Bus Monitor,x +33-9094,School Bus Monitors,School Bus Attendant, +33-9099,"Protective Service Workers, All Other",Warrant Server,x +35-1011,Chefs and Head Cooks,Banquet Chef, +35-1011,Chefs and Head Cooks,Chef De Cuisine, +35-1011,Chefs and Head Cooks,Chef De Froid, +35-1011,Chefs and Head Cooks,Executive Chef,x +35-1011,Chefs and Head Cooks,Head Chef, +35-1011,Chefs and Head Cooks,Kitchen Chef, +35-1011,Chefs and Head Cooks,Master Chef, +35-1011,Chefs and Head Cooks,Pastry Chef,x +35-1011,Chefs and Head Cooks,Sous Chef,x +35-1011,Chefs and Head Cooks,Sushi Chef, +35-1012,First-Line Supervisors of Food Preparation and Serving Workers,Banquet Supervisor,x +35-1012,First-Line Supervisors of Food Preparation and Serving Workers,Bar Manager,x +35-1012,First-Line Supervisors of Food Preparation and Serving Workers,Cafeteria Manager, +35-1012,First-Line Supervisors of Food Preparation and Serving Workers,Dairy Bar Manager, +35-1012,First-Line Supervisors of Food Preparation and Serving Workers,Food Service Supervisor, +35-1012,First-Line Supervisors of Food Preparation and Serving Workers,Head Waiter, +35-1012,First-Line Supervisors of Food Preparation and Serving Workers,Head Waitress, +35-1012,First-Line Supervisors of Food Preparation and Serving Workers,Kitchen Supervisor,x +35-2011,"Cooks, Fast Food",Fast Food Cook, +35-2011,"Cooks, Fast Food",Fast Food Fry Cook,x +35-2011,"Cooks, Fast Food",Fryline Attendant, +35-2012,"Cooks, Institution and Cafeteria",Cafeteria Cook, +35-2012,"Cooks, Institution and Cafeteria",Camp Cook,x +35-2012,"Cooks, Institution and Cafeteria",Galley Cook,x +35-2012,"Cooks, Institution and Cafeteria",Institutional Cook, +35-2012,"Cooks, Institution and Cafeteria",Mess Cook,x +35-2012,"Cooks, Institution and Cafeteria",School Cook,x +35-2013,"Cooks, Private Household",Certified Personal Chef,x +35-2013,"Cooks, Private Household",Personal Chef, +35-2013,"Cooks, Private Household",Private Chef,x +35-2014,"Cooks, Restaurant",Banquet Cook,x +35-2014,"Cooks, Restaurant",Breakfast Cook, +35-2014,"Cooks, Restaurant",Chef De Partie, +35-2014,"Cooks, Restaurant",Line Cook,x +35-2014,"Cooks, Restaurant",Saucier,x +35-2014,"Cooks, Restaurant",Specialty Cook, +35-2015,"Cooks, Short Order",Griddle Attendant, +35-2015,"Cooks, Short Order",Griddle Cook,x +35-2015,"Cooks, Short Order",Grill Cook, +35-2015,"Cooks, Short Order",Short Order Fry Cook, +35-2015,"Cooks, Short Order",Snack Bar Cook, +35-2019,"Cooks, All Other",Falafel Cart Cook,x +35-2019,"Cooks, All Other",Fraternity House Cook,x +35-2021,Food Preparation Workers,Deli Clerk, +35-2021,Food Preparation Workers,Deli Slicer, +35-2021,Food Preparation Workers,Food Preparer, +35-2021,Food Preparation Workers,Fruit and Vegetable Parer,x +35-2021,Food Preparation Workers,Salad Maker,x +35-2021,Food Preparation Workers,Sandwich Maker,x +35-3011,Bartenders,Barkeep,x +35-3011,Bartenders,Drink Mixer, +35-3011,Bartenders,Mixologist,x +35-3011,Bartenders,Taproom Attendant,x +35-3023,Fast Food and Counter Workers,Barista,x +35-3023,Fast Food and Counter Workers,Cafe Server, +35-3023,Fast Food and Counter Workers,Cafeteria Server,x +35-3023,Fast Food and Counter Workers,Concession Stand Attendant, +35-3023,Fast Food and Counter Workers,Food Counter Worker, +35-3023,Fast Food and Counter Workers,Hot Dog Vender, +35-3023,Fast Food and Counter Workers,Ice Cream Server,x +35-3023,Fast Food and Counter Workers,Mess Attendant,x +35-3023,Fast Food and Counter Workers,Snack Bar Attendant,x +35-3031,Waiters and Waitresses,Cocktail Server,x +35-3031,Waiters and Waitresses,Cocktail Waitress, +35-3031,Waiters and Waitresses,Dining Car Server,x +35-3031,Waiters and Waitresses,Restaurant Server, +35-3031,Waiters and Waitresses,Wine Steward,x +35-3041,"Food Servers, Nonrestaurant",Boat Hop,x +35-3041,"Food Servers, Nonrestaurant",Hospital Food Service Worker,x +35-3041,"Food Servers, Nonrestaurant",Room Service Food Server,x +35-9011,Dining Room and Cafeteria Attendants and Bartender Helpers,Banquet Set Up Person, +35-9011,Dining Room and Cafeteria Attendants and Bartender Helpers,Bar Back,x +35-9011,Dining Room and Cafeteria Attendants and Bartender Helpers,Barback, +35-9011,Dining Room and Cafeteria Attendants and Bartender Helpers,Buffet Attendant, +35-9011,Dining Room and Cafeteria Attendants and Bartender Helpers,Bus Person, +35-9011,Dining Room and Cafeteria Attendants and Bartender Helpers,Busser,x +35-9011,Dining Room and Cafeteria Attendants and Bartender Helpers,Lunchroom Attendant,x +35-9021,Dishwashers,Dish Room Worker,x +35-9021,Dishwashers,Dishwasher, +35-9021,Dishwashers,Silverware Cleaner,x +35-9031,"Hosts and Hostesses, Restaurant, Lounge, and Coffee Shop",Bar Host/Hostess, +35-9031,"Hosts and Hostesses, Restaurant, Lounge, and Coffee Shop",Bar Hostess, +35-9031,"Hosts and Hostesses, Restaurant, Lounge, and Coffee Shop",Dining Room Host,x +35-9031,"Hosts and Hostesses, Restaurant, Lounge, and Coffee Shop",Dining Room Host/Hostess, +35-9031,"Hosts and Hostesses, Restaurant, Lounge, and Coffee Shop",Maitre D',x +35-9031,"Hosts and Hostesses, Restaurant, Lounge, and Coffee Shop",Tearoom Host/Hostess, +35-9031,"Hosts and Hostesses, Restaurant, Lounge, and Coffee Shop",Tearoom Hostess, +35-9099,"Food Preparation and Serving Related Workers, All Other",Kitchen Steward,x +37-1011,First-Line Supervisors of Housekeeping and Janitorial Workers,Building Cleaning Supervisor,x +37-1011,First-Line Supervisors of Housekeeping and Janitorial Workers,Cleaning Staff Supervisor,x +37-1011,First-Line Supervisors of Housekeeping and Janitorial Workers,Custodial Supervisor,x +37-1011,First-Line Supervisors of Housekeeping and Janitorial Workers,Head Custodian, +37-1011,First-Line Supervisors of Housekeeping and Janitorial Workers,Head School Custodian, +37-1011,First-Line Supervisors of Housekeeping and Janitorial Workers,Janitor Supervisor, +37-1011,First-Line Supervisors of Housekeeping and Janitorial Workers,Maid Supervisor, +37-1011,First-Line Supervisors of Housekeeping and Janitorial Workers,Maintenance and Custodian Supervisor, +37-1012,"First-Line Supervisors of Landscaping, Lawn Service, and Groundskeeping Workers",Gardening Supervisor, +37-1012,"First-Line Supervisors of Landscaping, Lawn Service, and Groundskeeping Workers",Greenskeeper Supervisor, +37-1012,"First-Line Supervisors of Landscaping, Lawn Service, and Groundskeeping Workers",Grounds Crew Supervisor, +37-1012,"First-Line Supervisors of Landscaping, Lawn Service, and Groundskeeping Workers",Grounds Foreman, +37-1012,"First-Line Supervisors of Landscaping, Lawn Service, and Groundskeeping Workers",Grounds Maintenance Supervisor,x +37-1012,"First-Line Supervisors of Landscaping, Lawn Service, and Groundskeeping Workers",Head Greenskeeper,x +37-1012,"First-Line Supervisors of Landscaping, Lawn Service, and Groundskeeping Workers",Horticultural Services Supervisor,x +37-1012,"First-Line Supervisors of Landscaping, Lawn Service, and Groundskeeping Workers",Landscape Installation Foreman, +37-1012,"First-Line Supervisors of Landscaping, Lawn Service, and Groundskeeping Workers",Turf and Grounds Supervisor, +37-2011,"Janitors and Cleaners, Except Maids and Housekeeping Cleaners",Building Custodian, +37-2011,"Janitors and Cleaners, Except Maids and Housekeeping Cleaners",Cleaning and Maintenance Worker, +37-2011,"Janitors and Cleaners, Except Maids and Housekeeping Cleaners",Custodial Worker, +37-2011,"Janitors and Cleaners, Except Maids and Housekeeping Cleaners",Custodian, +37-2011,"Janitors and Cleaners, Except Maids and Housekeeping Cleaners",Floor Cleaner, +37-2011,"Janitors and Cleaners, Except Maids and Housekeeping Cleaners",Heavy Duty Custodian, +37-2011,"Janitors and Cleaners, Except Maids and Housekeeping Cleaners",Industrial Plant Custodian,x +37-2011,"Janitors and Cleaners, Except Maids and Housekeeping Cleaners",Janitor, +37-2011,"Janitors and Cleaners, Except Maids and Housekeeping Cleaners",Office Cleaner, +37-2011,"Janitors and Cleaners, Except Maids and Housekeeping Cleaners",School Custodian,x +37-2011,"Janitors and Cleaners, Except Maids and Housekeeping Cleaners",Window Cleaner, +37-2011,"Janitors and Cleaners, Except Maids and Housekeeping Cleaners",Window Washer,x +37-2012,Maids and Housekeeping Cleaners,Chambermaid,x +37-2012,Maids and Housekeeping Cleaners,Cleaning Maid, +37-2012,Maids and Housekeeping Cleaners,Cottage Attendant, +37-2012,Maids and Housekeeping Cleaners,Domestic Maid, +37-2012,Maids and Housekeeping Cleaners,House Cleaner,x +37-2012,Maids and Housekeeping Cleaners,Housekeeping Aide, +37-2012,Maids and Housekeeping Cleaners,Housekeeping Staff,x +37-2012,Maids and Housekeeping Cleaners,Motel Maid, +37-2012,Maids and Housekeeping Cleaners,Ward Maid, +37-2019,"Building Cleaning Workers, All Other",Building Pressure Washer,x +37-2019,"Building Cleaning Workers, All Other",Chimney Sweep, +37-2019,"Building Cleaning Workers, All Other",Chimney Sweeper,x +37-2021,Pest Control Workers,Exterminator,x +37-2021,Pest Control Workers,Fumigator,x +37-2021,Pest Control Workers,Insecticide Expert, +37-2021,Pest Control Workers,Mosquito Sprayer, +37-2021,Pest Control Workers,Pest Controller, +37-2021,Pest Control Workers,Rat Exterminator, +37-2021,Pest Control Workers,Rodent Exterminator,x +37-2021,Pest Control Workers,Termite Technician, +37-2021,Pest Control Workers,Termite Treater, +37-3011,Landscaping and Groundskeeping Workers,Golf Course Laborer, +37-3011,Landscaping and Groundskeeping Workers,Greenskeeper,x +37-3011,Landscaping and Groundskeeping Workers,Greenskeeper Laborer, +37-3011,Landscaping and Groundskeeping Workers,Grounds Caretaker, +37-3011,Landscaping and Groundskeeping Workers,Grounds Maintenance Worker, +37-3011,Landscaping and Groundskeeping Workers,Hedge Trimmer,x +37-3011,Landscaping and Groundskeeping Workers,Lawn Care Worker, +37-3011,Landscaping and Groundskeeping Workers,Lawn Caretaker,x +37-3011,Landscaping and Groundskeeping Workers,Lawn Maintenance Worker, +37-3011,Landscaping and Groundskeeping Workers,Lawn Mower, +37-3011,Landscaping and Groundskeeping Workers,Lawn Service Worker, +37-3011,Landscaping and Groundskeeping Workers,Shrub Planter,x +37-3011,Landscaping and Groundskeeping Workers,Sod Layer, +37-3012,"Pesticide Handlers, Sprayers, and Applicators, Vegetation",Certified Pesticide Applicator, +37-3012,"Pesticide Handlers, Sprayers, and Applicators, Vegetation",Fruit Sprayer,x +37-3012,"Pesticide Handlers, Sprayers, and Applicators, Vegetation",Herbicide Sprayer, +37-3012,"Pesticide Handlers, Sprayers, and Applicators, Vegetation",Orchard Sprayer, +37-3012,"Pesticide Handlers, Sprayers, and Applicators, Vegetation",Plant Sprayer, +37-3012,"Pesticide Handlers, Sprayers, and Applicators, Vegetation",Weed Sprayer,x +37-3013,Tree Trimmers and Pruners,Pruner, +37-3013,Tree Trimmers and Pruners,Tree Pruner, +37-3013,Tree Trimmers and Pruners,Tree Specialist,x +37-3013,Tree Trimmers and Pruners,Tree Surgeon,x +37-3013,Tree Trimmers and Pruners,Tree Trimmer, +37-3013,Tree Trimmers and Pruners,Utility Arborist,x +37-3019,"Grounds Maintenance Workers, All Other",Trail Construction Worker, +37-3019,"Grounds Maintenance Workers, All Other",Trail Maintenance Worker, +37-3019,"Grounds Maintenance Workers, All Other",Trailhead Construction Worker, +37-3019,"Grounds Maintenance Workers, All Other",Trailhead Maintenance Worker,x +37-3019,"Grounds Maintenance Workers, All Other",Tree Trimmer Helper,x +39-1013,First-line Supervisors of Gambling Services Workers,Blackjack Pit Boss, +39-1013,First-line Supervisors of Gambling Services Workers,Blackjack Supervisor, +39-1013,First-line Supervisors of Gambling Services Workers,Cardroom Manager, +39-1013,First-line Supervisors of Gambling Services Workers,Cardroom Supervisor,x +39-1013,First-line Supervisors of Gambling Services Workers,Casino Slot Supervisor,x +39-1013,First-line Supervisors of Gambling Services Workers,Casino Supervisor, +39-1013,First-line Supervisors of Gambling Services Workers,Electronic Gambling Device Supervisor,x +39-1013,First-line Supervisors of Gambling Services Workers,Executive Casino Host, +39-1013,First-line Supervisors of Gambling Services Workers,Gambling Supervisor, +39-1013,First-line Supervisors of Gambling Services Workers,Pit Boss,x +39-1013,First-line Supervisors of Gambling Services Workers,Poker Room Supervisor, +39-1013,First-line Supervisors of Gambling Services Workers,Slot Floor Supervisor, +39-1013,First-line Supervisors of Gambling Services Workers,Slot Host, +39-1013,First-line Supervisors of Gambling Services Workers,Slot Key Person,x +39-1013,First-line Supervisors of Gambling Services Workers,Slot Shift Manager, +39-1013,First-line Supervisors of Gambling Services Workers,Table Games Supervisor,x +39-1014,"First-line Supervisors of Entertainment and Recreation Workers, Except Gambling Services",Arcade Supervisor,x +39-1014,"First-line Supervisors of Entertainment and Recreation Workers, Except Gambling Services",Caddy Master,x +39-1014,"First-line Supervisors of Entertainment and Recreation Workers, Except Gambling Services",Recreation Attendant Supervisor,x +39-1022,First-Line Supervisors of Personal Service Workers,Animal Trainer Supervisor,x +39-1022,First-Line Supervisors of Personal Service Workers,Child Care Worker Supervisor,x +39-1022,First-Line Supervisors of Personal Service Workers,Hair Salon Supervisor,x +39-1022,First-Line Supervisors of Personal Service Workers,Head Butler, +39-2011,Animal Trainers,Dog Handler, +39-2011,Animal Trainers,Dog Trainer, +39-2011,Animal Trainers,Dolphin Trainer, +39-2011,Animal Trainers,Guide Dog Instructor, +39-2011,Animal Trainers,Guide Dog Mobility Instructor, +39-2011,Animal Trainers,Guide Dog Trainer,x +39-2011,Animal Trainers,Horse Breaker,x +39-2011,Animal Trainers,Licensed Guide Dog Instructor, +39-2011,Animal Trainers,Lion Trainer, +39-2011,Animal Trainers,Marine Mammal Trainer,x +39-2011,Animal Trainers,Seeing Eye Dog Trainer, +39-2021,Animal Caretakers,Animal Care Giver, +39-2021,Animal Caretakers,Animal Care Technician, +39-2021,Animal Caretakers,Animal Caregiver, +39-2021,Animal Caretakers,Animal Daycare Provider, +39-2021,Animal Caretakers,Animal Groomer, +39-2021,Animal Caretakers,Animal Shelter Worker,x +39-2021,Animal Caretakers,Animal Sitter, +39-2021,Animal Caretakers,Aquarist, +39-2021,Animal Caretakers,Aquarium Tank Attendant, +39-2021,Animal Caretakers,Cat and Dog Bather, +39-2021,Animal Caretakers,Dog Bather, +39-2021,Animal Caretakers,Dog Beautician, +39-2021,Animal Caretakers,Dog Groomer,x +39-2021,Animal Caretakers,Dog Sitter, +39-2021,Animal Caretakers,Horse Exerciser, +39-2021,Animal Caretakers,Kennel Aide, +39-2021,Animal Caretakers,Kennel Attendant, +39-2021,Animal Caretakers,Kennel Helper, +39-2021,Animal Caretakers,Kennel Worker,x +39-2021,Animal Caretakers,Pet Feeder, +39-2021,Animal Caretakers,Pet Groomer, +39-2021,Animal Caretakers,Pet Sitter, +39-2021,Animal Caretakers,Pet Stylist, +39-2021,Animal Caretakers,Zookeeper,x +39-3011,Gambling Dealers,21 Dealer, +39-3011,Gambling Dealers,Blackjack Dealer,x +39-3011,Gambling Dealers,Casino Dealer, +39-3011,Gambling Dealers,Casino Games Dealer, +39-3011,Gambling Dealers,Craps Dealer,x +39-3011,Gambling Dealers,Keno Dealer, +39-3011,Gambling Dealers,Poker Dealer,x +39-3011,Gambling Dealers,Roulette Dealer,x +39-3011,Gambling Dealers,Table Games Dealer, +39-3012,Gambling and Sports Book Writers and Runners,Betting Clerk,x +39-3012,Gambling and Sports Book Writers and Runners,Bingo Worker,x +39-3012,Gambling and Sports Book Writers and Runners,Bookie, +39-3012,Gambling and Sports Book Writers and Runners,Casino Floor Runner, +39-3012,Gambling and Sports Book Writers and Runners,Keno Runner,x +39-3012,Gambling and Sports Book Writers and Runners,Keno Writer, +39-3012,Gambling and Sports Book Writers and Runners,Race and Sports Book Writer, +39-3012,Gambling and Sports Book Writers and Runners,Race Book Writer,x +39-3012,Gambling and Sports Book Writers and Runners,Sports Book Board Attendant, +39-3012,Gambling and Sports Book Writers and Runners,Sportsbook Ticket Writer, +39-3019,"Gambling Service Workers, All Other",Card Table Attendant, +39-3019,"Gambling Service Workers, All Other",Pit Clerk,x +39-3019,"Gambling Service Workers, All Other",Poker Prop Player, +39-3019,"Gambling Service Workers, All Other",Proposition Player,x +39-3019,"Gambling Service Workers, All Other",Shill,x +39-3021,Motion Picture Projectionists,Chief Projectionist, +39-3021,Motion Picture Projectionists,Film Projector Operator,x +39-3021,Motion Picture Projectionists,Motion Picture Operator, +39-3021,Motion Picture Projectionists,Motion Picture Projectionist, +39-3021,Motion Picture Projectionists,Movie Projectionist,x +39-3021,Motion Picture Projectionists,Projector Booth Operator, +39-3021,Motion Picture Projectionists,Stereoptician, +39-3031,"Ushers, Lobby Attendants, and Ticket Takers",Drive-In Theater Attendant, +39-3031,"Ushers, Lobby Attendants, and Ticket Takers",Lobby Attendant, +39-3031,"Ushers, Lobby Attendants, and Ticket Takers",Theater Usher,x +39-3031,"Ushers, Lobby Attendants, and Ticket Takers",Ticket Attendant, +39-3031,"Ushers, Lobby Attendants, and Ticket Takers",Ticket Collector,x +39-3031,"Ushers, Lobby Attendants, and Ticket Takers",Usher, +39-3091,Amusement and Recreation Attendants,Amusement Park Worker, +39-3091,Amusement and Recreation Attendants,Animal Ride Attendant, +39-3091,Amusement and Recreation Attendants,Arcade Attendant,x +39-3091,Amusement and Recreation Attendants,Carnival Worker, +39-3091,Amusement and Recreation Attendants,Ferris Wheel Operator, +39-3091,Amusement and Recreation Attendants,Golf Caddy,x +39-3091,Amusement and Recreation Attendants,Ice Rink Attendant, +39-3091,Amusement and Recreation Attendants,Ride Operator, +39-3091,Amusement and Recreation Attendants,Rides Attendant, +39-3091,Amusement and Recreation Attendants,Ski Lift Attendant, +39-3091,Amusement and Recreation Attendants,Ski Lift Operator,x +39-3091,Amusement and Recreation Attendants,Sports Complex Attendant, +39-3092,Costume Attendants,Theatrical Wardrobe Attendant, +39-3092,Costume Attendants,Theatrical Wardrobe Dresser,x +39-3092,Costume Attendants,Wardrobe Assistant, +39-3092,Costume Attendants,Wardrobe Attendant,x +39-3092,Costume Attendants,Wardrobe Custodian, +39-3092,Costume Attendants,Wardrobe Dresser, +39-3092,Costume Attendants,Wardrobe Supervisor, +39-3093,"Locker Room, Coatroom, and Dressing Room Attendants",Athletic Equipment Manager, +39-3093,"Locker Room, Coatroom, and Dressing Room Attendants",Bathhouse Attendant,x +39-3093,"Locker Room, Coatroom, and Dressing Room Attendants",Checkroom Attendant, +39-3093,"Locker Room, Coatroom, and Dressing Room Attendants",Cloak Room Attendant, +39-3093,"Locker Room, Coatroom, and Dressing Room Attendants",Coat Checker,x +39-3093,"Locker Room, Coatroom, and Dressing Room Attendants",Ladies Locker Room Attendant, +39-3093,"Locker Room, Coatroom, and Dressing Room Attendants",Locker Room Attendant, +39-3093,"Locker Room, Coatroom, and Dressing Room Attendants",Locker Room Manager, +39-3093,"Locker Room, Coatroom, and Dressing Room Attendants",Locker Room Supervisor, +39-3093,"Locker Room, Coatroom, and Dressing Room Attendants",Washroom Attendant,x +39-3099,"Entertainment Attendants and Related Workers, All Other",Jockey Valet, +39-4011,Embalmers,Anatomical Embalmer, +39-4011,Embalmers,Arterial Embalmer, +39-4011,Embalmers,Embalmer Apprentice, +39-4011,Embalmers,Licensed Embalmer,x +39-4011,Embalmers,Restorative Art Embalmer,x +39-4012,Crematory Operators,Cremation Arranger, +39-4012,Crematory Operators,Cremator,x +39-4012,Crematory Operators,Crematory Operator,x +39-4021,Funeral Attendants,Funeral Assistant, +39-4021,Funeral Attendants,Funeral Greeter, +39-4021,Funeral Attendants,Funeral Home Assistant,x +39-4021,Funeral Attendants,Funeral Home Associate, +39-4021,Funeral Attendants,Mortician Helper,x +39-4021,Funeral Attendants,Pallbearer,x +39-4021,Funeral Attendants,Undertaker Helper, +39-4031,"Morticians, Undertakers, and Funeral Arrangers",Certified Mortician,x +39-4031,"Morticians, Undertakers, and Funeral Arrangers",Funeral Arrangement Director, +39-4031,"Morticians, Undertakers, and Funeral Arrangers",Funeral Arranger,x +39-5011,Barbers,Barber Apprentice,x +39-5011,Barbers,Master Barber,x +39-5012,"Hairdressers, Hairstylists, and Cosmetologists",Beautician,x +39-5012,"Hairdressers, Hairstylists, and Cosmetologists",Cosmetologist, +39-5012,"Hairdressers, Hairstylists, and Cosmetologists",Funeral Home Makeup Artist, +39-5012,"Hairdressers, Hairstylists, and Cosmetologists",Hair and Makeup Designer, +39-5012,"Hairdressers, Hairstylists, and Cosmetologists",Hair Colorist, +39-5012,"Hairdressers, Hairstylists, and Cosmetologists",Hair Stylist, +39-5012,"Hairdressers, Hairstylists, and Cosmetologists",Hairdresser, +39-5012,"Hairdressers, Hairstylists, and Cosmetologists",Hairpiece Stylist, +39-5012,"Hairdressers, Hairstylists, and Cosmetologists",Wedding Makeup Artist, +39-5012,"Hairdressers, Hairstylists, and Cosmetologists",Wig Stylist,x +39-5091,"Makeup Artists, Theatrical and Performance",Special Effects Makeup Artist,x +39-5092,Manicurists and Pedicurists,Fingernail Sculptor,x +39-5092,Manicurists and Pedicurists,Nail Technician,x +39-5092,Manicurists and Pedicurists,Pedicurist, +39-5093,Shampooers,Scalp Treatment Specialist,x +39-5093,Shampooers,Shampoo Assistant,x +39-5093,Shampooers,Shampoo Technician, +39-5094,Skincare Specialists,Electrolysis Needle Operator, +39-5094,Skincare Specialists,Electrolysis Operator,x +39-5094,Skincare Specialists,Electrolysist, +39-5094,Skincare Specialists,Esthetician, +39-5094,Skincare Specialists,Facialist,x +39-5094,Skincare Specialists,Licensed Esthetician, +39-5094,Skincare Specialists,Medical Esthetician,x +39-5094,Skincare Specialists,Skin Care Technician, +39-6011,Baggage Porters and Bellhops,Baggage Porter, +39-6011,Baggage Porters and Bellhops,Bell Staff, +39-6011,Baggage Porters and Bellhops,Bellperson, +39-6011,Baggage Porters and Bellhops,Bellstaff,x +39-6011,Baggage Porters and Bellhops,Hotel Baggage Handler,x +39-6011,Baggage Porters and Bellhops,Luggage Attendant, +39-6011,Baggage Porters and Bellhops,Redcap, +39-6011,Baggage Porters and Bellhops,Skycap,x +39-6012,Concierges,Activities Concierge,x +39-6012,Concierges,Club Concierge, +39-6012,Concierges,Conference Concierge, +39-6012,Concierges,Guest Service Supervisor, +39-6012,Concierges,Hotel Concierge,x +39-6012,Concierges,Hotel Guest Service Agent,x +39-7011,Tour Guides and Escorts,Historical Interpreter, +39-7011,Tour Guides and Escorts,Historical Site Guide,x +39-7011,Tour Guides and Escorts,Museum Docent, +39-7011,Tour Guides and Escorts,Museum Guide,x +39-7011,Tour Guides and Escorts,Sightseeing Guide,x +39-7011,Tour Guides and Escorts,Tourist Escort, +39-7011,Tour Guides and Escorts,Tourist Guide, +39-7012,Travel Guides,Cruise Director,x +39-7012,Travel Guides,River Expedition Guide,x +39-7012,Travel Guides,Tour Coordinator, +39-7012,Travel Guides,Tour Director, +39-9011,Childcare Workers,Au Pair,x +39-9011,Childcare Workers,Baby Sitter, +39-9011,Childcare Workers,Before and After School Daycare Worker, +39-9011,Childcare Workers,Childcare Aide, +39-9011,Childcare Workers,Childcare Attendant, +39-9011,Childcare Workers,Day Care Attendant, +39-9011,Childcare Workers,Day Care Worker, +39-9011,Childcare Workers,Daycare Aide, +39-9011,Childcare Workers,Daycare Provider,x +39-9011,Childcare Workers,Governess, +39-9011,Childcare Workers,Nanny,x +39-9011,Childcare Workers,Nursery Day Care Worker, +39-9011,Childcare Workers,Playground Aide, +39-9031,Exercise Trainers and Group Fitness Instructors,Aerobics Instructor,x +39-9031,Exercise Trainers and Group Fitness Instructors,Certified Personal Trainer, +39-9031,Exercise Trainers and Group Fitness Instructors,Fitness Trainer, +39-9031,Exercise Trainers and Group Fitness Instructors,Group Exercise Instructor, +39-9031,Exercise Trainers and Group Fitness Instructors,Group Fitness Instructor, +39-9031,Exercise Trainers and Group Fitness Instructors,Personal Fitness Trainer, +39-9031,Exercise Trainers and Group Fitness Instructors,Personal Trainer,x +39-9031,Exercise Trainers and Group Fitness Instructors,Weight Trainer, +39-9031,Exercise Trainers and Group Fitness Instructors,Weight Training Instructor, +39-9031,Exercise Trainers and Group Fitness Instructors,Yoga Instructor,x +39-9031,Exercise Trainers and Group Fitness Instructors,Yoga Teacher, +39-9032,Recreation Workers,Camp Counselor,x +39-9032,Recreation Workers,Recreation Assistant, +39-9032,Recreation Workers,Recreational Activities Aide,x +39-9032,Recreation Workers,Recreational Activities Assistant, +39-9032,Recreation Workers,Recreational Aide, +39-9041,Residential Advisors,Dormitory Counselor,x +39-9041,Residential Advisors,House Parent,x +39-9041,Residential Advisors,Residence Director, +39-9041,Residential Advisors,Residence Life Coordinator,x +39-9041,Residential Advisors,Residential Director, +39-9041,Residential Advisors,Residential Life Director, +39-9041,Residential Advisors,Sorority Mother, +39-9099,"Personal Care and Service Workers, All Other",Butler,x +39-9099,"Personal Care and Service Workers, All Other",Doula, +39-9099,"Personal Care and Service Workers, All Other",House Sitter,x +39-9099,"Personal Care and Service Workers, All Other",Magnetic Healer, +39-9099,"Personal Care and Service Workers, All Other",Shoe Shiner,x +39-9099,"Personal Care and Service Workers, All Other",Valet,x +41-1011,First-Line Supervisors of Retail Sales Workers,Assistant Store Manager, +41-1011,First-Line Supervisors of Retail Sales Workers,Cashier Manager, +41-1011,First-Line Supervisors of Retail Sales Workers,Cashier Supervisor,x +41-1011,First-Line Supervisors of Retail Sales Workers,Delicatessen Department Manager,x +41-1011,First-Line Supervisors of Retail Sales Workers,Produce Department Supervisor, +41-1011,First-Line Supervisors of Retail Sales Workers,Sales Clerk Supervisor, +41-1011,First-Line Supervisors of Retail Sales Workers,Used Car Sales Supervisor, +41-1012,First-Line Supervisors of Non-Retail Sales Workers,Blood Donor Recruiter Supervisor, +41-1012,First-Line Supervisors of Non-Retail Sales Workers,Insurance Sales Supervisor,x +41-1012,First-Line Supervisors of Non-Retail Sales Workers,Radio Time Sales Supervisor, +41-1012,First-Line Supervisors of Non-Retail Sales Workers,Real Estate Sales Supervisor,x +41-1012,First-Line Supervisors of Non-Retail Sales Workers,Stock Broker Supervisor, +41-1012,First-Line Supervisors of Non-Retail Sales Workers,Telemarketer Supervisor,x +41-1012,First-Line Supervisors of Non-Retail Sales Workers,Telemarketing Manager, +41-1012,First-Line Supervisors of Non-Retail Sales Workers,Telesales Supervisor, +41-2011,Cashiers,Cash Register Operator,x +41-2011,Cashiers,Check Out Cashier, +41-2011,Cashiers,Fare Collector, +41-2011,Cashiers,Grocery Checker,x +41-2011,Cashiers,Hotel Dining Room Cashier, +41-2011,Cashiers,Snack Bar Cashier, +41-2011,Cashiers,Toll Booth Operator, +41-2011,Cashiers,Toll Collector,x +41-2012,Gambling Change Persons and Booth Cashiers,Mutuel Teller,x +41-2012,Gambling Change Persons and Booth Cashiers,Slot Attendant,x +41-2021,Counter and Rental Clerks,Airplane Charter Clerk, +41-2021,Counter and Rental Clerks,Apartment Rental Clerk, +41-2021,Counter and Rental Clerks,Automobile Rental Clerk, +41-2021,Counter and Rental Clerks,Automotive Service Writer,x +41-2021,Counter and Rental Clerks,Bicycle Rental Clerk, +41-2021,Counter and Rental Clerks,Boat Rental Clerk, +41-2021,Counter and Rental Clerks,Car Rental Agent,x +41-2021,Counter and Rental Clerks,Dry Cleaning Counter Clerk,x +41-2021,Counter and Rental Clerks,Layaway Clerk, +41-2021,Counter and Rental Clerks,Rental Clerk, +41-2021,Counter and Rental Clerks,Storage Facility Rental Clerk, +41-2021,Counter and Rental Clerks,Video Rental Clerk, +41-2022,Parts Salespersons,Appliance Parts Counter Clerk, +41-2022,Parts Salespersons,Auto Parts Salesperson,x +41-2022,Parts Salespersons,Electronic Parts Salesperson,x +41-2022,Parts Salespersons,Parts Clerk, +41-2022,Parts Salespersons,Parts Counter Clerk, +41-2031,Retail Salespersons,Automotive Salesperson, +41-2031,Retail Salespersons,Department Store Salesperson, +41-2031,Retail Salespersons,Menswear Salesperson, +41-2031,Retail Salespersons,New Car Salesperson, +41-2031,Retail Salespersons,Pet Supplies Salesperson, +41-2031,Retail Salespersons,Pets Salesperson, +41-2031,Retail Salespersons,Shoe Salesperson, +41-2031,Retail Salespersons,Used Car Salesperson,x +41-2031,Retail Salespersons,Women's Apparel Salesperson,x +41-3011,Advertising Sales Agents,Advertising Account Executive,x +41-3011,Advertising Sales Agents,Advertising Agent, +41-3011,Advertising Sales Agents,Advertising Solicitor, +41-3011,Advertising Sales Agents,Display Advertising Sales Representative,x +41-3011,Advertising Sales Agents,Inside Sales Advertising Executive, +41-3011,Advertising Sales Agents,Outside Sales Advertising Executive, +41-3011,Advertising Sales Agents,Radio Time Salesperson, +41-3011,Advertising Sales Agents,Signs and Displays Salesperson, +41-3011,Advertising Sales Agents,Yellow Pages Space Salesperson,x +41-3021,Insurance Sales Agents,Health Insurance Sales Agent, +41-3021,Insurance Sales Agents,Insurance Agent, +41-3021,Insurance Sales Agents,Insurance Broker, +41-3021,Insurance Sales Agents,Life Insurance Agent, +41-3021,Insurance Sales Agents,Life Insurance Salesperson,x +41-3021,Insurance Sales Agents,Pension Agent,x +41-3031,"Securities, Commodities, and Financial Services Sales Agents",Commodities Broker, +41-3031,"Securities, Commodities, and Financial Services Sales Agents",Commodity Trader, +41-3031,"Securities, Commodities, and Financial Services Sales Agents",Equity Trader, +41-3031,"Securities, Commodities, and Financial Services Sales Agents",Foreign Exchange Trader,x +41-3031,"Securities, Commodities, and Financial Services Sales Agents",Investment Banker,x +41-3031,"Securities, Commodities, and Financial Services Sales Agents",Municipal Bond Trader, +41-3031,"Securities, Commodities, and Financial Services Sales Agents",Mutual Fund Sales Agent, +41-3031,"Securities, Commodities, and Financial Services Sales Agents",Securities Trader,x +41-3031,"Securities, Commodities, and Financial Services Sales Agents",Stock Broker,x +41-3031,"Securities, Commodities, and Financial Services Sales Agents",Stock Trader, +41-3041,Travel Agents,Auto Travel Counselor, +41-3041,Travel Agents,Certified Corporate Travel Executive, +41-3041,Travel Agents,Certified Travel Counselor, +41-3041,Travel Agents,Corporate Travel Expert,x +41-3041,Travel Agents,Travel Consultant, +41-3041,Travel Agents,Travel Counselor, +41-3041,Travel Agents,Travel Service Consultant,x +41-3091,"Sales Representatives of Services, Except Advertising, Insurance, Financial Services, and Travel",Automobile Club Membership Sales Agent, +41-3091,"Sales Representatives of Services, Except Advertising, Insurance, Financial Services, and Travel",Bookkeeping Service Sales Agent, +41-3091,"Sales Representatives of Services, Except Advertising, Insurance, Financial Services, and Travel",Business Services Sales Representative,x +41-3091,"Sales Representatives of Services, Except Advertising, Insurance, Financial Services, and Travel",Membership Solicitor,x +41-3091,"Sales Representatives of Services, Except Advertising, Insurance, Financial Services, and Travel",Pest Control Service Sales Agent,x +41-4011,"Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products",Chemical Sales Representative, +41-4011,"Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products",Electroplating Sales Representative, +41-4011,"Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products",Engineering Supplies Sales, +41-4011,"Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products",Pharmaceutical Detailer, +41-4011,"Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products",Pharmaceutical Sales Representative,x +41-4011,"Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products",Pharmaceutical Salesperson, +41-4011,"Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products",Surgical Instruments Sales Representative,x +41-4011,"Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products",Wholesale Ultrasonic Equipment Salesperson,x +41-4012,"Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products",Bottling Equipment Sales Representative, +41-4012,"Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products",Freight Broker, +41-4012,"Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products",Hotel Supplies Salesperson,x +41-4012,"Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products",Mortician Supplies Sales Representative, +41-4012,"Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products",Pulpwood Dealer,x +41-4012,"Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products",Wholesale Diamond Broker,x +41-9011,Demonstrators and Product Promoters,Home Demonstrator,x +41-9011,Demonstrators and Product Promoters,Home Service Demonstrator, +41-9011,Demonstrators and Product Promoters,Hostess Party Sales Representative, +41-9011,Demonstrators and Product Promoters,In-Store Demonstrator,x +41-9012,Models,Artist's Model, +41-9012,Models,Clothes Model, +41-9012,Models,Fashion Model,x +41-9012,Models,Figure Model, +41-9012,Models,Hand Model,x +41-9012,Models,Hat Model, +41-9012,Models,Photographer's Model,x +41-9012,Models,Studio Model, +41-9021,Real Estate Brokers,Licensed Real Estate Broker,x +41-9022,Real Estate Sales Agents,Agricultural Real Estate Agent, +41-9022,Real Estate Sales Agents,Apartment Rental Agent,x +41-9022,Real Estate Sales Agents,Industrial Real Estate Agent, +41-9022,Real Estate Sales Agents,Land Sales Agent, +41-9022,Real Estate Sales Agents,Right of Way Agent,x +41-9031,Sales Engineers,Aerospace Products Sales Engineer,x +41-9031,Sales Engineers,Missile Navigation Systems Sales Engineer,x +41-9031,Sales Engineers,Nuclear Equipment Sales Engineer,x +41-9041,Telemarketers,Inbound Telemarketer, +41-9041,Telemarketers,Outbound Telemarketer, +41-9041,Telemarketers,Telemarketing Sales Representative,x +41-9041,Telemarketers,Telephone Solicitor,x +41-9041,Telemarketers,Telesales Representative, +41-9041,Telemarketers,Telesales Specialist, +41-9091,"Door-to-Door Sales Workers, News and Street Vendors, and Related Workers",Newspaper Carrier,x +41-9091,"Door-to-Door Sales Workers, News and Street Vendors, and Related Workers",Newstand Vendor, +41-9091,"Door-to-Door Sales Workers, News and Street Vendors, and Related Workers",Peddler,x +41-9091,"Door-to-Door Sales Workers, News and Street Vendors, and Related Workers",Souvenir Street Vendor,x +41-9099,"Sales and Related Workers, All Other",Auctioneer,x +41-9099,"Sales and Related Workers, All Other",Blood Donor Recruiter,x +41-9099,"Sales and Related Workers, All Other",Leaflet Distributor, +41-9099,"Sales and Related Workers, All Other",Livestock Auctioneer, +41-9099,"Sales and Related Workers, All Other",Pawn Shop Clerk,x +41-9099,"Sales and Related Workers, All Other",Personal Shopper,x +41-9099,"Sales and Related Workers, All Other",Store Gift Wrap Associate,x +43-1011,First-Line Supervisors of Office and Administrative Support Workers,Accounts Payable Supervisor, +43-1011,First-Line Supervisors of Office and Administrative Support Workers,Billing Department Supervisor, +43-1011,First-Line Supervisors of Office and Administrative Support Workers,Billing Supervisor, +43-1011,First-Line Supervisors of Office and Administrative Support Workers,Clerical Supervisor,x +43-1011,First-Line Supervisors of Office and Administrative Support Workers,Data Entry Supervisor, +43-1011,First-Line Supervisors of Office and Administrative Support Workers,Medical Billing Supervisor, +43-1011,First-Line Supervisors of Office and Administrative Support Workers,Office Services Supervisor, +43-1011,First-Line Supervisors of Office and Administrative Support Workers,Payroll Supervisor,x +43-1011,First-Line Supervisors of Office and Administrative Support Workers,Records Supervisor, +43-1011,First-Line Supervisors of Office and Administrative Support Workers,Teller Supervisor,x +43-1011,First-Line Supervisors of Office and Administrative Support Workers,Timekeeping Supervisor, +43-2011,"Switchboard Operators, Including Answering Service",PBX Operator, +43-2011,"Switchboard Operators, Including Answering Service",Private Branch Exchange Operator,x +43-2011,"Switchboard Operators, Including Answering Service",Telephone Answering Service Operator,x +43-2011,"Switchboard Operators, Including Answering Service",Telephone Switchboard Operator,x +43-2021,Telephone Operators,411 Directory Assistance Operator, +43-2021,Telephone Operators,Directory Assistance Operator,x +43-2021,Telephone Operators,Information Operator,x +43-2021,Telephone Operators,Local Telephone Operator, +43-2021,Telephone Operators,Long Distance Operator,x +43-2021,Telephone Operators,Telephone Exchange Operator, +43-2099,"Communications Equipment Operators, All Other",Communications Equipment Operator, +43-2099,"Communications Equipment Operators, All Other",Radio Operator,x +43-2099,"Communications Equipment Operators, All Other",Telegraph and Teletype Operator, +43-2099,"Communications Equipment Operators, All Other",Telex Operator, +43-3011,Bill and Account Collectors,Accounts Collector, +43-3011,Bill and Account Collectors,Bill Collector, +43-3011,Bill and Account Collectors,Billing Representative, +43-3011,Bill and Account Collectors,Collection Agent,x +43-3011,Bill and Account Collectors,Collections Clerk, +43-3011,Bill and Account Collectors,Collections Representative, +43-3011,Bill and Account Collectors,Debt Collector,x +43-3011,Bill and Account Collectors,Installment Agent, +43-3011,Bill and Account Collectors,Installment Loan Collector, +43-3011,Bill and Account Collectors,Insurance Collector, +43-3011,Bill and Account Collectors,Payment Collector, +43-3011,Bill and Account Collectors,Repossessor,x +43-3021,Billing and Posting Clerks,Billing Clerk, +43-3021,Billing and Posting Clerks,Invoice Clerk, +43-3021,Billing and Posting Clerks,Invoice Control Clerk,x +43-3021,Billing and Posting Clerks,Posting Clerk, +43-3021,Billing and Posting Clerks,Statement Clerk, +43-3021,Billing and Posting Clerks,Statement Distribution Clerk, +43-3021,Billing and Posting Clerks,Statement Processor,x +43-3031,"Bookkeeping, Accounting, and Auditing Clerks",Accounts Receivable Assistant, +43-3031,"Bookkeeping, Accounting, and Auditing Clerks",Accounts Receivable Clerk,x +43-3031,"Bookkeeping, Accounting, and Auditing Clerks",Auditing Clerk, +43-3031,"Bookkeeping, Accounting, and Auditing Clerks",Bookkeeper,x +43-3031,"Bookkeeping, Accounting, and Auditing Clerks",Fixed Capital Clerk, +43-3031,"Bookkeeping, Accounting, and Auditing Clerks",Foreign Exchange Position Clerk, +43-3031,"Bookkeeping, Accounting, and Auditing Clerks",Mortgage Accounting Clerk,x +43-3041,Gambling Cage Workers,Cage Cashier,x +43-3041,Gambling Cage Workers,Casino Cage Cashier, +43-3041,Gambling Cage Workers,Casino Cashier,x +43-3041,Gambling Cage Workers,Gambling Cage Cashier, +43-3041,Gambling Cage Workers,Gambling Cashier, +43-3051,Payroll and Timekeeping Clerks,Flight Crew Time Clerk, +43-3051,Payroll and Timekeeping Clerks,Payroll Bookkeeper, +43-3051,Payroll and Timekeeping Clerks,Personnel Scheduler, +43-3051,Payroll and Timekeeping Clerks,Time and Attendance Clerk,x +43-3051,Payroll and Timekeeping Clerks,Time Clerk, +43-3051,Payroll and Timekeeping Clerks,Timekeeper,x +43-3061,Procurement Clerks,Procurement Assistant,x +43-3061,Procurement Clerks,Purchasing Assistant, +43-3061,Procurement Clerks,Purchasing Clerk,x +43-3071,Tellers,Bank Teller, +43-3071,Tellers,Commercial Teller, +43-3071,Tellers,Exchange Teller, +43-3071,Tellers,Foreign Banknote Teller, +43-3071,Tellers,Foreign Exchange Clerk,x +43-3071,Tellers,Loan Teller, +43-3071,Tellers,Money Order Clerk,x +43-3071,Tellers,Receiving Teller, +43-3071,Tellers,Savings Teller, +43-3071,Tellers,Securities Teller,x +43-3099,"Financial Clerks, All Other",Bank Vault Attendant,x +43-3099,"Financial Clerks, All Other",Bank Vault Clerk, +43-3099,"Financial Clerks, All Other",Bank Vault Custodian, +43-3099,"Financial Clerks, All Other",Financial Operations Clerk, +43-3099,"Financial Clerks, All Other",Financial Reserve Clerk,x +43-3099,"Financial Clerks, All Other",Safe Deposit Clerk, +43-3099,"Financial Clerks, All Other",Safety Deposit Clerk,x +43-3099,"Financial Clerks, All Other",Vault Teller, +43-4011,Brokerage Clerks,Brokerage Purchase-and-Sale Clerk, +43-4011,Brokerage Clerks,Commodities Clerk,x +43-4011,Brokerage Clerks,Dividend Clerk,x +43-4011,Brokerage Clerks,Securities Clerk, +43-4021,Correspondence Clerks,Claims Correspondence Clerk, +43-4021,Correspondence Clerks,Correspondence Representative, +43-4021,Correspondence Clerks,Correspondence Transcriber, +43-4021,Correspondence Clerks,Customer Service Correspondence Clerk, +43-4021,Correspondence Clerks,Fan Mail Editor,x +43-4021,Correspondence Clerks,Medicare Correspondence Representative,x +43-4021,Correspondence Clerks,Student Loan Correspondent, +43-4031,"Court, Municipal, and License Clerks",Circuit Court Clerk,x +43-4031,"Court, Municipal, and License Clerks",City Clerk, +43-4031,"Court, Municipal, and License Clerks",Court Clerk, +43-4031,"Court, Municipal, and License Clerks",Courtroom Clerk, +43-4031,"Court, Municipal, and License Clerks",Deputy Court Clerk, +43-4031,"Court, Municipal, and License Clerks",Docket Clerk, +43-4031,"Court, Municipal, and License Clerks",Dog Licenser, +43-4031,"Court, Municipal, and License Clerks",License Clerk, +43-4031,"Court, Municipal, and License Clerks",Motor Vehicle License Clerk,x +43-4031,"Court, Municipal, and License Clerks",Motor Vehicle Representative, +43-4031,"Court, Municipal, and License Clerks",Municipal Clerk, +43-4031,"Court, Municipal, and License Clerks",Tax Clerk, +43-4031,"Court, Municipal, and License Clerks",Township Clerk, +43-4031,"Court, Municipal, and License Clerks",Warrant Clerk,x +43-4041,"Credit Authorizers, Checkers, and Clerks",Charge Authorizer,x +43-4041,"Credit Authorizers, Checkers, and Clerks",Commercial Credit Reviewer,x +43-4041,"Credit Authorizers, Checkers, and Clerks",Credit Authorizer, +43-4041,"Credit Authorizers, Checkers, and Clerks",Credit Charge Authorizer, +43-4041,"Credit Authorizers, Checkers, and Clerks",Credit Checker, +43-4041,"Credit Authorizers, Checkers, and Clerks",Credit Investigator, +43-4041,"Credit Authorizers, Checkers, and Clerks",Credit Processor, +43-4041,"Credit Authorizers, Checkers, and Clerks",Credit Rating Checker,x +43-4041,"Credit Authorizers, Checkers, and Clerks",Credit Reference Clerk, +43-4041,"Credit Authorizers, Checkers, and Clerks",Credit Report Checker, +43-4051,Customer Service Representatives,Complaint Clerk, +43-4051,Customer Service Representatives,Contact Center Specialist, +43-4051,Customer Service Representatives,Customer Complaint Clerk,x +43-4051,Customer Service Representatives,Customer Contact Specialist, +43-4051,Customer Service Representatives,Customer Relations Representative, +43-4051,Customer Service Representatives,Customer Support Representative, +43-4051,Customer Service Representatives,Gas Distribution and Emergency Clerk, +43-4051,Customer Service Representatives,Passenger Relations Representative,x +43-4051,Customer Service Representatives,Policyholder Information Clerk, +43-4051,Customer Service Representatives,Warranty Clerk,x +43-4061,"Eligibility Interviewers, Government Programs",Medicare Interviewer,x +43-4061,"Eligibility Interviewers, Government Programs",Public Housing Interviewer,x +43-4061,"Eligibility Interviewers, Government Programs",Social Security Benefits Interviewer, +43-4061,"Eligibility Interviewers, Government Programs",Unemployment Benefits Claims Taker,x +43-4061,"Eligibility Interviewers, Government Programs",Welfare Interviewer, +43-4071,File Clerks,Cut File Clerk, +43-4071,File Clerks,Document Clerk,x +43-4071,File Clerks,File Keeper, +43-4071,File Clerks,Index Clerk, +43-4071,File Clerks,Records Clerk,x +43-4081,"Hotel, Motel, and Resort Desk Clerks",Assistant Innkeeper, +43-4081,"Hotel, Motel, and Resort Desk Clerks",Hotel Desk Clerk, +43-4081,"Hotel, Motel, and Resort Desk Clerks",Hotel Front Desk Clerk,x +43-4081,"Hotel, Motel, and Resort Desk Clerks",Hotel Registration Clerk,x +43-4081,"Hotel, Motel, and Resort Desk Clerks",Motel Clerk, +43-4081,"Hotel, Motel, and Resort Desk Clerks",Motel Front Desk Attendant, +43-4081,"Hotel, Motel, and Resort Desk Clerks",Resort Desk Clerk, +43-4111,"Interviewers, Except Eligibility and Loan",Admitting Interviewer, +43-4111,"Interviewers, Except Eligibility and Loan",Census Clerk, +43-4111,"Interviewers, Except Eligibility and Loan",Census Taker,x +43-4111,"Interviewers, Except Eligibility and Loan",Field Enumerator, +43-4111,"Interviewers, Except Eligibility and Loan",Market Research Interviewer,x +43-4111,"Interviewers, Except Eligibility and Loan",Outpatient Interviewing Clerk,x +43-4111,"Interviewers, Except Eligibility and Loan",Survey Interviewer, +43-4111,"Interviewers, Except Eligibility and Loan",Telephone Interviewer, +43-4121,"Library Assistants, Clerical",Book Sorter, +43-4121,"Library Assistants, Clerical",Braille and Talking Books Clerk,x +43-4121,"Library Assistants, Clerical",Circulation Clerk,x +43-4121,"Library Assistants, Clerical",Film Library Clerk, +43-4121,"Library Assistants, Clerical",Library Aide, +43-4121,"Library Assistants, Clerical",Library Assistant, +43-4121,"Library Assistants, Clerical",Library Circulation Clerk, +43-4121,"Library Assistants, Clerical",Library Clerk, +43-4121,"Library Assistants, Clerical",Medical Library Assistant, +43-4121,"Library Assistants, Clerical",Microfilm Clerk,x +43-4131,Loan Interviewers and Clerks,Loan Interviewer, +43-4131,Loan Interviewers and Clerks,Loan Processor,x +43-4131,Loan Interviewers and Clerks,Mortgage Closing Clerk, +43-4131,Loan Interviewers and Clerks,Mortgage Loan Closer,x +43-4131,Loan Interviewers and Clerks,Mortgage Loan Processing Clerk, +43-4131,Loan Interviewers and Clerks,Mortgage Loan Processor, +43-4131,Loan Interviewers and Clerks,Mortgage Processor, +43-4141,New Accounts Clerks,Banking Services Clerk,x +43-4141,New Accounts Clerks,New Accounts Banking Representative,x +43-4141,New Accounts Clerks,New Client Banking Services Clerk, +43-4151,Order Clerks,Catalogue Clerk,x +43-4151,Order Clerks,Classified Ad Clerk,x +43-4151,Order Clerks,Mail Order Clerk, +43-4151,Order Clerks,Order Desk Clerk, +43-4151,Order Clerks,Service Order Clerk, +43-4151,Order Clerks,Subscription Clerk,x +43-4151,Order Clerks,Want Ad Clerk, +43-4161,"Human Resources Assistants, Except Payroll and Timekeeping",Employment Clerk, +43-4161,"Human Resources Assistants, Except Payroll and Timekeeping",HR Clerk,x +43-4161,"Human Resources Assistants, Except Payroll and Timekeeping",Personnel Clerk,x +43-4171,Receptionists and Information Clerks,Appointment Clerk,x +43-4171,Receptionists and Information Clerks,Dental Receptionist, +43-4171,Receptionists and Information Clerks,Front Desk Receptionist,x +43-4171,Receptionists and Information Clerks,Land Leasing Information Clerk,x +43-4181,Reservation and Transportation Ticket Agents and Travel Clerks,Airline Reservation Agent, +43-4181,Reservation and Transportation Ticket Agents and Travel Clerks,Airline Reservationist, +43-4181,Reservation and Transportation Ticket Agents and Travel Clerks,Airline Ticket Agent,x +43-4181,Reservation and Transportation Ticket Agents and Travel Clerks,Gate Agent,x +43-4181,Reservation and Transportation Ticket Agents and Travel Clerks,Hotel Reservationist,x +43-4181,Reservation and Transportation Ticket Agents and Travel Clerks,Passenger Agent, +43-4181,Reservation and Transportation Ticket Agents and Travel Clerks,Passenger Booking Clerk, +43-4181,Reservation and Transportation Ticket Agents and Travel Clerks,Reservation Agent, +43-4181,Reservation and Transportation Ticket Agents and Travel Clerks,Reservation Sales Agent, +43-4181,Reservation and Transportation Ticket Agents and Travel Clerks,Train Clerk, +43-4181,Reservation and Transportation Ticket Agents and Travel Clerks,Train Reservation Clerk,x +43-4181,Reservation and Transportation Ticket Agents and Travel Clerks,Transportation Clerk, +43-4181,Reservation and Transportation Ticket Agents and Travel Clerks,Travel Clerk, +43-4199,"Information and Record Clerks, All Other",Election Clerk,x +43-4199,"Information and Record Clerks, All Other",Flight Crew Scheduler, +43-4199,"Information and Record Clerks, All Other",Probate Clerk,x +43-4199,"Information and Record Clerks, All Other",Student Admissions Clerk,x +43-5011,Cargo and Freight Agents,Cargo Agent, +43-5011,Cargo and Freight Agents,Cargo Router,x +43-5011,Cargo and Freight Agents,Freight Agent, +43-5011,Cargo and Freight Agents,Freight Shipping Agent,x +43-5021,Couriers and Messengers,Bank Courier, +43-5021,Couriers and Messengers,Bicycle Messenger,x +43-5021,Couriers and Messengers,Courier, +43-5021,Couriers and Messengers,Court Messenger, +43-5021,Couriers and Messengers,Laboratory Courier,x +43-5021,Couriers and Messengers,Office Messenger, +43-5021,Couriers and Messengers,Office Runner,x +43-5031,Public Safety Telecommunicators,911 Dispatcher, +43-5031,Public Safety Telecommunicators,911 Operator,x +43-5031,Public Safety Telecommunicators,Ambulance Dispatcher, +43-5031,Public Safety Telecommunicators,Emergency Communications Dispatcher, +43-5031,Public Safety Telecommunicators,Emergency Communications Operator, +43-5031,Public Safety Telecommunicators,Emergency Operator,x +43-5031,Public Safety Telecommunicators,Emergency Telecommunications Dispatcher, +43-5031,Public Safety Telecommunicators,Fire Dispatcher, +43-5031,Public Safety Telecommunicators,Police Dispatcher, +43-5031,Public Safety Telecommunicators,Police Radio Dispatcher, +43-5031,Public Safety Telecommunicators,Public Safety Dispatcher,x +43-5031,Public Safety Telecommunicators,Public Safety Telecommunicator,x +43-5032,"Dispatchers, Except Police, Fire, and Ambulance",Airplane Dispatch Clerk, +43-5032,"Dispatchers, Except Police, Fire, and Ambulance",Auto Service Dispatcher, +43-5032,"Dispatchers, Except Police, Fire, and Ambulance",Bus Dispatcher, +43-5032,"Dispatchers, Except Police, Fire, and Ambulance",Crew Dispatcher, +43-5032,"Dispatchers, Except Police, Fire, and Ambulance",Maintenance Dispatcher, +43-5032,"Dispatchers, Except Police, Fire, and Ambulance",School Bus Dispatcher, +43-5032,"Dispatchers, Except Police, Fire, and Ambulance",Taxicab Dispatcher,x +43-5032,"Dispatchers, Except Police, Fire, and Ambulance",Tow Truck Dispatcher,x +43-5032,"Dispatchers, Except Police, Fire, and Ambulance",Train Dispatcher,x +43-5032,"Dispatchers, Except Police, Fire, and Ambulance",Truck Dispatcher, +43-5041,"Meter Readers, Utilities",Electric Meter Reader,x +43-5041,"Meter Readers, Utilities",Gas Meter Reader,x +43-5041,"Meter Readers, Utilities",Water Meter Reader,x +43-5051,Postal Service Clerks,Bulk Mail Clerk,x +43-5051,Postal Service Clerks,Bulk Mail Technician, +43-5051,Postal Service Clerks,Parcel Post Clerk,x +43-5051,Postal Service Clerks,Postal Clerk, +43-5051,Postal Service Clerks,Postal Service Clerk, +43-5051,Postal Service Clerks,Postal Service Window Clerk,x +43-5052,Postal Service Mail Carriers,City Letter Carrier, +43-5052,Postal Service Mail Carriers,Letter Carrier,x +43-5052,Postal Service Mail Carriers,Mail Deliverer,x +43-5052,Postal Service Mail Carriers,Parcel Post Carrier, +43-5052,Postal Service Mail Carriers,Postal Mail Carrier, +43-5052,Postal Service Mail Carriers,Rural Mail Carrier, +43-5052,Postal Service Mail Carriers,Rural Route Carrier,x +43-5052,Postal Service Mail Carriers,USPS Letter Carrier, +43-5053,"Postal Service Mail Sorters, Processors, and Processing Machine Operators",Flat Sorter Operator, +43-5053,"Postal Service Mail Sorters, Processors, and Processing Machine Operators",Flat Sorting Machine Clerk,x +43-5053,"Postal Service Mail Sorters, Processors, and Processing Machine Operators",Mail Forwarding System Markup Clerk,x +43-5053,"Postal Service Mail Sorters, Processors, and Processing Machine Operators",Parcel Post Distribution Machine Operator, +43-5053,"Postal Service Mail Sorters, Processors, and Processing Machine Operators",Post Office Markup Clerk, +43-5053,"Postal Service Mail Sorters, Processors, and Processing Machine Operators",Postal Service Mail Processor, +43-5053,"Postal Service Mail Sorters, Processors, and Processing Machine Operators",Small Package and Bundle Sorter Clerk, +43-5061,"Production, Planning, and Expediting Clerks",Expeditor,x +43-5061,"Production, Planning, and Expediting Clerks",Material Control Clerk,x +43-5061,"Production, Planning, and Expediting Clerks",Material Expediter, +43-5061,"Production, Planning, and Expediting Clerks",Mill Recorder, +43-5061,"Production, Planning, and Expediting Clerks",Production Control Clerk, +43-5061,"Production, Planning, and Expediting Clerks",Production Control Coordinating Clerk, +43-5061,"Production, Planning, and Expediting Clerks",Production Control Coordinator, +43-5061,"Production, Planning, and Expediting Clerks",Production Scheduler,x +43-5061,"Production, Planning, and Expediting Clerks",Work Ticket Distributor, +43-5071,"Shipping, Receiving, and Inventory Clerks",Freight Clerk, +43-5071,"Shipping, Receiving, and Inventory Clerks",Incoming Freight Clerk,x +43-5071,"Shipping, Receiving, and Inventory Clerks",Inventory Control Clerk, +43-5071,"Shipping, Receiving, and Inventory Clerks",Inventory Taker, +43-5071,"Shipping, Receiving, and Inventory Clerks",Receiving Clerk, +43-5071,"Shipping, Receiving, and Inventory Clerks",Reconsignment Clerk, +43-5071,"Shipping, Receiving, and Inventory Clerks",Route Delivery Clerk,x +43-5071,"Shipping, Receiving, and Inventory Clerks",Shipping and Receiving Clerk, +43-5071,"Shipping, Receiving, and Inventory Clerks",Shipping Order Clerk, +43-5071,"Shipping, Receiving, and Inventory Clerks",Stockroom Attendant, +43-5071,"Shipping, Receiving, and Inventory Clerks",Stockroom Clerk, +43-5071,"Shipping, Receiving, and Inventory Clerks",Store Receiving Clerk,x +43-5071,"Shipping, Receiving, and Inventory Clerks",Supply Clerk, +43-5071,"Shipping, Receiving, and Inventory Clerks",Supply Room Clerk, +43-5071,"Shipping, Receiving, and Inventory Clerks",Tool Crib Attendant, +43-5071,"Shipping, Receiving, and Inventory Clerks",Warehouse Clerk,x +43-5111,"Weighers, Measurers, Checkers, and Samplers, Recordkeeping",Bean Weigher, +43-5111,"Weighers, Measurers, Checkers, and Samplers, Recordkeeping",Cheese Weigher,x +43-5111,"Weighers, Measurers, Checkers, and Samplers, Recordkeeping",Freight Checker, +43-5111,"Weighers, Measurers, Checkers, and Samplers, Recordkeeping",Sample Checker, +43-5111,"Weighers, Measurers, Checkers, and Samplers, Recordkeeping",Scale Attendant,x +43-5111,"Weighers, Measurers, Checkers, and Samplers, Recordkeeping",Scale Clerk, +43-5111,"Weighers, Measurers, Checkers, and Samplers, Recordkeeping",Scale Operator, +43-5111,"Weighers, Measurers, Checkers, and Samplers, Recordkeeping",Warehouse Checker, +43-5111,"Weighers, Measurers, Checkers, and Samplers, Recordkeeping",Weighing Station Operator,x +43-5111,"Weighers, Measurers, Checkers, and Samplers, Recordkeeping",Wool Sampler, +43-6011,Executive Secretaries and Executive Administrative Assistants,Executive Assistant,x +43-6012,Legal Secretaries and Administrative Assistants,Accredited Legal Secretary, +43-6012,Legal Secretaries and Administrative Assistants,Certified Legal Secretary Specialist, +43-6012,Legal Secretaries and Administrative Assistants,Law Secretary,x +43-6012,Legal Secretaries and Administrative Assistants,Legal Administrative Assistant,x +43-6013,Medical Secretaries and Administrative Assistants,Dental Secretary,x +43-6013,Medical Secretaries and Administrative Assistants,Hospital Secretary, +43-6013,Medical Secretaries and Administrative Assistants,Psychiatric Secretary,x +43-6014,"Secretaries and Administrative Assistants, Except Legal, Medical, and Executive",Alumni Secretary, +43-6014,"Secretaries and Administrative Assistants, Except Legal, Medical, and Executive",Office Secretary,x +43-6014,"Secretaries and Administrative Assistants, Except Legal, Medical, and Executive",Personal Secretary,x +43-6014,"Secretaries and Administrative Assistants, Except Legal, Medical, and Executive",Real Estate Administrative Assistant, +43-9021,Data Entry Keyers,Customs Entry Clerk, +43-9021,Data Entry Keyers,Data Entry Clerk, +43-9021,Data Entry Keyers,Data Input Clerk,x +43-9021,Data Entry Keyers,Data Keyer, +43-9021,Data Entry Keyers,Data Processing Clerk, +43-9021,Data Entry Keyers,Data Typist,x +43-9021,Data Entry Keyers,Key Punch Operator, +43-9021,Data Entry Keyers,Keypunch Operator, +43-9021,Data Entry Keyers,Keypuncher, +43-9022,Word Processors and Typists,Clerk Typist,x +43-9022,Word Processors and Typists,Dictaphone Typist, +43-9022,Word Processors and Typists,Statistical Typist, +43-9022,Word Processors and Typists,Transcription Typist,x +43-9022,Word Processors and Typists,Typist, +43-9022,Word Processors and Typists,Word Processor, +43-9031,Desktop Publishers,Desktop Publishing Specialist,x +43-9031,Desktop Publishers,DTP Operator, +43-9031,Desktop Publishers,Electronic Console Display Operator, +43-9031,Desktop Publishers,Electronic Imager, +43-9031,Desktop Publishers,Electronic Pagination System Operator, +43-9031,Desktop Publishers,Electronic Publisher,x +43-9031,Desktop Publishers,Electronic Publishing Specialist, +43-9041,Insurance Claims and Policy Processing Clerks,Insurance Claims Clerk, +43-9041,Insurance Claims and Policy Processing Clerks,Insurance Clerk, +43-9041,Insurance Claims and Policy Processing Clerks,Insurance Examining Clerk, +43-9041,Insurance Claims and Policy Processing Clerks,Insurance Policy Issue Clerk,x +43-9041,Insurance Claims and Policy Processing Clerks,Underwriting Assistant, +43-9041,Insurance Claims and Policy Processing Clerks,Underwriting Clerk,x +43-9051,"Mail Clerks and Mail Machine Operators, Except Postal Service",Direct Mail Clerk,x +43-9051,"Mail Clerks and Mail Machine Operators, Except Postal Service",Mailroom Clerk,x +43-9051,"Mail Clerks and Mail Machine Operators, Except Postal Service",Packaging Clerk,x +43-9061,"Office Clerks, General",Administrative Clerk,x +43-9061,"Office Clerks, General",Office Assistant,x +43-9061,"Office Clerks, General",Office Clerk, +43-9061,"Office Clerks, General",Real Estate Clerk,x +43-9071,"Office Machine Operators, Except Computer",Business Machine Operator, +43-9071,"Office Machine Operators, Except Computer",Coin Machine Operator, +43-9071,"Office Machine Operators, Except Computer",Coin Rolling Machine Operator, +43-9071,"Office Machine Operators, Except Computer",Coin Wrapping Machine Operator,x +43-9071,"Office Machine Operators, Except Computer",Collator Operator, +43-9071,"Office Machine Operators, Except Computer",Copy Center Operator, +43-9071,"Office Machine Operators, Except Computer",Copy Machine Operator,x +43-9071,"Office Machine Operators, Except Computer",Duplicating Machine Operator, +43-9071,"Office Machine Operators, Except Computer",Scanning Equipment Operators,x +43-9081,Proofreaders and Copy Markers,Braille Proofreader,x +43-9081,Proofreaders and Copy Markers,Clerical Proofreader, +43-9081,Proofreaders and Copy Markers,Copy Reader,x +43-9081,Proofreaders and Copy Markers,Editorial Assistant,x +43-9081,Proofreaders and Copy Markers,Format Proofreader, +43-9081,Proofreaders and Copy Markers,Proofreader, +43-9111,Statistical Assistants,Actuarial Assistant,x +43-9111,Statistical Assistants,Actuary Clerk, +43-9111,Statistical Assistants,Data Analysis Assistant, +43-9111,Statistical Assistants,Statistical Clerk,x +43-9111,Statistical Assistants,Tariff Compiling Clerk, +43-9199,"Office and Administrative Support Workers, All Other",Braille Transcriber, +43-9199,"Office and Administrative Support Workers, All Other",Envelope Stuffer,x +43-9199,"Office and Administrative Support Workers, All Other",Fingerprint Clerk,x +43-9199,"Office and Administrative Support Workers, All Other",Investigation Clerk, +43-9199,"Office and Administrative Support Workers, All Other",Newspaper Inserter, +43-9199,"Office and Administrative Support Workers, All Other",Notary Public,x +45-1011,"First-Line Supervisors of Farming, Fishing, and Forestry Workers",Animal Caretaker Supervisor, +45-1011,"First-Line Supervisors of Farming, Fishing, and Forestry Workers",Aquacultural Worker Supervisor, +45-1011,"First-Line Supervisors of Farming, Fishing, and Forestry Workers",Corn Crop Supervisor, +45-1011,"First-Line Supervisors of Farming, Fishing, and Forestry Workers",Corral Boss,x +45-1011,"First-Line Supervisors of Farming, Fishing, and Forestry Workers",Cranberry Bog Supervisor,x +45-1011,"First-Line Supervisors of Farming, Fishing, and Forestry Workers",Farm Supervisor, +45-1011,"First-Line Supervisors of Farming, Fishing, and Forestry Workers",Farrowing Manager, +45-1011,"First-Line Supervisors of Farming, Fishing, and Forestry Workers",Feed Manager, +45-1011,"First-Line Supervisors of Farming, Fishing, and Forestry Workers",Fish Hatchery Supervisor,x +45-1011,"First-Line Supervisors of Farming, Fishing, and Forestry Workers",Harvest Crew Supervisor, +45-1011,"First-Line Supervisors of Farming, Fishing, and Forestry Workers",Harvest Manager, +45-1011,"First-Line Supervisors of Farming, Fishing, and Forestry Workers",Logging Crew Supervisor, +45-1011,"First-Line Supervisors of Farming, Fishing, and Forestry Workers",Picking Crew Supervisor, +45-1011,"First-Line Supervisors of Farming, Fishing, and Forestry Workers",Planting Supervisor, +45-1011,"First-Line Supervisors of Farming, Fishing, and Forestry Workers",Ranch Hand Supervisor, +45-2011,Agricultural Inspectors,Cattle Examiner,x +45-2011,Agricultural Inspectors,Cattle Inspector, +45-2011,Agricultural Inspectors,Grain Sampler,x +45-2011,Agricultural Inspectors,Meat and Poultry Inspector, +45-2011,Agricultural Inspectors,Milk Tester,x +45-2011,Agricultural Inspectors,Wheat Inspector, +45-2021,Animal Breeders,Cat Breeder, +45-2021,Animal Breeders,Dairy Husbandry Worker,x +45-2021,Animal Breeders,Dog Breeder, +45-2021,Animal Breeders,Equine Breeder, +45-2021,Animal Breeders,Horse Breeder,x +45-2021,Animal Breeders,Livestock Breeder, +45-2021,Animal Breeders,Poultry Inseminator, +45-2021,Animal Breeders,Stallion Manager, +45-2041,"Graders and Sorters, Agricultural Products",Apple Sorter, +45-2041,"Graders and Sorters, Agricultural Products",Cherry Sorter, +45-2041,"Graders and Sorters, Agricultural Products",Cotton Grader,x +45-2041,"Graders and Sorters, Agricultural Products",Egg Grader,x +45-2041,"Graders and Sorters, Agricultural Products",Fruit Sorter,x +45-2041,"Graders and Sorters, Agricultural Products",Meat Grader,x +45-2041,"Graders and Sorters, Agricultural Products",Oyster Sorter, +45-2041,"Graders and Sorters, Agricultural Products",Peanut Grader, +45-2041,"Graders and Sorters, Agricultural Products",Potato Sorter, +45-2041,"Graders and Sorters, Agricultural Products",Seed Sorter, +45-2041,"Graders and Sorters, Agricultural Products",Strawberry Sorter, +45-2041,"Graders and Sorters, Agricultural Products",Vegetable Sorter, +45-2041,"Graders and Sorters, Agricultural Products",Wool Grader, +45-2091,Agricultural Equipment Operators,Cane Flume Chute Operator, +45-2091,Agricultural Equipment Operators,Combine Driver, +45-2091,Agricultural Equipment Operators,Combine Operator,x +45-2091,Agricultural Equipment Operators,Corn Detasseler Machine Operator, +45-2091,Agricultural Equipment Operators,Cotton Ginner, +45-2091,Agricultural Equipment Operators,Cotton Picker Operator, +45-2091,Agricultural Equipment Operators,Custom Harvester, +45-2091,Agricultural Equipment Operators,Farm Tractor Operator, +45-2091,Agricultural Equipment Operators,Feed Mixer Operator,x +45-2091,Agricultural Equipment Operators,Hay Baler,x +45-2091,Agricultural Equipment Operators,Hay Stacker Operator, +45-2091,Agricultural Equipment Operators,Rake Operator, +45-2091,Agricultural Equipment Operators,Replanting Machine Operator, +45-2091,Agricultural Equipment Operators,Tractor Operator,x +45-2091,Agricultural Equipment Operators,Wheat Combine Driver, +45-2092,"Farmworkers and Laborers, Crop, Nursery, and Greenhouse",Cane Cutter, +45-2092,"Farmworkers and Laborers, Crop, Nursery, and Greenhouse",Carrot Harvester, +45-2092,"Farmworkers and Laborers, Crop, Nursery, and Greenhouse",Citrus Picker, +45-2092,"Farmworkers and Laborers, Crop, Nursery, and Greenhouse",Corn Picker, +45-2092,"Farmworkers and Laborers, Crop, Nursery, and Greenhouse",Cotton Picker, +45-2092,"Farmworkers and Laborers, Crop, Nursery, and Greenhouse",Crop Picker, +45-2092,"Farmworkers and Laborers, Crop, Nursery, and Greenhouse",Flower Picker, +45-2092,"Farmworkers and Laborers, Crop, Nursery, and Greenhouse",Greenhouse Transplanter,x +45-2092,"Farmworkers and Laborers, Crop, Nursery, and Greenhouse",Harvest Worker, +45-2092,"Farmworkers and Laborers, Crop, Nursery, and Greenhouse",Harvester, +45-2092,"Farmworkers and Laborers, Crop, Nursery, and Greenhouse",Orchard Hand, +45-2092,"Farmworkers and Laborers, Crop, Nursery, and Greenhouse",Orchard Worker, +45-2092,"Farmworkers and Laborers, Crop, Nursery, and Greenhouse",Pecan Gatherer,x +45-2092,"Farmworkers and Laborers, Crop, Nursery, and Greenhouse",Pepper Picker,x +45-2092,"Farmworkers and Laborers, Crop, Nursery, and Greenhouse",Vineyard Tender, +45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",Aquaculture Worker, +45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",Barn Hand, +45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",Barn Worker, +45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",Cattle Brander,x +45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",Cattle Driver, +45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",Chicken Handler, +45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",Chicken Vaccinator, +45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",Cow Tender, +45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",Egg Gatherer, +45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",Farrowing Worker, +45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",Goat Herder, +45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",Groom, +45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",Hatchery Worker, +45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",Livestock Handler, +45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",Poultry Debeaker, +45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",Ranch Hand, +45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",Sheep Shearer,x +45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",Shrimp Pond Laborer,x +45-2099,"Agricultural Workers, All Other",Crop Scout,x +45-2099,"Agricultural Workers, All Other",Irrigation Worker,x +45-2099,"Agricultural Workers, All Other",Livestock Showman, +45-3031,Fishing and Hunting Workers,Alligator Hunter, +45-3031,Fishing and Hunting Workers,Bird Trapper,x +45-3031,Fishing and Hunting Workers,Commercial Crabber, +45-3031,Fishing and Hunting Workers,Commercial Fisher, +45-3031,Fishing and Hunting Workers,Crab Fisher, +45-3031,Fishing and Hunting Workers,Crabber, +45-3031,Fishing and Hunting Workers,Deer Hunter,x +45-3031,Fishing and Hunting Workers,Fishing Boat Captain, +45-3031,Fishing and Hunting Workers,Fur Trapper, +45-3031,Fishing and Hunting Workers,Lobster Catcher, +45-3031,Fishing and Hunting Workers,Oyster Boat Laborer, +45-3031,Fishing and Hunting Workers,Predator Control Trapper, +45-3031,Fishing and Hunting Workers,Predatory Animal Exterminator, +45-3031,Fishing and Hunting Workers,Predatory Animal Hunter, +45-3031,Fishing and Hunting Workers,Predatory Animal Trapper,x +45-3031,Fishing and Hunting Workers,Seaweed Harvester,x +45-3031,Fishing and Hunting Workers,Shellfish Dredge Operator, +45-3031,Fishing and Hunting Workers,Wild Oyster Harvester,x +45-4011,Forest and Conservation Workers,Forest Nursery Worker, +45-4011,Forest and Conservation Workers,Forester Aide, +45-4011,Forest and Conservation Workers,Forestry Laborer,x +45-4011,Forest and Conservation Workers,Pine Straw Gatherer, +45-4011,Forest and Conservation Workers,Rangelands Conservation Laborer,x +45-4011,Forest and Conservation Workers,Reforestation Worker,x +45-4011,Forest and Conservation Workers,Seedling Puller, +45-4011,Forest and Conservation Workers,Wetlands Conservation Laborer,x +45-4021,Fallers,Lumberjack,x +45-4021,Fallers,Pulpwood Cutter,x +45-4021,Fallers,Timber Cutter,x +45-4021,Fallers,Timber Faller, +45-4021,Fallers,Timber Feller, +45-4022,Logging Equipment Operators,Combination Slasher-Loader Operator, +45-4022,Logging Equipment Operators,Delimber Operator, +45-4022,Logging Equipment Operators,Feller Buncher Operator, +45-4022,Logging Equipment Operators,Feller Operator, +45-4022,Logging Equipment Operators,Grapple Operator, +45-4022,Logging Equipment Operators,Grapple Skidder Operator,x +45-4022,Logging Equipment Operators,Loader Operator, +45-4022,Logging Equipment Operators,Log Chipper Operator, +45-4022,Logging Equipment Operators,Log Hauler,x +45-4022,Logging Equipment Operators,Log Loader Operator, +45-4022,Logging Equipment Operators,Log Processor Operator, +45-4022,Logging Equipment Operators,Log Stacker Operator, +45-4022,Logging Equipment Operators,Logging Cable Skidder Operator, +45-4022,Logging Equipment Operators,Logging Clam Bunk Operator, +45-4022,Logging Equipment Operators,Logging Crane Operator, +45-4022,Logging Equipment Operators,Logging Excavator Operator, +45-4022,Logging Equipment Operators,Logging Forwarder Operator, +45-4022,Logging Equipment Operators,Logging Operating Engineer, +45-4022,Logging Equipment Operators,Logging Shovel Operator, +45-4022,Logging Equipment Operators,Logging Slasher Operator, +45-4022,Logging Equipment Operators,Logging Tractor Operator,x +45-4022,Logging Equipment Operators,Lumber Stacker Operator,x +45-4022,Logging Equipment Operators,Timber Harvester Operator, +45-4022,Logging Equipment Operators,Tree Crusher Operator, +45-4022,Logging Equipment Operators,Tree-Shear Operator, +45-4023,Log Graders and Scalers,Log Check Scaler,x +45-4023,Log Graders and Scalers,Log Grader, +45-4023,Log Graders and Scalers,Log Scaler, +45-4023,Log Graders and Scalers,Log Sorter, +45-4023,Log Graders and Scalers,Timber Estimator,x +45-4023,Log Graders and Scalers,Veneer Grader,x +45-4029,"Logging Workers, All Other",Log Cutter, +45-4029,"Logging Workers, All Other",Log Peeler, +45-4029,"Logging Workers, All Other",Log Roper,x +45-4029,"Logging Workers, All Other",Logging Laborer, +45-4029,"Logging Workers, All Other",Logging Swamper, +45-4029,"Logging Workers, All Other",Rigging Slinger,x +45-4029,"Logging Workers, All Other",Timber Hand,x +47-1011,First-Line Supervisors of Construction Trades and Extraction Workers,Carpenter Supervisor,x +47-1011,First-Line Supervisors of Construction Trades and Extraction Workers,Drilling Foreman, +47-1011,First-Line Supervisors of Construction Trades and Extraction Workers,Electrician Supervisor, +47-1011,First-Line Supervisors of Construction Trades and Extraction Workers,Excavating Supervisor, +47-1011,First-Line Supervisors of Construction Trades and Extraction Workers,Foreman, +47-1011,First-Line Supervisors of Construction Trades and Extraction Workers,Foreperson, +47-1011,First-Line Supervisors of Construction Trades and Extraction Workers,Forewoman, +47-1011,First-Line Supervisors of Construction Trades and Extraction Workers,Quarry Boss,x +47-1011,First-Line Supervisors of Construction Trades and Extraction Workers,Rig Supervisor,x +47-1011,First-Line Supervisors of Construction Trades and Extraction Workers,Roustabout Crew Leader, +47-1011,First-Line Supervisors of Construction Trades and Extraction Workers,Segmental Paving Supervisor, +47-1011,First-Line Supervisors of Construction Trades and Extraction Workers,Solar Panel Installation Supervisor,x +47-1011,First-Line Supervisors of Construction Trades and Extraction Workers,Tool Pushers, +47-2011,Boilermakers,Boiler Fitter, +47-2011,Boilermakers,Boiler Installer,x +47-2011,Boilermakers,Boiler Mechanic,x +47-2011,Boilermakers,Boiler Setter, +47-2011,Boilermakers,Boiler Tester,x +47-2011,Boilermakers,Boilermaker Mechanic, +47-2021,Brickmasons and Blockmasons,Adobe Layer,x +47-2021,Brickmasons and Blockmasons,Block Layer, +47-2021,Brickmasons and Blockmasons,Blockmason, +47-2021,Brickmasons and Blockmasons,Brick Chimney Builder,x +47-2021,Brickmasons and Blockmasons,Brick Setter, +47-2021,Brickmasons and Blockmasons,Bricklayer, +47-2021,Brickmasons and Blockmasons,Brickmason, +47-2021,Brickmasons and Blockmasons,Brickmason Apprentice, +47-2021,Brickmasons and Blockmasons,Firebrick Layer, +47-2021,Brickmasons and Blockmasons,Furnace Mason, +47-2021,Brickmasons and Blockmasons,Pottery Kiln Builder, +47-2021,Brickmasons and Blockmasons,Refractory Bricklayer,x +47-2022,Stonemasons,Banker Mason, +47-2022,Stonemasons,Curbstone Setter,x +47-2022,Stonemasons,Granite Setter,x +47-2022,Stonemasons,Memorial Mason, +47-2022,Stonemasons,Monument Mason,x +47-2022,Stonemasons,Rock Mason, +47-2022,Stonemasons,Stone Chimney Mason, +47-2022,Stonemasons,Stone Layer, +47-2031,Carpenters,Beam Builder, +47-2031,Carpenters,Building Carpenter,x +47-2031,Carpenters,Construction Carpenter, +47-2031,Carpenters,Counter Installer, +47-2031,Carpenters,Custom Wood Stair Builder,x +47-2031,Carpenters,Finish Carpenter, +47-2031,Carpenters,Hardwood Floor Installer, +47-2031,Carpenters,House Carpenter, +47-2031,Carpenters,Wood Floor Layer,x +47-2041,Carpet Installers,Carpet Layer,x +47-2041,Carpet Installers,Commercial Carpet Installer, +47-2041,Carpet Installers,Residential Carpet Installer, +47-2041,Carpet Installers,Wall-to-Wall Carpet Installer,x +47-2042,"Floor Layers, Except Carpet, Wood, and Hard Tiles",Composition Floor Layer,x +47-2042,"Floor Layers, Except Carpet, Wood, and Hard Tiles",Cork Floor Installer,x +47-2042,"Floor Layers, Except Carpet, Wood, and Hard Tiles",Laminate Floor Installer, +47-2042,"Floor Layers, Except Carpet, Wood, and Hard Tiles",Linoleum Installer,x +47-2042,"Floor Layers, Except Carpet, Wood, and Hard Tiles",Resilient Tile Installer, +47-2042,"Floor Layers, Except Carpet, Wood, and Hard Tiles",Shock-Absorption Floor Layer,x +47-2042,"Floor Layers, Except Carpet, Wood, and Hard Tiles",Vinyl Flooring Installer, +47-2042,"Floor Layers, Except Carpet, Wood, and Hard Tiles",Vinyl Installer, +47-2043,Floor Sanders and Finishers,Floor Finisher, +47-2043,Floor Sanders and Finishers,Floor Refinisher, +47-2043,Floor Sanders and Finishers,Floor Sander, +47-2043,Floor Sanders and Finishers,Floor Sanding Machine Operator,x +47-2043,Floor Sanders and Finishers,Floor Scraper,x +47-2043,Floor Sanders and Finishers,Hardwood Finisher,x +47-2044,Tile and Stone Setters,Ceramic Tile Installer,x +47-2044,Tile and Stone Setters,Hard Tile Setter,x +47-2044,Tile and Stone Setters,Marble Ceiling Installer,x +47-2044,Tile and Stone Setters,Parquet Floor Layer,x +47-2044,Tile and Stone Setters,Tile Installer, +47-2044,Tile and Stone Setters,Tile Mason, +47-2044,Tile and Stone Setters,Wood Tile Installer, +47-2051,Cement Masons and Concrete Finishers,Cement Mason, +47-2051,Cement Masons and Concrete Finishers,Cement Patcher,x +47-2051,Cement Masons and Concrete Finishers,Concrete Finisher, +47-2051,Cement Masons and Concrete Finishers,Concrete Floor Installer,x +47-2051,Cement Masons and Concrete Finishers,Concrete Mason, +47-2051,Cement Masons and Concrete Finishers,Concrete Smoother, +47-2051,Cement Masons and Concrete Finishers,Concrete Swimming Pool Installer,x +47-2053,Terrazzo Workers and Finishers,Granite-Chip Terrazzo Finisher, +47-2053,Terrazzo Workers and Finishers,Marble-Chip Terrazzo Worker, +47-2053,Terrazzo Workers and Finishers,Onyx-Chip Terrazzo Worker,x +47-2053,Terrazzo Workers and Finishers,Rustic Terrazzo Setter, +47-2053,Terrazzo Workers and Finishers,Terrazzo Finisher, +47-2053,Terrazzo Workers and Finishers,Terrazzo Grinder,x +47-2053,Terrazzo Workers and Finishers,Terrazzo Installer, +47-2053,Terrazzo Workers and Finishers,Terrazzo Layer, +47-2053,Terrazzo Workers and Finishers,Terrazzo Setter,x +47-2053,Terrazzo Workers and Finishers,Terrazzo Worker, +47-2061,Construction Laborers,Air Hammer Operator,x +47-2061,Construction Laborers,Construction Craft Laborer,x +47-2061,Construction Laborers,Construction Trench Digger,x +47-2071,"Paving, Surfacing, and Tamping Equipment Operators",Asphalt Paver, +47-2071,"Paving, Surfacing, and Tamping Equipment Operators",Asphalt Paving Machine Operator, +47-2071,"Paving, Surfacing, and Tamping Equipment Operators",Asphalt Roller Operator,x +47-2071,"Paving, Surfacing, and Tamping Equipment Operators",Asphalt Tamping Machine Operator, +47-2071,"Paving, Surfacing, and Tamping Equipment Operators",Blacktop-Paver Operator,x +47-2071,"Paving, Surfacing, and Tamping Equipment Operators",Paver Operator, +47-2071,"Paving, Surfacing, and Tamping Equipment Operators",Screed Operator, +47-2072,Pile Driver Operators,Diesel Pile Hammer Operator, +47-2072,Pile Driver Operators,Hydraulic Pile Hammer Operator,x +47-2072,Pile Driver Operators,Hydraulic Press-In Operator, +47-2072,Pile Driver Operators,Vibratory Pile Driver,x +47-2073,Operating Engineers and Other Construction Equipment Operators,Angle Dozer Operator, +47-2073,Operating Engineers and Other Construction Equipment Operators,Blade Grader Operator, +47-2073,Operating Engineers and Other Construction Equipment Operators,Construction Backhoe Operator, +47-2073,Operating Engineers and Other Construction Equipment Operators,Construction Bulldozer Operator,x +47-2073,Operating Engineers and Other Construction Equipment Operators,Construction Excavator, +47-2073,Operating Engineers and Other Construction Equipment Operators,Construction Shovel Operator, +47-2073,Operating Engineers and Other Construction Equipment Operators,Ditching Machine Operating Engineer, +47-2073,Operating Engineers and Other Construction Equipment Operators,Grader Operator, +47-2073,Operating Engineers and Other Construction Equipment Operators,Motor Grader Operator, +47-2073,Operating Engineers and Other Construction Equipment Operators,Road Grader,x +47-2073,Operating Engineers and Other Construction Equipment Operators,Scraper Operator, +47-2073,Operating Engineers and Other Construction Equipment Operators,Steam Shovel Operating Engineer, +47-2073,Operating Engineers and Other Construction Equipment Operators,Steam Shovel Operator,x +47-2081,Drywall and Ceiling Tile Installers,Acoustical Ceiling Installer,x +47-2081,Drywall and Ceiling Tile Installers,Drywall Applicator, +47-2081,Drywall and Ceiling Tile Installers,Drywall Finisher,x +47-2081,Drywall and Ceiling Tile Installers,Drywall Hanger, +47-2081,Drywall and Ceiling Tile Installers,Drywall Installer, +47-2081,Drywall and Ceiling Tile Installers,Drywall Sander, +47-2081,Drywall and Ceiling Tile Installers,Drywall Stripper, +47-2081,Drywall and Ceiling Tile Installers,Drywall Worker, +47-2081,Drywall and Ceiling Tile Installers,Sheet Rock Applier, +47-2081,Drywall and Ceiling Tile Installers,Sheet Rock Hanger,x +47-2081,Drywall and Ceiling Tile Installers,Sheet Rock Installer, +47-2081,Drywall and Ceiling Tile Installers,Sheet Rock Worker, +47-2082,Tapers,Drywall Taper,x +47-2082,Tapers,Sheet Rock Taper,x +47-2082,Tapers,Wall Taper,x +47-2111,Electricians,Chief Electrician, +47-2111,Electricians,Control Electrician, +47-2111,Electricians,Electrical Maintenance Worker, +47-2111,Electricians,Electrical Sign Wirer,x +47-2111,Electricians,House Wirer, +47-2111,Electricians,Licensed Electrician, +47-2111,Electricians,Lighting Fixture Installer, +47-2111,Electricians,Marine Electrician, +47-2111,Electricians,Master Electrician,x +47-2111,Electricians,Solar Photovoltaic Electrician,x +47-2111,Electricians,Stage Electrician, +47-2121,Glaziers,Leaded Glass Installer, +47-2121,Glaziers,Plate Glass Installer,x +47-2121,Glaziers,Stained Glass Glazier, +47-2121,Glaziers,Stained Glass Installer, +47-2121,Glaziers,Stained Glass Joiner,x +47-2121,Glaziers,Window Glazier, +47-2131,"Insulation Workers, Floor, Ceiling, and Wall",Ceiling Insulation Blower,x +47-2131,"Insulation Workers, Floor, Ceiling, and Wall",Composition Weatherboard Installer,x +47-2131,"Insulation Workers, Floor, Ceiling, and Wall",Cork Insulation Installer, +47-2131,"Insulation Workers, Floor, Ceiling, and Wall",Cork Insulator, +47-2131,"Insulation Workers, Floor, Ceiling, and Wall",Insulation Machine Operator, +47-2131,"Insulation Workers, Floor, Ceiling, and Wall",Interior Surface Insulation Worker,x +47-2131,"Insulation Workers, Floor, Ceiling, and Wall",Wall Insulation Sprayer, +47-2132,"Insulation Workers, Mechanical",Boiler Coverer,x +47-2132,"Insulation Workers, Mechanical",Heat and Frost Insulator, +47-2132,"Insulation Workers, Mechanical",Pipe Coverer,x +47-2132,"Insulation Workers, Mechanical",Pipe Insulator,x +47-2132,"Insulation Workers, Mechanical",Refrigeration Insulator, +47-2132,"Insulation Workers, Mechanical",Sheet Metal Insulator, +47-2141,"Painters, Construction and Maintenance",Bridge Painter,x +47-2141,"Painters, Construction and Maintenance",Facilities Painter, +47-2141,"Painters, Construction and Maintenance",Highway Painter, +47-2141,"Painters, Construction and Maintenance",House Painter,x +47-2141,"Painters, Construction and Maintenance",Industrial Painter, +47-2141,"Painters, Construction and Maintenance",Parking Line Painter, +47-2141,"Painters, Construction and Maintenance",Roof Painter, +47-2141,"Painters, Construction and Maintenance",Traffic Line Painter,x +47-2142,Paperhangers,Billboard Poster,x +47-2142,Paperhangers,Wall Covering Installer,x +47-2142,Paperhangers,Wallpaper Hanger, +47-2142,Paperhangers,Wallpaperer,x +47-2151,Pipelayers,Cast-Iron Drain Pipe Layer,x +47-2151,Pipelayers,Pipe Layer, +47-2151,Pipelayers,Sewer Pipe Layer, +47-2151,Pipelayers,Trench Pipe Layer,x +47-2151,Pipelayers,Water Main Pipe Layer,x +47-2152,"Plumbers, Pipefitters, and Steamfitters",Fire Sprinkler Installer,x +47-2152,"Plumbers, Pipefitters, and Steamfitters",Gas Main Fitter, +47-2152,"Plumbers, Pipefitters, and Steamfitters",Gas Plumber, +47-2152,"Plumbers, Pipefitters, and Steamfitters",Hydraulic Plumber, +47-2152,"Plumbers, Pipefitters, and Steamfitters",Industrial Gas Fitter, +47-2152,"Plumbers, Pipefitters, and Steamfitters",Marine Pipefitter, +47-2152,"Plumbers, Pipefitters, and Steamfitters",Marine Steamfitter, +47-2152,"Plumbers, Pipefitters, and Steamfitters",Master Plumber, +47-2152,"Plumbers, Pipefitters, and Steamfitters",Pipe Fitter, +47-2152,"Plumbers, Pipefitters, and Steamfitters",Plumber, +47-2152,"Plumbers, Pipefitters, and Steamfitters",Solar Thermal Installer,x +47-2152,"Plumbers, Pipefitters, and Steamfitters",Sprinkler Fitter,x +47-2152,"Plumbers, Pipefitters, and Steamfitters",Steamfitter, +47-2152,"Plumbers, Pipefitters, and Steamfitters",Water Pump Installer, +47-2161,Plasterers and Stucco Masons,Dry Plasterer, +47-2161,Plasterers and Stucco Masons,Journey Level Plasterer, +47-2161,Plasterers and Stucco Masons,Molding Plasterer, +47-2161,Plasterers and Stucco Masons,Ornamental Plasterer,x +47-2161,Plasterers and Stucco Masons,Plasterer Apprentice, +47-2161,Plasterers and Stucco Masons,Stucco Plasterer, +47-2161,Plasterers and Stucco Masons,Stucco Worker,x +47-2161,Plasterers and Stucco Masons,Swimming Pool Plasterer,x +47-2171,Reinforcing Iron and Rebar Workers,Post Tensioning Ironworker,x +47-2171,Reinforcing Iron and Rebar Workers,Rebar Worker, +47-2171,Reinforcing Iron and Rebar Workers,Reinforcing Steel Worker, +47-2171,Reinforcing Iron and Rebar Workers,Rod Buster, +47-2171,Reinforcing Iron and Rebar Workers,Steel Rod Buster,x +47-2171,Reinforcing Iron and Rebar Workers,Steel Tier, +47-2181,Roofers,Composition Roofer, +47-2181,Roofers,Hot Tar Roofer,x +47-2181,Roofers,Industrial Roofer, +47-2181,Roofers,Metal Roofing Mechanic, +47-2181,Roofers,Residential Roofer, +47-2181,Roofers,Sheet Metal Roofer, +47-2181,Roofers,Shingles Roofer,x +47-2181,Roofers,Slate Roofer, +47-2181,Roofers,Terra Cotta Roofer,x +47-2211,Sheet Metal Workers,Air Conditioning Sheet Metal Installer, +47-2211,Sheet Metal Workers,"Heating, Ventilation, and Air Conditioning (HVAC) Sheet Metal Installer",x +47-2211,Sheet Metal Workers,Sheet Metal Duct Installer, +47-2211,Sheet Metal Workers,Sheet Metal Fabricator, +47-2211,Sheet Metal Workers,Sheet Metal Former,x +47-2211,Sheet Metal Workers,Sheet Metal Installer, +47-2211,Sheet Metal Workers,Sheet Metal Layout Mechanic, +47-2211,Sheet Metal Workers,Sheet Metal Layout Worker, +47-2211,Sheet Metal Workers,Tinsmith,x +47-2221,Structural Iron and Steel Workers,Bridge Ironworker,x +47-2221,Structural Iron and Steel Workers,Construction Ironworker, +47-2221,Structural Iron and Steel Workers,Iron Guardrail Installer, +47-2221,Structural Iron and Steel Workers,Metal Tank Erector, +47-2221,Structural Iron and Steel Workers,Ornamental Ironworker, +47-2221,Structural Iron and Steel Workers,Precast Concrete Ironworker,x +47-2221,Structural Iron and Steel Workers,Pre-Engineered Metal Building Ironworker, +47-2221,Structural Iron and Steel Workers,Steel Fabricator, +47-2221,Structural Iron and Steel Workers,Steel Fitter, +47-2221,Structural Iron and Steel Workers,Structural Steel Erector, +47-2221,Structural Iron and Steel Workers,Wind Turbine Erector,x +47-2231,Solar Photovoltaic Installers,Photovoltaic (PV) Installation Technician,x +47-2231,Solar Photovoltaic Installers,PV Installer, +47-2231,Solar Photovoltaic Installers,PV Panel Installer, +47-2231,Solar Photovoltaic Installers,Solar PV Installer,x +47-3011,"Helpers--Brickmasons, Blockmasons, Stonemasons, and Tile and Marble Setters",Adobe Layer Helper, +47-3011,"Helpers--Brickmasons, Blockmasons, Stonemasons, and Tile and Marble Setters",Brick Carrier,x +47-3011,"Helpers--Brickmasons, Blockmasons, Stonemasons, and Tile and Marble Setters",Brick Washer,x +47-3011,"Helpers--Brickmasons, Blockmasons, Stonemasons, and Tile and Marble Setters",Bricklayer Helper, +47-3011,"Helpers--Brickmasons, Blockmasons, Stonemasons, and Tile and Marble Setters",Ceramic Tile Installation Helper, +47-3011,"Helpers--Brickmasons, Blockmasons, Stonemasons, and Tile and Marble Setters",Chimney Builder Helper, +47-3011,"Helpers--Brickmasons, Blockmasons, Stonemasons, and Tile and Marble Setters",Firebrick Layer Helper, +47-3011,"Helpers--Brickmasons, Blockmasons, Stonemasons, and Tile and Marble Setters",Marble Installation Helper, +47-3011,"Helpers--Brickmasons, Blockmasons, Stonemasons, and Tile and Marble Setters",Mortar Mixer, +47-3011,"Helpers--Brickmasons, Blockmasons, Stonemasons, and Tile and Marble Setters",Parquet Floor Layer's Helper, +47-3011,"Helpers--Brickmasons, Blockmasons, Stonemasons, and Tile and Marble Setters",Refractory Tile Helper,x +47-3011,"Helpers--Brickmasons, Blockmasons, Stonemasons, and Tile and Marble Setters",Wood Tile Installation Helper, +47-3012,Helpers--Carpenters,Beam Builder Helper, +47-3012,Helpers--Carpenters,Building Carpenter Helper, +47-3012,Helpers--Carpenters,Carpenter Assistant,x +47-3012,Helpers--Carpenters,Carpenter Helper, +47-3012,Helpers--Carpenters,Construction Carpenters Helper, +47-3012,Helpers--Carpenters,Hardwood Floor Installation Helper,x +47-3012,Helpers--Carpenters,House Carpenter Helper, +47-3013,Helpers--Electricians,Electrical Sign Wirer Helper, +47-3013,Helpers--Electricians,Electrician's Assistant, +47-3013,Helpers--Electricians,House Wirer Helper, +47-3013,Helpers--Electricians,Marine Electrician Helper,x +47-3013,Helpers--Electricians,Stage Electrician Helper,x +47-3013,Helpers--Electricians,Utilities Ground Worker, +47-3014,"Helpers--Painters, Paperhangers, Plasterers, and Stucco Masons",Billboard Poster Helper, +47-3014,"Helpers--Painters, Paperhangers, Plasterers, and Stucco Masons",Bridge Painter Helper,x +47-3014,"Helpers--Painters, Paperhangers, Plasterers, and Stucco Masons",Dry Plasterer Helper,x +47-3014,"Helpers--Painters, Paperhangers, Plasterers, and Stucco Masons",Highway Painter Helper, +47-3014,"Helpers--Painters, Paperhangers, Plasterers, and Stucco Masons",House Painter Helper, +47-3014,"Helpers--Painters, Paperhangers, Plasterers, and Stucco Masons",Ornamental Plasterer Helper, +47-3014,"Helpers--Painters, Paperhangers, Plasterers, and Stucco Masons",Plaster Tender, +47-3014,"Helpers--Painters, Paperhangers, Plasterers, and Stucco Masons",Ship Painter Helper, +47-3014,"Helpers--Painters, Paperhangers, Plasterers, and Stucco Masons",Swimming Pool Plasterer Helper, +47-3014,"Helpers--Painters, Paperhangers, Plasterers, and Stucco Masons",Wallpaper Hanger Helper, +47-3014,"Helpers--Painters, Paperhangers, Plasterers, and Stucco Masons",Wallpaperer Helper,x +47-3015,"Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters",Gas Main Fitter Helper, +47-3015,"Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters",Hydraulic Plumber Helper, +47-3015,"Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters",Industrial Gas Fitter Helper,x +47-3015,"Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters",Marine Pipefitter Helper,x +47-3015,"Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters",Marine Steam Fitter Helper, +47-3015,"Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters",Pipe Fitter Helper, +47-3015,"Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters",Plumber Assistant,x +47-3015,"Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters",Plumber Helper, +47-3015,"Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters",Sewer Pipe Layer Helper, +47-3015,"Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters",Sprinkler Fitter Helper, +47-3015,"Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters",Trench Pipe Layer Helper, +47-3015,"Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters",Water Main Installer Helper,x +47-3016,Helpers--Roofers,Hot Tar Roofer Helper,x +47-3016,Helpers--Roofers,Industrial Roofer Helper, +47-3016,Helpers--Roofers,Residential Roofer Helper, +47-3016,Helpers--Roofers,Roofer Assistant, +47-3016,Helpers--Roofers,Roofer Helper, +47-3016,Helpers--Roofers,Roofing Laborer, +47-3016,Helpers--Roofers,Shingles Roofer Helper,x +47-3016,Helpers--Roofers,Slate Roofer Helper,x +47-3016,Helpers--Roofers,Terra Cotta Roofer Helper,x +47-3019,"Helpers, Construction Trades, All Other",Boiler Coverer Helper, +47-3019,"Helpers, Construction Trades, All Other",Bridge Ironworker Helper, +47-3019,"Helpers, Construction Trades, All Other",Carpet Layer Helper, +47-3019,"Helpers, Construction Trades, All Other",Cellulose Insulation Helper,x +47-3019,"Helpers, Construction Trades, All Other",Construction Ironworker Helper, +47-3019,"Helpers, Construction Trades, All Other",Cork Insulator Helper, +47-3019,"Helpers, Construction Trades, All Other",Drywall Hanger Helper,x +47-3019,"Helpers, Construction Trades, All Other",Drywall Stripper Helper, +47-3019,"Helpers, Construction Trades, All Other",Drywall Taper Helper, +47-3019,"Helpers, Construction Trades, All Other",Heat and Frost Insulator Helper, +47-3019,"Helpers, Construction Trades, All Other",HVAC Sheet Metal Installer Helper, +47-3019,"Helpers, Construction Trades, All Other",Linoleum Layer Helper, +47-3019,"Helpers, Construction Trades, All Other",Ornamental Ironworker Helper, +47-3019,"Helpers, Construction Trades, All Other",Pipe Insulator Helper, +47-3019,"Helpers, Construction Trades, All Other",Plate Glass Installer Helper, +47-3019,"Helpers, Construction Trades, All Other",Post Tensioning Ironworker Helper, +47-3019,"Helpers, Construction Trades, All Other",Rod Buster Helper,x +47-3019,"Helpers, Construction Trades, All Other",Sheet Metal Duct Installer Helper, +47-3019,"Helpers, Construction Trades, All Other",Sheet Rock Installation Helper, +47-3019,"Helpers, Construction Trades, All Other",Sheet Rock Taper Helper, +47-3019,"Helpers, Construction Trades, All Other",Stained Glass Glazier Helper, +47-3019,"Helpers, Construction Trades, All Other",Terrazzo Finisher Helper,x +47-3019,"Helpers, Construction Trades, All Other",Terrazzo Layer Helper, +47-3019,"Helpers, Construction Trades, All Other",Terrazzo Worker Helper, +47-3019,"Helpers, Construction Trades, All Other",Trench Digger Helper, +47-3019,"Helpers, Construction Trades, All Other",Wall Taper Helper, +47-3019,"Helpers, Construction Trades, All Other",Window Glazier Helper, +47-4011,Construction and Building Inspectors,Architectural Inspector, +47-4011,Construction and Building Inspectors,Bridge Inspector, +47-4011,Construction and Building Inspectors,Building Code Inspector, +47-4011,Construction and Building Inspectors,Building Inspector, +47-4011,Construction and Building Inspectors,Construction Inspector, +47-4011,Construction and Building Inspectors,Electrical Inspector,x +47-4011,Construction and Building Inspectors,Elevator Inspector,x +47-4011,Construction and Building Inspectors,Highway Inspector,x +47-4011,Construction and Building Inspectors,Home Inspector,x +47-4011,Construction and Building Inspectors,Plumbing Inspector, +47-4011,Construction and Building Inspectors,Public Works Inspector, +47-4011,Construction and Building Inspectors,Residential Building Inspector, +47-4021,Elevator and Escalator Installers and Repairers,Elevator Adjuster, +47-4021,Elevator and Escalator Installers and Repairers,Elevator Constructor, +47-4021,Elevator and Escalator Installers and Repairers,Elevator Installer, +47-4021,Elevator and Escalator Installers and Repairers,Elevator Mechanic,x +47-4021,Elevator and Escalator Installers and Repairers,Elevator Repair and Maintenance Technician, +47-4021,Elevator and Escalator Installers and Repairers,Elevator Service Technician, +47-4021,Elevator and Escalator Installers and Repairers,Escalator Installer,x +47-4021,Elevator and Escalator Installers and Repairers,Escalator Mechanic, +47-4021,Elevator and Escalator Installers and Repairers,Escalator Service Mechanic, +47-4021,Elevator and Escalator Installers and Repairers,Freight Elevator Erector, +47-4021,Elevator and Escalator Installers and Repairers,Hydraulic Elevator Constructor,x +47-4031,Fence Erectors,Chain Link Fence Installer, +47-4031,Fence Erectors,Fence Builder, +47-4031,Fence Erectors,Wire Fence Builder,x +47-4031,Fence Erectors,Wood Fence Installer,x +47-4041,Hazardous Materials Removal Workers,Asbestos Abatement Worker,x +47-4041,Hazardous Materials Removal Workers,Asbestos Remover, +47-4041,Hazardous Materials Removal Workers,Decontamination Worker,x +47-4041,Hazardous Materials Removal Workers,Hazard Waste Handler, +47-4041,Hazardous Materials Removal Workers,Hazmat Technician, +47-4041,Hazardous Materials Removal Workers,Irradiated Fuel Handler,x +47-4041,Hazardous Materials Removal Workers,Lead Abatement Worker, +47-4041,Hazardous Materials Removal Workers,Radiological Control and Safety Technician, +47-4051,Highway Maintenance Workers,Highway Maintainer, +47-4051,Highway Maintenance Workers,Highway Maintenance Crew Worker, +47-4051,Highway Maintenance Workers,Highway Worker, +47-4051,Highway Maintenance Workers,Lane Marker Installer, +47-4051,Highway Maintenance Workers,Road Patcher,x +47-4051,Highway Maintenance Workers,Road Sign Installer,x +47-4061,Rail-Track Laying and Maintenance Equipment Operators,Ballast Cleaning Machine Operator, +47-4061,Rail-Track Laying and Maintenance Equipment Operators,Rail Maintenance Worker,x +47-4061,Rail-Track Laying and Maintenance Equipment Operators,Railroad Track Mechanic, +47-4061,Rail-Track Laying and Maintenance Equipment Operators,Track Layer, +47-4061,Rail-Track Laying and Maintenance Equipment Operators,Track Machine Operator, +47-4061,Rail-Track Laying and Maintenance Equipment Operators,Track Maintainer, +47-4061,Rail-Track Laying and Maintenance Equipment Operators,Track Moving Machine Operator, +47-4061,Rail-Track Laying and Maintenance Equipment Operators,Track Repair Worker, +47-4061,Rail-Track Laying and Maintenance Equipment Operators,Track Repairer,x +47-4061,Rail-Track Laying and Maintenance Equipment Operators,Track Service Worker, +47-4061,Rail-Track Laying and Maintenance Equipment Operators,Track Surfacing Machine Operator,x +47-4061,Rail-Track Laying and Maintenance Equipment Operators,Trackwalker, +47-4071,Septic Tank Servicers and Sewer Pipe Cleaners,Electric Sewer Cleaning Machine Operator,x +47-4071,Septic Tank Servicers and Sewer Pipe Cleaners,Septic Pump Truck Driver, +47-4071,Septic Tank Servicers and Sewer Pipe Cleaners,Septic Tank Cleaner,x +47-4071,Septic Tank Servicers and Sewer Pipe Cleaners,Sewage Screen Operator,x +47-4071,Septic Tank Servicers and Sewer Pipe Cleaners,Sewer and Drain Technician, +47-4071,Septic Tank Servicers and Sewer Pipe Cleaners,Sewer Cleaner, +47-4071,Septic Tank Servicers and Sewer Pipe Cleaners,Sewer Pipe Cleaner, +47-4091,Segmental Pavers,Concrete Pavement Installer,x +47-4091,Segmental Pavers,Paver Installer, +47-4091,Segmental Pavers,Paving Stone Installer,x +47-4091,Segmental Pavers,Segmental Paver Installer, +47-4091,Segmental Pavers,Segmental Wall Installer, +47-4099,"Construction and Related Workers, All Other",Aluminum Pool Installer,x +47-4099,"Construction and Related Workers, All Other",Waterproofer,x +47-5011,"Derrick Operators, Oil and Gas",Derrick Operator, +47-5011,"Derrick Operators, Oil and Gas",Fracturing Derrick Operator,x +47-5011,"Derrick Operators, Oil and Gas",Gas Derrick Operator, +47-5011,"Derrick Operators, Oil and Gas",Oil Derrick Operator, +47-5011,"Derrick Operators, Oil and Gas",Rotary Derrick Operator,x +47-5011,"Derrick Operators, Oil and Gas",Well Service Derrick Worker,x +47-5012,"Rotary Drill Operators, Oil and Gas",Drilling Rig Operator, +47-5012,"Rotary Drill Operators, Oil and Gas",Fracturing Rotary Drill Operator,x +47-5012,"Rotary Drill Operators, Oil and Gas",Natural Gas Shothole Driller, +47-5012,"Rotary Drill Operators, Oil and Gas",Oil Driller, +47-5012,"Rotary Drill Operators, Oil and Gas",Oil Rig Driller, +47-5012,"Rotary Drill Operators, Oil and Gas",Oil Well Cable Tool Driller, +47-5012,"Rotary Drill Operators, Oil and Gas",Oil Well Cable Tool Operator,x +47-5012,"Rotary Drill Operators, Oil and Gas",Oil Well Driller,x +47-5012,"Rotary Drill Operators, Oil and Gas",Prospecting Driller, +47-5013,"Service Unit Operators, Oil and Gas",Oil Well Fishing-Tool Technician, +47-5013,"Service Unit Operators, Oil and Gas",Well Service Pump Equipment Operator, +47-5013,"Service Unit Operators, Oil and Gas",Well Service Rig Operator, +47-5013,"Service Unit Operators, Oil and Gas",Well Services Operator, +47-5013,"Service Unit Operators, Oil and Gas",Well Servicing Rig Operator,x +47-5022,"Excavating and Loading Machine and Dragline Operators, Surface Mining",Dragline Oiler, +47-5022,"Excavating and Loading Machine and Dragline Operators, Surface Mining",Mining Back Hoe Operator, +47-5022,"Excavating and Loading Machine and Dragline Operators, Surface Mining",Mining Backhoe Operator, +47-5022,"Excavating and Loading Machine and Dragline Operators, Surface Mining",Mining Bulldozer Operator,x +47-5022,"Excavating and Loading Machine and Dragline Operators, Surface Mining",Mining Earth Moving Equipment Operator, +47-5022,"Excavating and Loading Machine and Dragline Operators, Surface Mining",Mining End Loader Operator, +47-5022,"Excavating and Loading Machine and Dragline Operators, Surface Mining",Mining Excavator, +47-5022,"Excavating and Loading Machine and Dragline Operators, Surface Mining",Mining Excavator Backhoe Operator, +47-5022,"Excavating and Loading Machine and Dragline Operators, Surface Mining",Mining Payloader Operator, +47-5022,"Excavating and Loading Machine and Dragline Operators, Surface Mining",Mining Shovel Operator,x +47-5022,"Excavating and Loading Machine and Dragline Operators, Surface Mining",Mining Yard Loader Operator, +47-5022,"Excavating and Loading Machine and Dragline Operators, Surface Mining",Trenching Machine Operator, +47-5023,"Earth Drillers, Except Oil and Gas",Blast Hole Driller,x +47-5023,"Earth Drillers, Except Oil and Gas",Churn Drill Operator, +47-5023,"Earth Drillers, Except Oil and Gas",Churn Driller,x +47-5023,"Earth Drillers, Except Oil and Gas",Earth Auger Operator,x +47-5023,"Earth Drillers, Except Oil and Gas",Earth Boring Machine Operator, +47-5023,"Earth Drillers, Except Oil and Gas",Hard Rock Drill Operator, +47-5023,"Earth Drillers, Except Oil and Gas",Rock Drill Operator, +47-5032,"Explosives Workers, Ordnance Handling Experts, and Blasters",Blast Setter,x +47-5032,"Explosives Workers, Ordnance Handling Experts, and Blasters",Blaster, +47-5032,"Explosives Workers, Ordnance Handling Experts, and Blasters",Dynamite Shooter, +47-5032,"Explosives Workers, Ordnance Handling Experts, and Blasters",Dynamiter,x +47-5032,"Explosives Workers, Ordnance Handling Experts, and Blasters",Explosive Ordnance Handler, +47-5032,"Explosives Workers, Ordnance Handling Experts, and Blasters",Explosive Technician,x +47-5032,"Explosives Workers, Ordnance Handling Experts, and Blasters",Mining Powder Crew Worker,x +47-5032,"Explosives Workers, Ordnance Handling Experts, and Blasters",Tier and Detonator, +47-5032,"Explosives Workers, Ordnance Handling Experts, and Blasters",Unexploded Ordnance Quality Control Worker, +47-5041,Continuous Mining Machine Operators,Bore Miner Operator, +47-5041,Continuous Mining Machine Operators,Continuous Mining Machine Coal Miner, +47-5041,Continuous Mining Machine Operators,Continuous Mining Machine Lode Miner,x +47-5041,Continuous Mining Machine Operators,Continuous Mining Machine Miner,x +47-5041,Continuous Mining Machine Operators,Self-Propelled Mining Machine Operator,x +47-5043,"Roof Bolters, Mining",Roof Bolter Operator, +47-5043,"Roof Bolters, Mining",Roof Bolting Coal Miner,x +47-5043,"Roof Bolters, Mining",Underground Bolting Machine Operator,x +47-5043,"Roof Bolters, Mining",Underground Roof Bolter,x +47-5044,"Loading and Moving Machine Operators, Underground Mining",Coal Hauler Operator,x +47-5044,"Loading and Moving Machine Operators, Underground Mining",Coke Loader,x +47-5044,"Loading and Moving Machine Operators, Underground Mining",Joy Loader, +47-5044,"Loading and Moving Machine Operators, Underground Mining",Load Haul Dump Operator, +47-5044,"Loading and Moving Machine Operators, Underground Mining",Mine Shuttle Car Operator,x +47-5044,"Loading and Moving Machine Operators, Underground Mining",Mobile Bridge Conveyor Operator,x +47-5049,"Underground Mining Machine Operators, All Other",Clay Mine Cutting Machine Operator, +47-5049,"Underground Mining Machine Operators, All Other",Long Wall Mining Machine Tender, +47-5049,"Underground Mining Machine Operators, All Other",Long Wall Operator,x +47-5049,"Underground Mining Machine Operators, All Other",Long Wall Plow Operator, +47-5049,"Underground Mining Machine Operators, All Other",Long Wall Shear Operator, +47-5049,"Underground Mining Machine Operators, All Other",Long Wall Shearer,x +47-5049,"Underground Mining Machine Operators, All Other",Mine Cutting and Channeling Machine Operator, +47-5049,"Underground Mining Machine Operators, All Other",Rock Dust Sprayer,x +47-5049,"Underground Mining Machine Operators, All Other",Rock Duster, +47-5049,"Underground Mining Machine Operators, All Other",Shale Planer Operator, +47-5049,"Underground Mining Machine Operators, All Other",Shearer Operator, +47-5049,"Underground Mining Machine Operators, All Other",Underground Jumbo Driller,x +47-5051,"Rock Splitters, Quarry",Quarry Chop Saw Operator,x +47-5051,"Rock Splitters, Quarry",Quarry Plug and Feather Driller,x +47-5051,"Rock Splitters, Quarry",Sandstone Splitter,x +47-5071,"Roustabouts, Oil and Gas",Gas Floorhand,x +47-5071,"Roustabouts, Oil and Gas",Oil and Gas Floorhand, +47-5071,"Roustabouts, Oil and Gas",Oil Field Roustabout,x +47-5071,"Roustabouts, Oil and Gas",Oil Rig Floorhand, +47-5071,"Roustabouts, Oil and Gas",Oil Rig Roughneck,x +47-5071,"Roustabouts, Oil and Gas",Roustabout, +47-5071,"Roustabouts, Oil and Gas",Roustabout Pusher, +47-5081,Helpers--Extraction Workers,Blaster Helper,x +47-5081,Helpers--Extraction Workers,Blasting Helper, +47-5081,Helpers--Extraction Workers,Boring Machine Operator Helper, +47-5081,Helpers--Extraction Workers,Continuous Miner Operator Helper, +47-5081,Helpers--Extraction Workers,Driller Helper, +47-5081,Helpers--Extraction Workers,Loading Machine Operator Helper, +47-5081,Helpers--Extraction Workers,Longwall Machine Operator Helper, +47-5081,Helpers--Extraction Workers,Mining Helper,x +47-5081,Helpers--Extraction Workers,Roof Bolter Helper,x +47-5081,Helpers--Extraction Workers,Rotary Drill Operator Helper, +47-5081,Helpers--Extraction Workers,Shale Planer Operator Helper, +47-5099,"Extraction Workers, All Other",Mine Milling Worker,x +47-5099,"Extraction Workers, All Other",Mine Tailings Worker,x +47-5099,"Extraction Workers, All Other","Muck Hauler, Extraction", +47-5099,"Extraction Workers, All Other","Sand Filler, Extraction", +49-1011,"First-Line Supervisors of Mechanics, Installers, and Repairers",Automobile Body Repair Supervisor,x +49-1011,"First-Line Supervisors of Mechanics, Installers, and Repairers",Body Shop Supervisor, +49-1011,"First-Line Supervisors of Mechanics, Installers, and Repairers",Electronic Maintenance Supervisor, +49-1011,"First-Line Supervisors of Mechanics, Installers, and Repairers",Fleet Maintenance Supervisor,x +49-1011,"First-Line Supervisors of Mechanics, Installers, and Repairers","Heating, Ventilation, and Air Conditioning Supervisor", +49-1011,"First-Line Supervisors of Mechanics, Installers, and Repairers",Oil Field Equipment Mechanic Supervisor, +49-1011,"First-Line Supervisors of Mechanics, Installers, and Repairers",Railroad Car Repair Supervisor,x +49-1011,"First-Line Supervisors of Mechanics, Installers, and Repairers",Repair Department Supervisor, +49-2011,"Computer, Automated Teller, and Office Machine Repairers",ATM Servicer,x +49-2011,"Computer, Automated Teller, and Office Machine Repairers",Cash Register Servicer,x +49-2011,"Computer, Automated Teller, and Office Machine Repairers",Computer Repair Technician, +49-2011,"Computer, Automated Teller, and Office Machine Repairers",Computer Repairer, +49-2011,"Computer, Automated Teller, and Office Machine Repairers",Computer Service Technician, +49-2011,"Computer, Automated Teller, and Office Machine Repairers",Copier Technician, +49-2011,"Computer, Automated Teller, and Office Machine Repairers",Copying Machine Repairer, +49-2011,"Computer, Automated Teller, and Office Machine Repairers",Data Processing Equipment Repairer,x +49-2011,"Computer, Automated Teller, and Office Machine Repairers",Photocopying Equipment Repairer, +49-2011,"Computer, Automated Teller, and Office Machine Repairers",Printer Repair Technician, +49-2021,"Radio, Cellular, and Tower Equipment Installers and Repairers",Radio Frequency Technician,x +49-2021,"Radio, Cellular, and Tower Equipment Installers and Repairers",Radio Mechanic,x +49-2021,"Radio, Cellular, and Tower Equipment Installers and Repairers",Radio Repairer, +49-2021,"Radio, Cellular, and Tower Equipment Installers and Repairers",Two-Way Radio Technician,x +49-2022,"Telecommunications Equipment Installers and Repairers, Except Line Installers",Communications Equipment Installer, +49-2022,"Telecommunications Equipment Installers and Repairers, Except Line Installers",Fiber Optic Central Office Installer,x +49-2022,"Telecommunications Equipment Installers and Repairers, Except Line Installers",Headend Technician, +49-2022,"Telecommunications Equipment Installers and Repairers, Except Line Installers",Private Branch Exchange (PBX ) Installer and Repairer,x +49-2022,"Telecommunications Equipment Installers and Repairers, Except Line Installers",Switchboard Wirer, +49-2022,"Telecommunications Equipment Installers and Repairers, Except Line Installers",Telecommunications Switch Technician, +49-2091,Avionics Technicians,Aircraft Armament Mechanic, +49-2091,Avionics Technicians,Aircraft Electrician,x +49-2091,Avionics Technicians,Aircraft Instrument Mechanic,x +49-2091,Avionics Technicians,Airplane Electrician, +49-2091,Avionics Technicians,Automatic Pilot Mechanic,x +49-2091,Avionics Technicians,Aviation Electronics Technician, +49-2091,Avionics Technicians,In-Flight Refueling System Repairer, +49-2092,"Electric Motor, Power Tool, and Related Repairers",AC/DC Rewinder, +49-2092,"Electric Motor, Power Tool, and Related Repairers",Armature Rewinder,x +49-2092,"Electric Motor, Power Tool, and Related Repairers",Battery Repairer, +49-2092,"Electric Motor, Power Tool, and Related Repairers",Dynamo Repairer, +49-2092,"Electric Motor, Power Tool, and Related Repairers",Electric Motor Fitter, +49-2092,"Electric Motor, Power Tool, and Related Repairers",Electric Motor Rewinder, +49-2092,"Electric Motor, Power Tool, and Related Repairers",Electrical Parts Reconditioner,x +49-2093,"Electrical and Electronics Installers and Repairers, Transportation Equipment",Locomotive Electrician,x +49-2093,"Electrical and Electronics Installers and Repairers, Transportation Equipment",Marine Electronics Repairer,x +49-2093,"Electrical and Electronics Installers and Repairers, Transportation Equipment",Marine Electronics Technician, +49-2094,"Electrical and Electronics Repairers, Commercial and Industrial Equipment",Industrial Aerial Installer, +49-2094,"Electrical and Electronics Repairers, Commercial and Industrial Equipment",Industrial Robotics Mechanic,x +49-2094,"Electrical and Electronics Repairers, Commercial and Industrial Equipment",Missile Pad Mechanic,x +49-2094,"Electrical and Electronics Repairers, Commercial and Industrial Equipment",Public Address System Mechanic,x +49-2095,"Electrical and Electronics Repairers, Powerhouse, Substation, and Relay",Generating Station Mechanic, +49-2095,"Electrical and Electronics Repairers, Powerhouse, Substation, and Relay",Power Transformer Repairer,x +49-2095,"Electrical and Electronics Repairers, Powerhouse, Substation, and Relay",Powerhouse Electrician,x +49-2095,"Electrical and Electronics Repairers, Powerhouse, Substation, and Relay",Protective Relay Technician, +49-2095,"Electrical and Electronics Repairers, Powerhouse, Substation, and Relay",Relay Technician,x +49-2095,"Electrical and Electronics Repairers, Powerhouse, Substation, and Relay",Substation Electrician, +49-2095,"Electrical and Electronics Repairers, Powerhouse, Substation, and Relay",Substation Mechanic, +49-2096,"Electronic Equipment Installers and Repairers, Motor Vehicles",Auto Electrician, +49-2096,"Electronic Equipment Installers and Repairers, Motor Vehicles",Auto Phone Installer, +49-2096,"Electronic Equipment Installers and Repairers, Motor Vehicles",Auto Radio Mechanic, +49-2096,"Electronic Equipment Installers and Repairers, Motor Vehicles",Automotive Electrician,x +49-2096,"Electronic Equipment Installers and Repairers, Motor Vehicles",Car Alarm Installer,x +49-2096,"Electronic Equipment Installers and Repairers, Motor Vehicles",Car Stereo Installer,x +49-2096,"Electronic Equipment Installers and Repairers, Motor Vehicles",GPS Car Navigation Installer,x +49-2096,"Electronic Equipment Installers and Repairers, Motor Vehicles",Mobile Electronics Installation Specialist, +49-2097,Audio-Visual Equipment Installers and Repairers,Cable Installation Technician, +49-2097,Audio-Visual Equipment Installers and Repairers,Electric Organ Checker, +49-2097,Audio-Visual Equipment Installers and Repairers,Electronic Musical Instrument Repairer,x +49-2097,Audio-Visual Equipment Installers and Repairers,Home Stereo Equipment Installer, +49-2097,Audio-Visual Equipment Installers and Repairers,Home Theater Installer,x +49-2097,Audio-Visual Equipment Installers and Repairers,Satellite Dish Installer,x +49-2097,Audio-Visual Equipment Installers and Repairers,Stereo Equipment Installer, +49-2097,Audio-Visual Equipment Installers and Repairers,Television Installer, +49-2097,Audio-Visual Equipment Installers and Repairers,Television Repairer, +49-2097,Audio-Visual Equipment Installers and Repairers,Wireless Internet Installer,x +49-2098,Security and Fire Alarm Systems Installers,Alarm Adjuster, +49-2098,Security and Fire Alarm Systems Installers,Alarm Technician, +49-2098,Security and Fire Alarm Systems Installers,Burglar Alarm Installer,x +49-2098,Security and Fire Alarm Systems Installers,Fire Alarm Installer,x +49-2098,Security and Fire Alarm Systems Installers,Fire Alarm Technician, +49-2098,Security and Fire Alarm Systems Installers,Home Security Alarm Installer,x +49-3011,Aircraft Mechanics and Service Technicians,A&P Mechanic, +49-3011,Aircraft Mechanics and Service Technicians,Aircraft Engine Mechanic, +49-3011,Aircraft Mechanics and Service Technicians,Aircraft Engine Specialist,x +49-3011,Aircraft Mechanics and Service Technicians,Airframe and Power Plant Mechanic, +49-3011,Aircraft Mechanics and Service Technicians,Airframe Mechanic,x +49-3011,Aircraft Mechanics and Service Technicians,Airplane Rigger, +49-3011,Aircraft Mechanics and Service Technicians,FAA Certified Powerplant Mechanic, +49-3011,Aircraft Mechanics and Service Technicians,Flight Test Mechanic,x +49-3011,Aircraft Mechanics and Service Technicians,Helicopter Engine Mechanic,x +49-3011,Aircraft Mechanics and Service Technicians,Helicopter Mechanic, +49-3011,Aircraft Mechanics and Service Technicians,Jet Engine Mechanic, +49-3011,Aircraft Mechanics and Service Technicians,Propeller-Driven Airplane Mechanic, +49-3021,Automotive Body and Related Repairers,Auto Body Customizer,x +49-3021,Automotive Body and Related Repairers,Auto Body Technician, +49-3021,Automotive Body and Related Repairers,Auto Body Worker, +49-3021,Automotive Body and Related Repairers,Auto Bumper Straightener,x +49-3021,Automotive Body and Related Repairers,Body and Frame Technician, +49-3021,Automotive Body and Related Repairers,Body Shop Worker, +49-3021,Automotive Body and Related Repairers,Car Refinisher, +49-3021,Automotive Body and Related Repairers,Truck Body Repairer,x +49-3021,Automotive Body and Related Repairers,Vehicle Body Sander, +49-3022,Automotive Glass Installers and Repairers,Auto Glass Installer, +49-3022,Automotive Glass Installers and Repairers,Auto Glass Mechanic,x +49-3022,Automotive Glass Installers and Repairers,Automotive Glass Technician, +49-3022,Automotive Glass Installers and Repairers,Automotive Glazier,x +49-3022,Automotive Glass Installers and Repairers,Windshield Installer,x +49-3022,Automotive Glass Installers and Repairers,Windshield Repair Technician, +49-3023,Automotive Service Technicians and Mechanics,Auto Clutch Rebuilder, +49-3023,Automotive Service Technicians and Mechanics,Auto Clutch Specialist, +49-3023,Automotive Service Technicians and Mechanics,Auto Radiator Specialist, +49-3023,Automotive Service Technicians and Mechanics,Auto Suspension and Steering Mechanic, +49-3023,Automotive Service Technicians and Mechanics,Auto Transmission Specialist,x +49-3023,Automotive Service Technicians and Mechanics,Automotive Alignment Specialist, +49-3023,Automotive Service Technicians and Mechanics,Automotive Brake Adjuster, +49-3023,Automotive Service Technicians and Mechanics,Automotive Brake Specialist, +49-3023,Automotive Service Technicians and Mechanics,Automotive Brake Technician,x +49-3023,Automotive Service Technicians and Mechanics,Automotive Fuel Injection Servicer,x +49-3023,Automotive Service Technicians and Mechanics,Automotive Fuel Systems Converter, +49-3023,Automotive Service Technicians and Mechanics,Automotive Specialty Technician, +49-3023,Automotive Service Technicians and Mechanics,Hybrid Car Mechanic,x +49-3023,Automotive Service Technicians and Mechanics,Motor Tune-Up Specialist, +49-3031,Bus and Truck Mechanics and Diesel Engine Specialists,Biodiesel Engine Specialist,x +49-3031,Bus and Truck Mechanics and Diesel Engine Specialists,Diesel Engine Fitter, +49-3031,Bus and Truck Mechanics and Diesel Engine Specialists,Diesel Service Technician, +49-3031,Bus and Truck Mechanics and Diesel Engine Specialists,Marine Diesel Technician,x +49-3031,Bus and Truck Mechanics and Diesel Engine Specialists,School Bus Mechanic,x +49-3031,Bus and Truck Mechanics and Diesel Engine Specialists,Tractor Trailer Mechanic,x +49-3031,Bus and Truck Mechanics and Diesel Engine Specialists,Truck Engine Technician, +49-3041,Farm Equipment Mechanics and Service Technicians,Agricultural Equipment Mechanic, +49-3041,Farm Equipment Mechanics and Service Technicians,Combine Mechanic,x +49-3041,Farm Equipment Mechanics and Service Technicians,Dairy Equipment Mechanic, +49-3041,Farm Equipment Mechanics and Service Technicians,Dairy Equipment Repairer,x +49-3041,Farm Equipment Mechanics and Service Technicians,Harvester Mechanic, +49-3041,Farm Equipment Mechanics and Service Technicians,Irrigation Equipment Mechanic,x +49-3041,Farm Equipment Mechanics and Service Technicians,Milking Machine Mechanic, +49-3041,Farm Equipment Mechanics and Service Technicians,Tractor Mechanic, +49-3042,"Mobile Heavy Equipment Mechanics, Except Engines",Bulldozer Mechanic,x +49-3042,"Mobile Heavy Equipment Mechanics, Except Engines",Construction Equipment Mechanic,x +49-3042,"Mobile Heavy Equipment Mechanics, Except Engines",Dragline Mechanic, +49-3042,"Mobile Heavy Equipment Mechanics, Except Engines",Forklift Mechanic,x +49-3042,"Mobile Heavy Equipment Mechanics, Except Engines",Forklift Technician, +49-3042,"Mobile Heavy Equipment Mechanics, Except Engines",Logging Equipment Mechanic, +49-3043,Rail Car Repairers,Freight Car Repairer, +49-3043,Rail Car Repairers,Mine Car Mechanic,x +49-3043,Rail Car Repairers,Rail Car Maintenance Mechanic, +49-3043,Rail Car Repairers,Rail Car Mechanic, +49-3043,Rail Car Repairers,Streetcar Repairer,x +49-3043,Rail Car Repairers,Subway Car Repairer,x +49-3043,Rail Car Repairers,Tank Car Reconditioner, +49-3043,Rail Car Repairers,Trolley Car Mechanic, +49-3043,Rail Car Repairers,Trolley Car Overhauler,x +49-3051,Motorboat Mechanics and Service Technicians,Certified Marine Mechanic,x +49-3051,Motorboat Mechanics and Service Technicians,Marine Propulsion Technician, +49-3051,Motorboat Mechanics and Service Technicians,Marine Technician, +49-3051,Motorboat Mechanics and Service Technicians,Motorboat Mechanic, +49-3051,Motorboat Mechanics and Service Technicians,Outboard Motor Mechanic,x +49-3051,Motorboat Mechanics and Service Technicians,Outboard Technician, +49-3052,Motorcycle Mechanics,All Terrain Vehicle Technician,x +49-3052,Motorcycle Mechanics,ATV Technician, +49-3052,Motorcycle Mechanics,Motor Scooter Mechanic,x +49-3052,Motorcycle Mechanics,Motorcycle Repairer, +49-3052,Motorcycle Mechanics,Motorcycle Service Technician,x +49-3052,Motorcycle Mechanics,Motorcycle Technician, +49-3052,Motorcycle Mechanics,Scooter Mechanic, +49-3053,Outdoor Power Equipment and Other Small Engine Mechanics,Chain Saw Mechanic, +49-3053,Outdoor Power Equipment and Other Small Engine Mechanics,Edge Trimmer Mechanic, +49-3053,Outdoor Power Equipment and Other Small Engine Mechanics,Electric Golf Cart Repairers, +49-3053,Outdoor Power Equipment and Other Small Engine Mechanics,Electric Wheelchair Repairer, +49-3053,Outdoor Power Equipment and Other Small Engine Mechanics,Go-Cart Mechanic, +49-3053,Outdoor Power Equipment and Other Small Engine Mechanics,Golf Cart Mechanic,x +49-3053,Outdoor Power Equipment and Other Small Engine Mechanics,Lawn Mower Repairer,x +49-3053,Outdoor Power Equipment and Other Small Engine Mechanics,Mobility Scooter Repairer,x +49-3053,Outdoor Power Equipment and Other Small Engine Mechanics,Power Saw Mechanic,x +49-3053,Outdoor Power Equipment and Other Small Engine Mechanics,Power Wheelchair Mechanic, +49-3053,Outdoor Power Equipment and Other Small Engine Mechanics,Snowblower Mechanic, +49-3053,Outdoor Power Equipment and Other Small Engine Mechanics,Snowmobile Mechanic, +49-3091,Bicycle Repairers,Bicycle Mechanic,x +49-3091,Bicycle Repairers,Bicycle Service Technician,x +49-3091,Bicycle Repairers,Bike Mechanic, +49-3092,Recreational Vehicle Service Technicians,Master Certified RV Technician, +49-3092,Recreational Vehicle Service Technicians,Mobile Service Recreational Vehicle Technician, +49-3092,Recreational Vehicle Service Technicians,Recreational Vehicle (RV) Repairer,x +49-3092,Recreational Vehicle Service Technicians,Recreational Vehicle Mechanic, +49-3092,Recreational Vehicle Service Technicians,RV Mechanic,x +49-3092,Recreational Vehicle Service Technicians,RV Servicer, +49-3092,Recreational Vehicle Service Technicians,RVDA Master Certified RV Technician, +49-3093,Tire Repairers and Changers,Auto Tire Worker, +49-3093,Tire Repairers and Changers,Tire Balancer,x +49-3093,Tire Repairers and Changers,Tire Fixer,x +49-3093,Tire Repairers and Changers,Tire Mechanic, +49-3093,Tire Repairers and Changers,Tire Mounter, +49-3093,Tire Repairers and Changers,Tire Servicer, +49-3093,Tire Repairers and Changers,Tire Technician, +49-9011,Mechanical Door Repairers,Automatic Door Mechanic,x +49-9011,Mechanical Door Repairers,Door Closer Mechanic, +49-9011,Mechanical Door Repairers,Garage Door Technician, +49-9011,Mechanical Door Repairers,Overhead Door Technician, +49-9012,"Control and Valve Installers and Repairers, Except Mechanical Door",Air Valve Mechanic,x +49-9012,"Control and Valve Installers and Repairers, Except Mechanical Door",Electric Meter Installer, +49-9012,"Control and Valve Installers and Repairers, Except Mechanical Door",Gas Meter Installer,x +49-9012,"Control and Valve Installers and Repairers, Except Mechanical Door",Gas Meter Mechanic, +49-9012,"Control and Valve Installers and Repairers, Except Mechanical Door",Thermostat Repairer,x +49-9012,"Control and Valve Installers and Repairers, Except Mechanical Door",Valve Mechanic, +49-9012,"Control and Valve Installers and Repairers, Except Mechanical Door",Water Meter Installer, +49-9021,"Heating, Air Conditioning, and Refrigeration Mechanics and Installers",Air Conditioning Service Technician, +49-9021,"Heating, Air Conditioning, and Refrigeration Mechanics and Installers",Bulk Cooler Installer, +49-9021,"Heating, Air Conditioning, and Refrigeration Mechanics and Installers",Evaporative Cooler Installer, +49-9021,"Heating, Air Conditioning, and Refrigeration Mechanics and Installers",Furnace Converter, +49-9021,"Heating, Air Conditioning, and Refrigeration Mechanics and Installers",Furnace Fitter, +49-9021,"Heating, Air Conditioning, and Refrigeration Mechanics and Installers",Gas Furnace Installer,x +49-9021,"Heating, Air Conditioning, and Refrigeration Mechanics and Installers","Heating, Ventilation, and Air Conditioning (HVAC) Mechanic",x +49-9021,"Heating, Air Conditioning, and Refrigeration Mechanics and Installers",Oil Burner Repairer,x +49-9021,"Heating, Air Conditioning, and Refrigeration Mechanics and Installers",Oil Furnace Installer, +49-9021,"Heating, Air Conditioning, and Refrigeration Mechanics and Installers",Refrigeration Systems Installer, +49-9021,"Heating, Air Conditioning, and Refrigeration Mechanics and Installers",Stoker Installer, +49-9031,Home Appliance Repairers,Certified Appliance Service Technician, +49-9031,Home Appliance Repairers,Electric Stove Installer, +49-9031,Home Appliance Repairers,Gas Appliance Repairer, +49-9031,Home Appliance Repairers,Gas Appliance Servicer, +49-9031,Home Appliance Repairers,Home Appliance Installer, +49-9031,Home Appliance Repairers,Stove Installer, +49-9031,Home Appliance Repairers,Vacuum Cleaner Repair Person, +49-9031,Home Appliance Repairers,Vacuum Cleaner Repairer,x +49-9031,Home Appliance Repairers,Washing Machine Installer,x +49-9031,Home Appliance Repairers,Washing Machine Repairer, +49-9031,Home Appliance Repairers,Window Air Conditioner Installer,x +49-9041,Industrial Machinery Mechanics,Bag Machine Adjuster, +49-9041,Industrial Machinery Mechanics,Boilerhouse Mechanic,x +49-9041,Industrial Machinery Mechanics,Foundry Equipment Mechanic,x +49-9041,Industrial Machinery Mechanics,Hydroelectric Machinery Mechanic,x +49-9041,Industrial Machinery Mechanics,Industrial Conveyor Belt Repairer, +49-9041,Industrial Machinery Mechanics,Loom Fixer, +49-9041,Industrial Machinery Mechanics,Loom Technician, +49-9043,"Maintenance Workers, Machinery",Crane Oiler,x +49-9044,Millwrights,Construction Millwright, +49-9044,Millwrights,Machine Erector,X +49-9044,Millwrights,Machinery Dismantler,x +49-9044,Millwrights,Maintenance Millwright,x +49-9044,Millwrights,Manufacturing Millwright, +49-9045,"Refractory Materials Repairers, Except Brickmasons",Bondactor Machine Operator,X +49-9045,"Refractory Materials Repairers, Except Brickmasons",Cupola Repairer,X +49-9045,"Refractory Materials Repairers, Except Brickmasons",Kiln Door Builder,X +49-9045,"Refractory Materials Repairers, Except Brickmasons",Ladle Repairer,X +49-9045,"Refractory Materials Repairers, Except Brickmasons",Refractory Repairer, +49-9051,Electrical Power-Line Installers and Repairers,Electric Powerline Examiner,x +49-9051,Electrical Power-Line Installers and Repairers,Electric Utility Lineworker,x +49-9051,Electrical Power-Line Installers and Repairers,Electrical High Tension Tester,x +49-9051,Electrical Power-Line Installers and Repairers,Electrical Lineworker,x +49-9051,Electrical Power-Line Installers and Repairers,Power Lineworker, +49-9051,Electrical Power-Line Installers and Repairers,Underground Conduit Installer, +49-9052,Telecommunications Line Installers and Repairers,Cable Television Installer,x +49-9052,Telecommunications Line Installers and Repairers,Fiber Optic Technician, +49-9052,Telecommunications Line Installers and Repairers,FIOS Line Installer,x +49-9052,Telecommunications Line Installers and Repairers,Telecommunication Lines Repairer, +49-9052,Telecommunications Line Installers and Repairers,Telecommunications Line Installer, +49-9052,Telecommunications Line Installers and Repairers,Telephone Cable Splicer,x +49-9052,Telecommunications Line Installers and Repairers,Telephone Lines Repairer, +49-9052,Telecommunications Line Installers and Repairers,Telephone Lineworker, +49-9061,Camera and Photographic Equipment Repairers,Aircraft Photographic Equipment Repairer,x +49-9061,Camera and Photographic Equipment Repairers,Camera Machinist, +49-9061,Camera and Photographic Equipment Repairers,Camera Repair Technician, +49-9061,Camera and Photographic Equipment Repairers,Camera Repairer,x +49-9061,Camera and Photographic Equipment Repairers,Photographic Equipment Technician,x +49-9062,Medical Equipment Repairers,Biomedical Electronics Technician, +49-9062,Medical Equipment Repairers,Biomedical Equipment Technician,x +49-9062,Medical Equipment Repairers,BMET, +49-9062,Medical Equipment Repairers,Certified Biomedical Equipment Technician, +49-9062,Medical Equipment Repairers,Dental Equipment Mechanic, +49-9062,Medical Equipment Repairers,Dental Equipment Repairer, +49-9062,Medical Equipment Repairers,Durable Medical Equipment Repairer, +49-9062,Medical Equipment Repairers,Electromedical Equipment Technician, +49-9062,Medical Equipment Repairers,Radiology Equipment Servicer,x +49-9062,Medical Equipment Repairers,Surgical Instrument Mechanic,x +49-9063,Musical Instrument Repairers and Tuners,Accordion Repairer, +49-9063,Musical Instrument Repairers and Tuners,Band Instrument Repair Technician, +49-9063,Musical Instrument Repairers and Tuners,Banjo Repairer, +49-9063,Musical Instrument Repairers and Tuners,Bow Rehairer, +49-9063,Musical Instrument Repairers and Tuners,Brass and Wind Instrument Repairer,x +49-9063,Musical Instrument Repairers and Tuners,Chip Tuner, +49-9063,Musical Instrument Repairers and Tuners,Fretted String Instrument Repairer, +49-9063,Musical Instrument Repairers and Tuners,Guitar Builder, +49-9063,Musical Instrument Repairers and Tuners,Guitar Repairer, +49-9063,Musical Instrument Repairers and Tuners,Keyboard Instrument Repairer, +49-9063,Musical Instrument Repairers and Tuners,Luthier, +49-9063,Musical Instrument Repairers and Tuners,Mandolin Repairer, +49-9063,Musical Instrument Repairers and Tuners,Organ Installer, +49-9063,Musical Instrument Repairers and Tuners,Organ Tuner, +49-9063,Musical Instrument Repairers and Tuners,Percussion Instrument Repairer, +49-9063,Musical Instrument Repairers and Tuners,Piano Regulator, +49-9063,Musical Instrument Repairers and Tuners,Piano Technician, +49-9063,Musical Instrument Repairers and Tuners,Piano Tuner,x +49-9063,Musical Instrument Repairers and Tuners,Pipe Organ Technician, +49-9063,Musical Instrument Repairers and Tuners,Stringed Instrument Repairer, +49-9063,Musical Instrument Repairers and Tuners,Tone Regulator, +49-9063,Musical Instrument Repairers and Tuners,Violin Repairer,x +49-9064,Watch and Clock Repairers,Antique Clock Repairer,x +49-9064,Watch and Clock Repairers,Chronometer Repairer, +49-9064,Watch and Clock Repairers,Clock Repair Technician,x +49-9064,Watch and Clock Repairers,Clockmaker, +49-9064,Watch and Clock Repairers,Clocksmith, +49-9064,Watch and Clock Repairers,Horologist,x +49-9064,Watch and Clock Repairers,Time Piece Repairer, +49-9064,Watch and Clock Repairers,Watchmaker, +49-9069,"Precision Instrument and Equipment Repairers, All Other",Gyroscope Repairer,x +49-9069,"Precision Instrument and Equipment Repairers, All Other",Scale Adjuster, +49-9069,"Precision Instrument and Equipment Repairers, All Other",Telescope Repairer,x +49-9071,"Maintenance and Repair Workers, General",Building Maintenance Mechanic,x +49-9071,"Maintenance and Repair Workers, General",Building Mechanic, +49-9071,"Maintenance and Repair Workers, General",Building Services Mechanic, +49-9071,"Maintenance and Repair Workers, General",Facilities Maintenance Worker,x +49-9071,"Maintenance and Repair Workers, General",General Maintenance Worker,x +49-9071,"Maintenance and Repair Workers, General",Maintenance Mechanic, +49-9071,"Maintenance and Repair Workers, General",Mechanics Handyman, +49-9071,"Maintenance and Repair Workers, General",Plant Maintenance Technician, +49-9081,Wind Turbine Service Technicians,Wind Energy Mechanic, +49-9081,Wind Turbine Service Technicians,Wind Energy Technician,x +49-9081,Wind Turbine Service Technicians,Wind Turbine Mechanic,x +49-9081,Wind Turbine Service Technicians,Wind Turbine Technician, +49-9091,"Coin, Vending, and Amusement Machine Servicers and Repairers",Arcade Games Mechanic,x +49-9091,"Coin, Vending, and Amusement Machine Servicers and Repairers",Coin Box Collector, +49-9091,"Coin, Vending, and Amusement Machine Servicers and Repairers",Juke Box Mechanic, +49-9091,"Coin, Vending, and Amusement Machine Servicers and Repairers",Parking Meter Collector,x +49-9091,"Coin, Vending, and Amusement Machine Servicers and Repairers",Slot Machine Mechanic,x +49-9091,"Coin, Vending, and Amusement Machine Servicers and Repairers",Slot Technician, +49-9091,"Coin, Vending, and Amusement Machine Servicers and Repairers",Stamp Machine Servicer, +49-9091,"Coin, Vending, and Amusement Machine Servicers and Repairers",Vending Machine Filler,x +49-9092,Commercial Divers,Marine Diver,x +49-9092,Commercial Divers,Non Destructive Testing Underwater Welder, +49-9092,Commercial Divers,Salvage Diver,x +49-9092,Commercial Divers,Scuba Diver,x +49-9092,Commercial Divers,Submarine Diver, +49-9092,Commercial Divers,Underwater Welder,x +49-9094,Locksmiths and Safe Repairers,Key Maker,x +49-9094,Locksmiths and Safe Repairers,Keysmith, +49-9094,Locksmiths and Safe Repairers,Lock Expert, +49-9094,Locksmiths and Safe Repairers,Lock Fitter, +49-9094,Locksmiths and Safe Repairers,Lock Setter, +49-9094,Locksmiths and Safe Repairers,Lock Technician, +49-9094,Locksmiths and Safe Repairers,Locksmith, +49-9094,Locksmiths and Safe Repairers,Safe and Vault Installer,x +49-9094,Locksmiths and Safe Repairers,Safe and Vault Mechanic,x +49-9095,Manufactured Building and Mobile Home Installers,Housetrailer Servicer,x +49-9095,Manufactured Building and Mobile Home Installers,Mobile Home Mechanic,x +49-9095,Manufactured Building and Mobile Home Installers,Mobile Home Servicer,x +49-9095,Manufactured Building and Mobile Home Installers,Mobile Home Technician, +49-9095,Manufactured Building and Mobile Home Installers,Modular Home Crew Member, +49-9096,Riggers,Acrobatic Rigger,x +49-9096,Riggers,Boat Rigger, +49-9096,Riggers,Crane Rigger,x +49-9096,Riggers,Fly Rail Operator, +49-9096,Riggers,Gantry Rigger, +49-9096,Riggers,High Rigger, +49-9096,Riggers,Marine Rigger, +49-9096,Riggers,Parachute Rigger, +49-9096,Riggers,Ship Rigger, +49-9096,Riggers,Theatrical Rigger, +49-9096,Riggers,Wire Rigger, +49-9096,Riggers,Yacht Rigger, +49-9096,Riggers,Yard Rigger,x +49-9097,Signal and Track Switch Repairers,Electric Track Switch Maintainer, +49-9097,Signal and Track Switch Repairers,Light Rail Signal Technician,x +49-9097,Signal and Track Switch Repairers,Rail Signal Mechanic,x +49-9097,Signal and Track Switch Repairers,Railway Signal Technician, +49-9097,Signal and Track Switch Repairers,Third Rail Installer,x +49-9097,Signal and Track Switch Repairers,Train Control Electronic Technician, +49-9097,Signal and Track Switch Repairers,Train Control Technician, +49-9098,"Helpers--Installation, Maintenance, and Repair Workers",Automobile Body Repairer Helper,x +49-9098,"Helpers--Installation, Maintenance, and Repair Workers",Cable Splicer Helper, +49-9098,"Helpers--Installation, Maintenance, and Repair Workers",Hydroelectric Machinery Mechanic Helper, +49-9098,"Helpers--Installation, Maintenance, and Repair Workers",Locksmith Helper,x +49-9098,"Helpers--Installation, Maintenance, and Repair Workers",Logging Equipment Mechanic Helper, +49-9098,"Helpers--Installation, Maintenance, and Repair Workers",Mechanic's Assistant, +49-9098,"Helpers--Installation, Maintenance, and Repair Workers",Meter Repairer Helper, +49-9098,"Helpers--Installation, Maintenance, and Repair Workers",Motorboat Mechanic Helper,x +49-9098,"Helpers--Installation, Maintenance, and Repair Workers",Powerhouse Mechanic Helper, +49-9098,"Helpers--Installation, Maintenance, and Repair Workers",Streetcar Repairer Helper, +49-9099,"Installation, Maintenance, and Repair Workers, All Other",Bowling Alley Mechanic,x +49-9099,"Installation, Maintenance, and Repair Workers, All Other",Curtain Mender, +49-9099,"Installation, Maintenance, and Repair Workers, All Other",Fabric Awning Repairer,x +49-9099,"Installation, Maintenance, and Repair Workers, All Other",Fire Extinguisher Installer,x +49-9099,"Installation, Maintenance, and Repair Workers, All Other",Gasoline Pump Installer,x +49-9099,"Installation, Maintenance, and Repair Workers, All Other",Gunsmith,x +49-9099,"Installation, Maintenance, and Repair Workers, All Other",Hand-Woven Carpet and Rug Mender, +49-9099,"Installation, Maintenance, and Repair Workers, All Other",Parachute Repairer,x +49-9099,"Installation, Maintenance, and Repair Workers, All Other",Sail Repairer,x +49-9099,"Installation, Maintenance, and Repair Workers, All Other",Ski Lift Mechanic, +49-9099,"Installation, Maintenance, and Repair Workers, All Other",Tarp Repairer, +49-9099,"Installation, Maintenance, and Repair Workers, All Other",Wheelwright, +49-9099,"Installation, Maintenance, and Repair Workers, All Other",Window Shade Installer, +51-1011,First-Line Supervisors of Production and Operating Workers,Assembly Line Supervisor,x +51-1011,First-Line Supervisors of Production and Operating Workers,Assembly Supervisor, +51-1011,First-Line Supervisors of Production and Operating Workers,Die Cast Supervisor, +51-1011,First-Line Supervisors of Production and Operating Workers,Machine Assembler Supervisor, +51-1011,First-Line Supervisors of Production and Operating Workers,Machinist Supervisor,x +51-1011,First-Line Supervisors of Production and Operating Workers,Molding Supervisor, +51-1011,First-Line Supervisors of Production and Operating Workers,Paper Machine Supervisor, +51-1011,First-Line Supervisors of Production and Operating Workers,Printing Supervisor, +51-1011,First-Line Supervisors of Production and Operating Workers,Printing Worker Supervisor,x +51-1011,First-Line Supervisors of Production and Operating Workers,Tool Room Supervisor, +51-2011,"Aircraft Structure, Surfaces, Rigging, and Systems Assemblers",Aircraft De-Icer Installer,x +51-2011,"Aircraft Structure, Surfaces, Rigging, and Systems Assemblers",Aircraft Fuselage Framer,x +51-2011,"Aircraft Structure, Surfaces, Rigging, and Systems Assemblers",Aircraft Layout Worker, +51-2011,"Aircraft Structure, Surfaces, Rigging, and Systems Assemblers",Aircraft Line Assembler, +51-2011,"Aircraft Structure, Surfaces, Rigging, and Systems Assemblers",Aircraft Part Assembler, +51-2011,"Aircraft Structure, Surfaces, Rigging, and Systems Assemblers",Aircraft Riveter,x +51-2011,"Aircraft Structure, Surfaces, Rigging, and Systems Assemblers",Aircraft Sheet Metal Mechanic, +51-2011,"Aircraft Structure, Surfaces, Rigging, and Systems Assemblers",Helicopter Airframe Mechanic, +51-2011,"Aircraft Structure, Surfaces, Rigging, and Systems Assemblers",Propeller Layout Worker, +51-2011,"Aircraft Structure, Surfaces, Rigging, and Systems Assemblers",Wing Coverer, +51-2021,"Coil Winders, Tapers, and Finishers",Coil Builder,x +51-2021,"Coil Winders, Tapers, and Finishers",Coil Former, +51-2021,"Coil Winders, Tapers, and Finishers",Coil Winder, +51-2021,"Coil Winders, Tapers, and Finishers",Motor Rewinder, +51-2021,"Coil Winders, Tapers, and Finishers",Motor Winder,x +51-2021,"Coil Winders, Tapers, and Finishers",Multiple Coil Winder, +51-2021,"Coil Winders, Tapers, and Finishers",Rotor Coil Taper, +51-2021,"Coil Winders, Tapers, and Finishers",Wire Coiler,x +51-2021,"Coil Winders, Tapers, and Finishers",Wire Winder, +51-2021,"Coil Winders, Tapers, and Finishers",Wire Winding Machine Tender, +51-2022,Electrical and Electronic Equipment Assemblers,Anode Builder,x +51-2022,Electrical and Electronic Equipment Assemblers,Armature Assembler, +51-2022,Electrical and Electronic Equipment Assemblers,Battery Assembler, +51-2022,Electrical and Electronic Equipment Assemblers,Battery Builder,x +51-2022,Electrical and Electronic Equipment Assemblers,Breaker Unit Assembler, +51-2022,Electrical and Electronic Equipment Assemblers,Circuit Board Assembler,x +51-2022,Electrical and Electronic Equipment Assemblers,Computer Assembler, +51-2022,Electrical and Electronic Equipment Assemblers,Coping Machine Assembler, +51-2022,Electrical and Electronic Equipment Assemblers,Electric Motor Controls Assembler,x +51-2022,Electrical and Electronic Equipment Assemblers,Electric Sign Assembler, +51-2022,Electrical and Electronic Equipment Assemblers,Electrical Assembler, +51-2022,Electrical and Electronic Equipment Assemblers,Electrical Controls Assembler, +51-2022,Electrical and Electronic Equipment Assemblers,Electronic Assembler, +51-2022,Electrical and Electronic Equipment Assemblers,Electronic Sensing Equipment Assembler, +51-2022,Electrical and Electronic Equipment Assemblers,Electronic Wirer, +51-2022,Electrical and Electronic Equipment Assemblers,Switchbox Assembler, +51-2022,Electrical and Electronic Equipment Assemblers,Transformer Assembler, +51-2022,Electrical and Electronic Equipment Assemblers,Transformer Maker, +51-2023,Electromechanical Equipment Assemblers,Electromechanical Assembler, +51-2023,Electromechanical Equipment Assemblers,Microwave Oven Assembler, +51-2023,Electromechanical Equipment Assemblers,Programmable Logic Controller Assembler,x +51-2023,Electromechanical Equipment Assemblers,Synchronous Motor Assembler,x +51-2023,Electromechanical Equipment Assemblers,Vacuum Cleaner Assembler,x +51-2023,Electromechanical Equipment Assemblers,Vending Machine Assembler,x +51-2031,Engine and Other Machine Assemblers,Aircraft Engine Assembler, +51-2031,Engine and Other Machine Assemblers,Assembling Motor Builder, +51-2031,Engine and Other Machine Assemblers,Clutch Housing Assembler, +51-2031,Engine and Other Machine Assemblers,Engine Builder, +51-2031,Engine and Other Machine Assemblers,Gas Turbine Assembler,x +51-2031,Engine and Other Machine Assemblers,Generator Assembler, +51-2031,Engine and Other Machine Assemblers,Jet Engine Assembler, +51-2031,Engine and Other Machine Assemblers,Machine Builder,x +51-2031,Engine and Other Machine Assemblers,Sewing Machine Assembler, +51-2031,Engine and Other Machine Assemblers,Steam Turbine Assembler,x +51-2031,Engine and Other Machine Assemblers,Truck Transmission Assembler, +51-2031,Engine and Other Machine Assemblers,Truck Transmission Builder, +51-2041,Structural Metal Fabricators and Fitters,Mill Beam Fitter,x +51-2041,Structural Metal Fabricators and Fitters,Protector Plate Attacher,x +51-2051,Fiberglass Laminators and Fabricators,Fiberglass Boat Builder,x +51-2051,Fiberglass Laminators and Fabricators,Fiberglass Fabricator, +51-2051,Fiberglass Laminators and Fabricators,Fiberglass Grinder, +51-2051,Fiberglass Laminators and Fabricators,Fiberglass Laminator, +51-2051,Fiberglass Laminators and Fabricators,Fiberglass Luggage Molder, +51-2051,Fiberglass Laminators and Fabricators,Fiberglass Machine Operator, +51-2051,Fiberglass Laminators and Fabricators,Fiberglass Roller, +51-2051,Fiberglass Laminators and Fabricators,Fiberglass Ski Maker,x +51-2051,Fiberglass Laminators and Fabricators,Fiberglasser, +51-2061,Timing Device Assemblers and Adjusters,Digital Watch Assembler,x +51-2061,Timing Device Assemblers and Adjusters,Electrical Timing Device Adjuster,x +51-2061,Timing Device Assemblers and Adjusters,Marine Chronometer Assembler,x +51-2061,Timing Device Assemblers and Adjusters,Time Stamp Assembler, +51-2092,Team Assemblers,Lead Team Assembler,x +51-2092,Team Assemblers,Team Assembly Line Machine Operator,x +51-2092,Team Assemblers,Team Automobile Assembler,x +51-2099,"Assemblers and Fabricators, All Other",Air Bag Builder,x +51-2099,"Assemblers and Fabricators, All Other",Auto Battery Builder, +51-2099,"Assemblers and Fabricators, All Other",Barrel Straightener, +51-2099,"Assemblers and Fabricators, All Other",Crate Builder,x +51-2099,"Assemblers and Fabricators, All Other",Doll Maker,x +51-2099,"Assemblers and Fabricators, All Other",Lure Maker, +51-2099,"Assemblers and Fabricators, All Other",Quilt Stuffer, +51-3011,Bakers,Bagel Maker,x +51-3011,Bakers,Bread Baker,x +51-3011,Bakers,Dough Maker, +51-3011,Bakers,Pastry Baker, +51-3011,Bakers,Pastry Finisher,x +51-3011,Bakers,Pie Baker, +51-3011,Bakers,Pie Maker, +51-3021,Butchers and Meat Cutters,Butcher, +51-3021,Butchers and Meat Cutters,Butcher Apprentice,x +51-3021,Butchers and Meat Cutters,Halal Butcher, +51-3021,Butchers and Meat Cutters,Kosher Butcher,x +51-3021,Butchers and Meat Cutters,Meat Carver,x +51-3021,Butchers and Meat Cutters,Meat Clerk, +51-3021,Butchers and Meat Cutters,Meat Counter Worker,x +51-3022,"Meat, Poultry, and Fish Cutters and Trimmers",Crab Picker, +51-3022,"Meat, Poultry, and Fish Cutters and Trimmers",Deboner, +51-3022,"Meat, Poultry, and Fish Cutters and Trimmers",Fish Cutter, +51-3022,"Meat, Poultry, and Fish Cutters and Trimmers",Fish Filleter,x +51-3022,"Meat, Poultry, and Fish Cutters and Trimmers",Frozen Meat Cutter, +51-3022,"Meat, Poultry, and Fish Cutters and Trimmers",Meat Trimmer, +51-3022,"Meat, Poultry, and Fish Cutters and Trimmers",Oyster Shucker,x +51-3022,"Meat, Poultry, and Fish Cutters and Trimmers",Poultry Cutter, +51-3022,"Meat, Poultry, and Fish Cutters and Trimmers",Poultry Eviscerator,x +51-3022,"Meat, Poultry, and Fish Cutters and Trimmers",Shrimp Peeler, +51-3022,"Meat, Poultry, and Fish Cutters and Trimmers",Shrimp Picker,x +51-3022,"Meat, Poultry, and Fish Cutters and Trimmers",Wing Scorer, +51-3023,Slaughterers and Meat Packers,Beef Splitter, +51-3023,Slaughterers and Meat Packers,Cattle Killer, +51-3023,Slaughterers and Meat Packers,Halal Meat Packer,x +51-3023,Slaughterers and Meat Packers,Hog Slaughterer, +51-3023,Slaughterers and Meat Packers,Meat Packer, +51-3023,Slaughterers and Meat Packers,Meat Processor, +51-3023,Slaughterers and Meat Packers,Poultry Slaughterer,x +51-3023,Slaughterers and Meat Packers,Shochet,x +51-3023,Slaughterers and Meat Packers,Slaughterer, +51-3091,"Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders",Bean Roaster, +51-3091,"Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders",Coffee Roaster,x +51-3091,"Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders",Fish Smoker,x +51-3091,"Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders",Food Dehydrator Operator, +51-3091,"Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders",Grain Roaster, +51-3091,"Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders",Malt House Kiln Operator, +51-3091,"Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders",Meat Curer,x +51-3091,"Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders",Meat Smoker, +51-3091,"Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders",Sausage Smoker, +51-3091,"Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders",Smokehouse Worker,x +51-3091,"Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders",Tobacco Drier Operator, +51-3092,Food Batchmakers,Almond Paste Mixer, +51-3092,Food Batchmakers,Candy Maker, +51-3092,Food Batchmakers,Candy Puller, +51-3092,Food Batchmakers,Cheese Processor, +51-3092,Food Batchmakers,Cottage Cheese Maker, +51-3092,Food Batchmakers,Dough Scaler and Mixer, +51-3092,Food Batchmakers,Frozen Yogurt Maker,x +51-3092,Food Batchmakers,Honey Blender,x +51-3092,Food Batchmakers,Ice Cream Maker, +51-3092,Food Batchmakers,Liquid Sugar Fortifier, +51-3092,Food Batchmakers,Peanut Butter Maker,x +51-3092,Food Batchmakers,Pickle Maker, +51-3092,Food Batchmakers,Relish Maker, +51-3092,Food Batchmakers,Taffy Puller, +51-3093,Food Cooking Machine Operators and Tenders,Doughnut Machine Operator,x +51-3093,Food Cooking Machine Operators and Tenders,Dumpling Machine Operator,x +51-3093,Food Cooking Machine Operators and Tenders,Fish Fryer, +51-3093,Food Cooking Machine Operators and Tenders,Food Cooking Machine Operator, +51-3093,Food Cooking Machine Operators and Tenders,Kettle Fry Cook Operator, +51-3093,Food Cooking Machine Operators and Tenders,Pierogi Maker, +51-3093,Food Cooking Machine Operators and Tenders,Potato Chip Frier,x +51-3093,Food Cooking Machine Operators and Tenders,Tripe Cooker, +51-3099,"Food Processing Workers, All Other",Olive Pitter,x +51-3099,"Food Processing Workers, All Other",Pasta Press Operator, +51-3099,"Food Processing Workers, All Other",Poultry Hanger,x +51-3099,"Food Processing Workers, All Other",Yeast Maker,x +51-4021,"Extruding and Drawing Machine Setters, Operators, and Tenders, Metal and Plastic",Wire Drawing Machine Tender,x +51-4021,"Extruding and Drawing Machine Setters, Operators, and Tenders, Metal and Plastic",Wire Mill Rover, +51-4022,"Forging Machine Setters, Operators, and Tenders, Metal and Plastic",Cold Header Operator,x +51-4022,"Forging Machine Setters, Operators, and Tenders, Metal and Plastic",Forging Roll Operator,x +51-4022,"Forging Machine Setters, Operators, and Tenders, Metal and Plastic",Header Setup Operator, +51-4022,"Forging Machine Setters, Operators, and Tenders, Metal and Plastic",Spike Machine Operator,x +51-4022,"Forging Machine Setters, Operators, and Tenders, Metal and Plastic",Swager Operator,x +51-4022,"Forging Machine Setters, Operators, and Tenders, Metal and Plastic",Swaging Machine Operator, +51-4023,"Rolling Machine Setters, Operators, and Tenders, Metal and Plastic",Brass Roller,x +51-4023,"Rolling Machine Setters, Operators, and Tenders, Metal and Plastic",Forming Roll Operator,x +51-4023,"Rolling Machine Setters, Operators, and Tenders, Metal and Plastic",Metal Sheet Roller Operator, +51-4023,"Rolling Machine Setters, Operators, and Tenders, Metal and Plastic",Pipe Straightener, +51-4023,"Rolling Machine Setters, Operators, and Tenders, Metal and Plastic",Plastic Straightening Roll Operator,x +51-4023,"Rolling Machine Setters, Operators, and Tenders, Metal and Plastic",Steel Roller,x +51-4031,"Cutting, Punching, and Press Machine Setters, Operators, and Tenders, Metal and Plastic",Crimping Machine Operator for Metal,x +51-4031,"Cutting, Punching, and Press Machine Setters, Operators, and Tenders, Metal and Plastic",Four Slide Machine Setter, +51-4031,"Cutting, Punching, and Press Machine Setters, Operators, and Tenders, Metal and Plastic",Metal Punch Press Operator,x +51-4031,"Cutting, Punching, and Press Machine Setters, Operators, and Tenders, Metal and Plastic",Metal Slitter,x +51-4031,"Cutting, Punching, and Press Machine Setters, Operators, and Tenders, Metal and Plastic",Metal Stamper, +51-4032,"Drilling and Boring Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Bore Mill Operator for Plastic, +51-4032,"Drilling and Boring Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Boring Mill Operator for Metal,x +51-4032,"Drilling and Boring Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Drill Press Operator for Metal,x +51-4032,"Drilling and Boring Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Horizontal Boring Mill Operator for Metal, +51-4032,"Drilling and Boring Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Radial Drill Operator for Plastic, +51-4032,"Drilling and Boring Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Radial Drill Press Operator for Plastic,x +51-4032,"Drilling and Boring Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Reaming Machine Operator for Plastic, +51-4033,"Grinding, Lapping, Polishing, and Buffing Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Aluminum Polisher,x +51-4033,"Grinding, Lapping, Polishing, and Buffing Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Deburring Machine Operator, +51-4033,"Grinding, Lapping, Polishing, and Buffing Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Jewel Bearing Facer,x +51-4033,"Grinding, Lapping, Polishing, and Buffing Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Metal Grinder,x +51-4033,"Grinding, Lapping, Polishing, and Buffing Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Tool Polishing Machine Operator,x +51-4034,"Lathe and Turning Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Engine Lathe Operator,x +51-4034,"Lathe and Turning Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Gear Cutter,x +51-4034,"Lathe and Turning Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Screw Machine Operator,x +51-4034,"Lathe and Turning Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Screw Machine Tool Setter, +51-4035,"Milling and Planing Machine Setters, Operators, and Tenders, Metal and Plastic",Metal Milling Machine Operator,x +51-4035,"Milling and Planing Machine Setters, Operators, and Tenders, Metal and Plastic",Metal Rotary Head Milling Machine Setup Operator, +51-4035,"Milling and Planing Machine Setters, Operators, and Tenders, Metal and Plastic",Plastic Thread Milling Machine Setup Operator,x +51-4041,Machinists,Automotive Machinist,x +51-4041,Machinists,CNC Machinist, +51-4041,Machinists,Gear Machinist,x +51-4041,Machinists,Manual Lathe Machinist, +51-4041,Machinists,Precision Machinist, +51-4041,Machinists,Production Machinist,x +51-4041,Machinists,Tool Room Machinist, +51-4051,Metal-Refining Furnace Operators and Tenders,Electric Arc Furnace Operator,x +51-4051,Metal-Refining Furnace Operators and Tenders,Melt Room Operator, +51-4051,Metal-Refining Furnace Operators and Tenders,Smelter Operator,x +51-4052,"Pourers and Casters, Metal",Aluminum Pourer, +51-4052,"Pourers and Casters, Metal",Ingot Caster,x +51-4052,"Pourers and Casters, Metal",Iron Pourer, +51-4052,"Pourers and Casters, Metal",Molten Iron Pourer,x +51-4052,"Pourers and Casters, Metal",Steel Pourer,x +51-4052,"Pourers and Casters, Metal",Tin Pourer, +51-4052,"Pourers and Casters, Metal",White Metal Caster, +51-4061,"Model Makers, Metal and Plastic",Metal Mockup Maker,x +51-4061,"Model Makers, Metal and Plastic",Plastic Jig and Fixture Builder,x +51-4062,"Patternmakers, Metal and Plastic",Metal Patternmaker, +51-4071,Foundry Mold and Coremakers,Airset Caster,x +51-4071,Foundry Mold and Coremakers,Airset Molder, +51-4071,Foundry Mold and Coremakers,Core Stripper, +51-4071,Foundry Mold and Coremakers,Foundry Molder, +51-4071,Foundry Mold and Coremakers,Green Sand Molder,x +51-4071,Foundry Mold and Coremakers,No Bake Molder, +51-4071,Foundry Mold and Coremakers,Sand Molder, +51-4071,Foundry Mold and Coremakers,Wax Pattern Coater,x +51-4072,"Molding, Coremaking, and Casting Machine Setters, Operators, and Tenders, Metal and Plastic",Aluminum Molding Machine Operator,x +51-4072,"Molding, Coremaking, and Casting Machine Setters, Operators, and Tenders, Metal and Plastic",Blow Mold Operator,x +51-4072,"Molding, Coremaking, and Casting Machine Setters, Operators, and Tenders, Metal and Plastic",Compression Molding Machine Operator, +51-4072,"Molding, Coremaking, and Casting Machine Setters, Operators, and Tenders, Metal and Plastic",Plastic Cup Fabricating Machine Operator,x +51-4081,"Multiple Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Combination Machine Tool Operator,x +51-4081,"Multiple Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Multi-operation Forming Machine Setter,x +51-4111,Tool and Die Makers,Jig Bore Tool Maker,x +51-4111,Tool and Die Makers,Metal Die Finisher,x +51-4111,Tool and Die Makers,Metal Gauge Maker,x +51-4111,Tool and Die Makers,Plastic Die Maker Apprentice, +51-4111,Tool and Die Makers,Tool Maker, +51-4111,Tool and Die Makers,Toolmaker, +51-4121,"Welders, Cutters, Solderers, and Brazers",Aluminum Welder, +51-4121,"Welders, Cutters, Solderers, and Brazers",Arc Welder,x +51-4121,"Welders, Cutters, Solderers, and Brazers",Brazer, +51-4121,"Welders, Cutters, Solderers, and Brazers",Certified Maintenance Welder, +51-4121,"Welders, Cutters, Solderers, and Brazers",Cutting Torch Operator,x +51-4121,"Welders, Cutters, Solderers, and Brazers",Pipe Welder,x +51-4121,"Welders, Cutters, Solderers, and Brazers",Silver Solderer,x +51-4121,"Welders, Cutters, Solderers, and Brazers",Sub Arc Operator, +51-4121,"Welders, Cutters, Solderers, and Brazers",Welder Fitter, +51-4121,"Welders, Cutters, Solderers, and Brazers",Wire Welder, +51-4122,"Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders",Brazing Machine Operator, +51-4122,"Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders",Brazing Machine Setter and Setup Operator, +51-4122,"Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders",Brazing Machine Tender, +51-4122,"Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders",Electron Beam Welder Setter,x +51-4122,"Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders",Machine Welder, +51-4122,"Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders",Reserve Tube Welder, +51-4122,"Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders",Soldering Machine Operator, +51-4122,"Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders",Soldering Machine Setter and Setup Operator, +51-4122,"Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders",Soldering Machine Tender, +51-4122,"Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders",Ultrasonic Welding Machine Operator,x +51-4122,"Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders",Welding Machine Operator, +51-4191,"Heat Treating Equipment Setters, Operators, and Tenders, Metal and Plastic",Annealing Furnace Operator,x +51-4191,"Heat Treating Equipment Setters, Operators, and Tenders, Metal and Plastic",Carburizing Furnace Operator, +51-4191,"Heat Treating Equipment Setters, Operators, and Tenders, Metal and Plastic",Flame Hardening Machine Setter, +51-4191,"Heat Treating Equipment Setters, Operators, and Tenders, Metal and Plastic",Heat Treater Apprentice, +51-4191,"Heat Treating Equipment Setters, Operators, and Tenders, Metal and Plastic",Heat Treating Furnace Tender, +51-4191,"Heat Treating Equipment Setters, Operators, and Tenders, Metal and Plastic",Induction Machine Setter,x +51-4191,"Heat Treating Equipment Setters, Operators, and Tenders, Metal and Plastic",Wire Annealer, +51-4191,"Heat Treating Equipment Setters, Operators, and Tenders, Metal and Plastic",Wire Temperer,x +51-4192,"Layout Workers, Metal and Plastic",Shipfitter, +51-4192,"Layout Workers, Metal and Plastic",Shipfitter Apprentice,x +51-4193,"Plating Machine Setters, Operators, and Tenders, Metal and Plastic",Anodizer,x +51-4193,"Plating Machine Setters, Operators, and Tenders, Metal and Plastic",Chrome Plater, +51-4193,"Plating Machine Setters, Operators, and Tenders, Metal and Plastic",Chromium Plater, +51-4193,"Plating Machine Setters, Operators, and Tenders, Metal and Plastic",Copper Plater, +51-4193,"Plating Machine Setters, Operators, and Tenders, Metal and Plastic",Electro Plater, +51-4193,"Plating Machine Setters, Operators, and Tenders, Metal and Plastic",Electrogalvanizing Machine Operator, +51-4193,"Plating Machine Setters, Operators, and Tenders, Metal and Plastic",Electroplater, +51-4193,"Plating Machine Setters, Operators, and Tenders, Metal and Plastic",Galvanizer,x +51-4193,"Plating Machine Setters, Operators, and Tenders, Metal and Plastic",Hard Chrome Plater, +51-4193,"Plating Machine Setters, Operators, and Tenders, Metal and Plastic",Metal Plater, +51-4193,"Plating Machine Setters, Operators, and Tenders, Metal and Plastic",Metal Spraying Machine Operator, +51-4193,"Plating Machine Setters, Operators, and Tenders, Metal and Plastic",Metalizing Machine Operator, +51-4193,"Plating Machine Setters, Operators, and Tenders, Metal and Plastic",Nickel Plater,x +51-4193,"Plating Machine Setters, Operators, and Tenders, Metal and Plastic",Plating Machine Operator, +51-4193,"Plating Machine Setters, Operators, and Tenders, Metal and Plastic",Tin Plater, +51-4194,"Tool Grinders, Filers, and Sharpeners",Tool Grinder, +51-4194,"Tool Grinders, Filers, and Sharpeners",Tool Grinding Machine Operator,x +51-4194,"Tool Grinders, Filers, and Sharpeners",Tool Sharpener, +51-4194,"Tool Grinders, Filers, and Sharpeners",Tool Straightener, +51-4199,"Metal Workers and Plastic Workers, All Other",Electrical Discharge Machine Setup Operator,x +51-4199,"Metal Workers and Plastic Workers, All Other",Metal Rivet Machine Operator,x +51-4199,"Metal Workers and Plastic Workers, All Other",Tin Recovery Worker,x +51-5111,Prepress Technicians and Workers,Digital Proofing and Platemaker,x +51-5111,Prepress Technicians and Workers,Electronic Pre-Press Technician, +51-5111,Prepress Technicians and Workers,Photoengraver,x +51-5111,Prepress Technicians and Workers,Plate Mounter,x +51-5111,Prepress Technicians and Workers,Pre-Press Proofer, +51-5111,Prepress Technicians and Workers,Prepress Stripper, +51-5111,Prepress Technicians and Workers,Type Setter, +51-5112,Printing Press Operators,Digital Press Operator, +51-5112,Printing Press Operators,Flexographic Press Operator, +51-5112,Printing Press Operators,Gravure Press Operator,x +51-5112,Printing Press Operators,Lithograph Press Operator, +51-5112,Printing Press Operators,Lithographing Machine Operator, +51-5112,Printing Press Operators,Offset Lithographic Press Setter and Set-Up Operator, +51-5112,Printing Press Operators,Offset Press Operator,x +51-5112,Printing Press Operators,Printing Machine Operator, +51-5112,Printing Press Operators,Screen Printing Machine Operator, +51-5112,Printing Press Operators,Screen Printing Press Operator, +51-5112,Printing Press Operators,Silk Screen Operator, +51-5112,Printing Press Operators,Silk Screen Printer, +51-5112,Printing Press Operators,Web Offset Press Feeder, +51-5112,Printing Press Operators,Web Press Operator,x +51-5113,Print Binding and Finishing Workers,Bindery Cutter Operator, +51-5113,Print Binding and Finishing Workers,Bindery Folder Operator, +51-5113,Print Binding and Finishing Workers,Bindery Machine Operator, +51-5113,Print Binding and Finishing Workers,Bindery Worker, +51-5113,Print Binding and Finishing Workers,Book Repairer, +51-5113,Print Binding and Finishing Workers,Bookbinder,x +51-5113,Print Binding and Finishing Workers,Bookbinding Machine Operator,x +51-5113,Print Binding and Finishing Workers,Case Binder Operator, +51-5113,Print Binding and Finishing Workers,Foil Stamp Operator, +51-5113,Print Binding and Finishing Workers,Perfect Binder Operator, +51-5113,Print Binding and Finishing Workers,Saddle Stitch Operator, +51-5113,Print Binding and Finishing Workers,Saddle Stitcher Operator, +51-5113,Print Binding and Finishing Workers,Spiral Binder Operator, +51-6011,Laundry and Dry-Cleaning Workers,Drycleaner, +51-6011,Laundry and Dry-Cleaning Workers,Launderer, +51-6011,Laundry and Dry-Cleaning Workers,Laundress, +51-6011,Laundry and Dry-Cleaning Workers,Laundry Attendant,x +51-6011,Laundry and Dry-Cleaning Workers,Laundry Equipment Operator,x +51-6011,Laundry and Dry-Cleaning Workers,Laundry Operator, +51-6011,Laundry and Dry-Cleaning Workers,Laundry Sorter,x +51-6011,Laundry and Dry-Cleaning Workers,Laundry Worker, +51-6011,Laundry and Dry-Cleaning Workers,Precision Dyer, +51-6021,"Pressers, Textile, Garment, and Related Materials",Clothes Ironer,x +51-6021,"Pressers, Textile, Garment, and Related Materials",Clothes Presser, +51-6021,"Pressers, Textile, Garment, and Related Materials",Clothing Presser, +51-6021,"Pressers, Textile, Garment, and Related Materials",Garment Presser, +51-6021,"Pressers, Textile, Garment, and Related Materials",Pants Presser,x +51-6021,"Pressers, Textile, Garment, and Related Materials",Shirt Presser, +51-6021,"Pressers, Textile, Garment, and Related Materials",Silk Presser, +51-6021,"Pressers, Textile, Garment, and Related Materials",Wool Presser,x +51-6031,Sewing Machine Operators,Blind Stitch Machine Operator,x +51-6031,Sewing Machine Operators,Button Sewing Machine Operator,x +51-6031,Sewing Machine Operators,Carpet Sewing Machine Operator, +51-6031,Sewing Machine Operators,Custom T-Shirt Embroidery Machine Operator,x +51-6031,Sewing Machine Operators,Embroidery Machine Operator, +51-6031,Sewing Machine Operators,Hemming and Tacking Machine Operator, +51-6031,Sewing Machine Operators,Ultrasonic Seaming Machine Operator, +51-6041,Shoe and Leather Workers and Repairers,Cobbler,x +51-6041,Shoe and Leather Workers and Repairers,Leather Lacer, +51-6041,Shoe and Leather Workers and Repairers,Leather Worker, +51-6041,Shoe and Leather Workers and Repairers,Luggage Repairer, +51-6041,Shoe and Leather Workers and Repairers,Saddle and Harness Maker, +51-6041,Shoe and Leather Workers and Repairers,Saddle Maker,x +51-6041,Shoe and Leather Workers and Repairers,Shoe Maker, +51-6041,Shoe and Leather Workers and Repairers,Shoe Repairer,x +51-6041,Shoe and Leather Workers and Repairers,Shoemaker,x +51-6042,Shoe Machine Operators and Tenders,Arch Cushion Press Operator,x +51-6042,Shoe Machine Operators and Tenders,Insole Beveler, +51-6042,Shoe Machine Operators and Tenders,Lacing Operator, +51-6042,Shoe Machine Operators and Tenders,Lasting Machine Operator,x +51-6042,Shoe Machine Operators and Tenders,Pump Stitcher, +51-6042,Shoe Machine Operators and Tenders,Rasper Machine Operator,x +51-6042,Shoe Machine Operators and Tenders,Shoe Cementer, +51-6042,Shoe Machine Operators and Tenders,Shoe Sewing Machine Operator and Tender, +51-6042,Shoe Machine Operators and Tenders,Sole Trimmer, +51-6051,"Sewers, Hand",Hand Quilter,x +51-6051,"Sewers, Hand",Hand Sewer, +51-6051,"Sewers, Hand",Hand Stitcher,x +51-6051,"Sewers, Hand",Hand Weaver, +51-6052,"Tailors, Dressmakers, and Custom Sewers",Alterations Sewer, +51-6052,"Tailors, Dressmakers, and Custom Sewers",Alterations Tailor,x +51-6052,"Tailors, Dressmakers, and Custom Sewers",Bridal Gown Fitter, +51-6052,"Tailors, Dressmakers, and Custom Sewers",Coat Cutter, +51-6052,"Tailors, Dressmakers, and Custom Sewers",Coat Maker,x +51-6052,"Tailors, Dressmakers, and Custom Sewers",Couture Dressmaker, +51-6052,"Tailors, Dressmakers, and Custom Sewers",Dress Fitter, +51-6052,"Tailors, Dressmakers, and Custom Sewers",Fur Tailor, +51-6052,"Tailors, Dressmakers, and Custom Sewers",Garment Fitter, +51-6052,"Tailors, Dressmakers, and Custom Sewers",Suit Maker, +51-6052,"Tailors, Dressmakers, and Custom Sewers",Vest Maker,x +51-6061,Textile Bleaching and Dyeing Machine Operators and Tenders,Cloth Dyer,x +51-6061,Textile Bleaching and Dyeing Machine Operators and Tenders,Dye Range Operator, +51-6061,Textile Bleaching and Dyeing Machine Operators and Tenders,Rug Dyer,x +51-6061,Textile Bleaching and Dyeing Machine Operators and Tenders,Skein Yarn Dyer,x +51-6061,Textile Bleaching and Dyeing Machine Operators and Tenders,Yarn Dyer, +51-6062,"Textile Cutting Machine Setters, Operators, and Tenders",Bedspread Cutter, +51-6062,"Textile Cutting Machine Setters, Operators, and Tenders",Canvas Cutter,x +51-6062,"Textile Cutting Machine Setters, Operators, and Tenders",Cloth Cutter, +51-6062,"Textile Cutting Machine Setters, Operators, and Tenders",Industrial Fabric Cutter,x +51-6062,"Textile Cutting Machine Setters, Operators, and Tenders",Textile Slitting Machine Operator, +51-6062,"Textile Cutting Machine Setters, Operators, and Tenders",Twill Cutter, +51-6062,"Textile Cutting Machine Setters, Operators, and Tenders",Upholstery Cutter, +51-6062,"Textile Cutting Machine Setters, Operators, and Tenders",Welt Trimming Machine Operator,x +51-6063,"Textile Knitting and Weaving Machine Setters, Operators, and Tenders",Crochet Machine Operator,x +51-6063,"Textile Knitting and Weaving Machine Setters, Operators, and Tenders",Jacquard Loom Weaver,x +51-6063,"Textile Knitting and Weaving Machine Setters, Operators, and Tenders",Knitter Operator, +51-6063,"Textile Knitting and Weaving Machine Setters, Operators, and Tenders",Knitting Machine Operator, +51-6063,"Textile Knitting and Weaving Machine Setters, Operators, and Tenders",Loom Operator, +51-6063,"Textile Knitting and Weaving Machine Setters, Operators, and Tenders",Looping Machine Operator,x +51-6063,"Textile Knitting and Weaving Machine Setters, Operators, and Tenders",Warp Knitting Machine Operator, +51-6064,"Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and Tenders",Rope Machine Setter,x +51-6064,"Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and Tenders",Roving Winder, +51-6064,"Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and Tenders",Silk Winding Machine Operator,x +51-6064,"Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and Tenders",Twister Operator, +51-6064,"Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and Tenders",Winder Operator, +51-6091,"Extruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass Fibers",Drawbench Operator, +51-6091,"Extruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass Fibers",Fiber Machine Tender,x +51-6091,"Extruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass Fibers",Synthetic Filament Extruder,x +51-6092,Fabric and Apparel Patternmakers,Clothing Patternmaker,x +51-6092,Fabric and Apparel Patternmakers,Embroidery Patternmaker,x +51-6092,Fabric and Apparel Patternmakers,Fabric Pattern Grader,x +51-6093,Upholsterers,Aircraft Seat Upholsterer,x +51-6093,Upholsterers,Auto Upholsterer, +51-6093,Upholsterers,Chair Upholsterer, +51-6093,Upholsterers,Dining Chair Seat Cushion Trimmer, +51-6093,Upholsterers,Furniture Upholsterer,x +51-6093,Upholsterers,Seating Upholsterer, +51-6099,"Textile, Apparel, and Furnishings Workers, All Other",Apparel Embroidery Digitizer,x +51-6099,"Textile, Apparel, and Furnishings Workers, All Other",Feltmaker,x +51-6099,"Textile, Apparel, and Furnishings Workers, All Other",Hat Blocking Machine Operator,x +51-6099,"Textile, Apparel, and Furnishings Workers, All Other",Swatch Maker, +51-6099,"Textile, Apparel, and Furnishings Workers, All Other",Tassel Making Machine Operator, +51-7011,Cabinetmakers and Bench Carpenters,Cabinet Builder,x +51-7011,Cabinetmakers and Bench Carpenters,Cabinetmaker, +51-7011,Cabinetmakers and Bench Carpenters,Marquetry Worker,x +51-7011,Cabinetmakers and Bench Carpenters,Wood Furniture Assembler,x +51-7011,Cabinetmakers and Bench Carpenters,Wood Working Assembler, +51-7021,Furniture Finishers,Cabinet Finisher, +51-7021,Furniture Finishers,Furniture Refinisher, +51-7021,Furniture Finishers,Furniture Sander,x +51-7021,Furniture Finishers,Piano Refinisher,x +51-7021,Furniture Finishers,Wood Cabinet Finisher,x +51-7031,"Model Makers, Wood",Architectural Wood Model Maker,x +51-7032,"Patternmakers, Wood",Wood Die Maker,x +51-7041,"Sawing Machine Setters, Operators, and Tenders, Wood",Backup Sawyer, +51-7041,"Sawing Machine Setters, Operators, and Tenders, Wood",Band Scroll Saw Operator, +51-7041,"Sawing Machine Setters, Operators, and Tenders, Wood",Bandmill Operator, +51-7041,"Sawing Machine Setters, Operators, and Tenders, Wood",Buzzsaw Operator,x +51-7041,"Sawing Machine Setters, Operators, and Tenders, Wood",Chop Saw Operator, +51-7041,"Sawing Machine Setters, Operators, and Tenders, Wood",Circle Saw Operator,x +51-7041,"Sawing Machine Setters, Operators, and Tenders, Wood",Curve Saw Operator, +51-7041,"Sawing Machine Setters, Operators, and Tenders, Wood",Cut Off Saw Operator, +51-7041,"Sawing Machine Setters, Operators, and Tenders, Wood",Hardwood Sawyer, +51-7041,"Sawing Machine Setters, Operators, and Tenders, Wood",Headrig Sawyer, +51-7041,"Sawing Machine Setters, Operators, and Tenders, Wood",Panel Saw Operator, +51-7041,"Sawing Machine Setters, Operators, and Tenders, Wood",Rip Saw Operator,x +51-7041,"Sawing Machine Setters, Operators, and Tenders, Wood",Stave Saw Operator, +51-7041,"Sawing Machine Setters, Operators, and Tenders, Wood",Trim Saw Operator,x +51-7042,"Woodworking Machine Setters, Operators, and Tenders, Except Sawing",Computer Numerically Controlled (CNC) Wood Lathe Operator, +51-7042,"Woodworking Machine Setters, Operators, and Tenders, Except Sawing",Roof Truss Builder, +51-7042,"Woodworking Machine Setters, Operators, and Tenders, Except Sawing",Speed Belt Sander, +51-7042,"Woodworking Machine Setters, Operators, and Tenders, Except Sawing",Tenon Operator, +51-7042,"Woodworking Machine Setters, Operators, and Tenders, Except Sawing",Wood Boring Machine Operator, +51-7042,"Woodworking Machine Setters, Operators, and Tenders, Except Sawing",Wood Dowel Machine Operator,x +51-7042,"Woodworking Machine Setters, Operators, and Tenders, Except Sawing",Wood Lathe Operator,x +51-7042,"Woodworking Machine Setters, Operators, and Tenders, Except Sawing",Wood Planer,x +51-7099,"Woodworkers, All Other",Pole Framer,x +51-7099,"Woodworkers, All Other",Timber Framer, +51-7099,"Woodworkers, All Other",Wood Carver,x +51-7099,"Woodworkers, All Other",Wood Casket Assembler,x +51-7099,"Woodworkers, All Other",Wood Veneer Taper, +51-8011,Nuclear Power Reactor Operators,Nuclear Control Room Operator,x +51-8011,Nuclear Power Reactor Operators,Nuclear Reactor Operator,x +51-8011,Nuclear Power Reactor Operators,Nuclear Station Operator,x +51-8011,Nuclear Power Reactor Operators,Reactor Operator, +51-8012,Power Distributors and Dispatchers,Power System Dispatcher, +51-8012,Power Distributors and Dispatchers,Steam and Power Panel Operator, +51-8012,Power Distributors and Dispatchers,Steam Plant Control Room Operator,x +51-8012,Power Distributors and Dispatchers,Substation Operator,x +51-8013,Power Plant Operators,Hydroelectric Plant Operator,x +51-8013,Power Plant Operators,Power Plant Control Room Operator, +51-8013,Power Plant Operators,Powerhouse Operator,x +51-8013,Power Plant Operators,Turbine Room Attendant, +51-8021,Stationary Engineers and Boiler Operators,Boiler Engineer,x +51-8021,Stationary Engineers and Boiler Operators,Boiler Operator , +51-8021,Stationary Engineers and Boiler Operators,Boiler Plant Operator, +51-8021,Stationary Engineers and Boiler Operators,Boiler Room Operator,x +51-8021,Stationary Engineers and Boiler Operators,"Heating, Ventilation, and Air Conditioning (HVAC) Mechanic Boiler Operator",x +51-8021,Stationary Engineers and Boiler Operators,High Pressure Boiler Operator, +51-8031,Water and Wastewater Treatment Plant and System Operators,Industrial Waste Treatment Technician, +51-8031,Water and Wastewater Treatment Plant and System Operators,Lead Sewage Plant Operator, +51-8031,Water and Wastewater Treatment Plant and System Operators,Liquid Waste Treatment Plant Operator,x +51-8031,Water and Wastewater Treatment Plant and System Operators,Sewage Plant Operator,x +51-8031,Water and Wastewater Treatment Plant and System Operators,Waste Treatment Operator, +51-8031,Water and Wastewater Treatment Plant and System Operators,Wastewater Operator, +51-8031,Water and Wastewater Treatment Plant and System Operators,Water Plant Operator, +51-8031,Water and Wastewater Treatment Plant and System Operators,Water Treatment Technician, +51-8091,Chemical Plant and System Operators,Chemical Plant Operator, +51-8091,Chemical Plant and System Operators,Chemical Treatment Plant Technician, +51-8091,Chemical Plant and System Operators,Nitric Acid Plant Operator,x +51-8091,Chemical Plant and System Operators,Nitrogen Operator, +51-8091,Chemical Plant and System Operators,Pharmaceutical Manufacturing Machine Operator,x +51-8092,Gas Plant Operators,Gas Controller,x +51-8092,Gas Plant Operators,Gas Plant Dispatcher,x +51-8092,Gas Plant Operators,Gas Plant Technician, +51-8092,Gas Plant Operators,Natural Gas Plant Technician, +51-8093,"Petroleum Pump System Operators, Refinery Operators, and Gaugers",Hydrotreater Operator,x +51-8093,"Petroleum Pump System Operators, Refinery Operators, and Gaugers",Oil Gauger, +51-8093,"Petroleum Pump System Operators, Refinery Operators, and Gaugers",Oil Pipeline Dispatcher, +51-8093,"Petroleum Pump System Operators, Refinery Operators, and Gaugers",Oil Pipeline Operator,x +51-8093,"Petroleum Pump System Operators, Refinery Operators, and Gaugers",Oil Refiner,x +51-8093,"Petroleum Pump System Operators, Refinery Operators, and Gaugers",Petroleum Plant Operator, +51-8093,"Petroleum Pump System Operators, Refinery Operators, and Gaugers",Petroleum Refinery Control Panel Operator, +51-8093,"Petroleum Pump System Operators, Refinery Operators, and Gaugers",Petroleum Refinery Operator, +51-8093,"Petroleum Pump System Operators, Refinery Operators, and Gaugers",Petroleum Refining Equipment Operator, +51-8099,"Plant and System Operators, All Other",Asphalt Plant Operator,x +51-8099,"Plant and System Operators, All Other",Concrete Batch Plant Operator,x +51-8099,"Plant and System Operators, All Other",Lime Filter Operator,x +51-8099,"Plant and System Operators, All Other",Sand Plant Attendant, +51-9011,Chemical Equipment Operators and Tenders,Acid Purification Equipment Operator,x +51-9011,Chemical Equipment Operators and Tenders,Chemical Machine Tender, +51-9011,Chemical Equipment Operators and Tenders,Chemical Process Equipment Operator,x +51-9011,Chemical Equipment Operators and Tenders,Chemical Processor, +51-9011,Chemical Equipment Operators and Tenders,Chemical Treatment Operator, +51-9012,"Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders",Brewmaster,x +51-9012,"Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders",Fermentation Operator,x +51-9012,"Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders",Fermenter, +51-9012,"Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders",Linseed Oil Temperer, +51-9012,"Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders",Milk Pasteurizer, +51-9012,"Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders",Milk Processor, +51-9012,"Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders",Molasses Preparer, +51-9012,"Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders",Pasteurizer,x +51-9012,"Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders",Winemaker, +51-9021,"Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders",Beveling and Edging Machine Operator,x +51-9021,"Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders",Beveller Operator, +51-9021,"Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders",Blanchard Grinder Operator, +51-9021,"Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders",Crusher Plant Operator, +51-9021,"Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders",Cullet Crusher and Washer, +51-9021,"Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders",Industrial Coffee Grinder,x +51-9021,"Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders",Marble and Granite Polisher,x +51-9021,"Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders",Mix Crusher Operator, +51-9021,"Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders",Pulverizer Operator,x +51-9022,"Grinding and Polishing Workers, Hand",Hand Buffer,x +51-9022,"Grinding and Polishing Workers, Hand",Hand Sander,x +51-9022,"Grinding and Polishing Workers, Hand",Jewelry Grinder, +51-9022,"Grinding and Polishing Workers, Hand",Jewelry Polisher,x +51-9022,"Grinding and Polishing Workers, Hand",Knife Grinder,x +51-9022,"Grinding and Polishing Workers, Hand",Ring Polisher, +51-9023,"Mixing and Blending Machine Setters, Operators, and Tenders",Asphalt Blender,x +51-9023,"Mixing and Blending Machine Setters, Operators, and Tenders",Clay Mixer,x +51-9023,"Mixing and Blending Machine Setters, Operators, and Tenders",Concrete Batcher, +51-9023,"Mixing and Blending Machine Setters, Operators, and Tenders",Dye Mixer, +51-9023,"Mixing and Blending Machine Setters, Operators, and Tenders",Glue Mixer, +51-9023,"Mixing and Blending Machine Setters, Operators, and Tenders",Ink Blender,x +51-9023,"Mixing and Blending Machine Setters, Operators, and Tenders",Ink Mixer, +51-9023,"Mixing and Blending Machine Setters, Operators, and Tenders",Plaster Mixer, +51-9023,"Mixing and Blending Machine Setters, Operators, and Tenders",Resin Mixer, +51-9031,"Cutters and Trimmers, Hand",Fur Trimmer,x +51-9031,"Cutters and Trimmers, Hand",Hand Cloth Cutter,x +51-9031,"Cutters and Trimmers, Hand",Hand Fabric Cutter, +51-9031,"Cutters and Trimmers, Hand",Portable Machine Cutter, +51-9032,"Cutting and Slicing Machine Setters, Operators, and Tenders",Dog Food Shredder Operator, +51-9032,"Cutting and Slicing Machine Setters, Operators, and Tenders",Glass Cutting Machine Operator,x +51-9032,"Cutting and Slicing Machine Setters, Operators, and Tenders",Insulation Cutter,x +51-9032,"Cutting and Slicing Machine Setters, Operators, and Tenders",Paper Cutter, +51-9032,"Cutting and Slicing Machine Setters, Operators, and Tenders",Paper Slitter, +51-9032,"Cutting and Slicing Machine Setters, Operators, and Tenders",Rubber Trimmer,x +51-9032,"Cutting and Slicing Machine Setters, Operators, and Tenders",Shearing Machine Tender, +51-9032,"Cutting and Slicing Machine Setters, Operators, and Tenders",Trimming Operator, +51-9041,"Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders",Bowling Ball Molder, +51-9041,"Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders",Brick Maker,x +51-9041,"Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders",Cigarette Stamper, +51-9041,"Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders",Extrusion Press Operator, +51-9041,"Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders",Paper Baling Machine Operator, +51-9041,"Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders",Rubber Extrusion Operator,x +51-9041,"Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders",Sugar Presser,x +51-9041,"Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders",Tuber Operator, +51-9051,"Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders",Calciner Operator, +51-9051,"Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders",Dry Kiln Operator, +51-9051,"Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders",Induction Furnace Operator, +51-9051,"Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders",Lime Kiln Operator,x +51-9051,"Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders",Lumber Kiln Operator,x +51-9051,"Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders",Rubber Curer,x +51-9051,"Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders",Soap Drier Tender, +51-9051,"Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders",Tunnel Kiln Operator, +51-9061,"Inspectors, Testers, Sorters, Samplers, and Weighers",Ampoule Examiner, +51-9061,"Inspectors, Testers, Sorters, Samplers, and Weighers",Bag Grader, +51-9061,"Inspectors, Testers, Sorters, Samplers, and Weighers",Cigarette Examiner, +51-9061,"Inspectors, Testers, Sorters, Samplers, and Weighers",Compressed Gas Tester, +51-9061,"Inspectors, Testers, Sorters, Samplers, and Weighers",Machined Parts Quality Inspector,x +51-9061,"Inspectors, Testers, Sorters, Samplers, and Weighers",Petroleum Sampler,x +51-9061,"Inspectors, Testers, Sorters, Samplers, and Weighers",Quality Assurance Inspector, +51-9061,"Inspectors, Testers, Sorters, Samplers, and Weighers",Quality Control Inspector, +51-9061,"Inspectors, Testers, Sorters, Samplers, and Weighers",Quality Inspector, +51-9061,"Inspectors, Testers, Sorters, Samplers, and Weighers",Spark Plug Tester, +51-9071,Jewelers and Precious Stone and Metal Workers,Diamond Grader, +51-9071,Jewelers and Precious Stone and Metal Workers,Diamond Polisher, +51-9071,Jewelers and Precious Stone and Metal Workers,Diamond Setter,x +51-9071,Jewelers and Precious Stone and Metal Workers,Facetor, +51-9071,Jewelers and Precious Stone and Metal Workers,Gem Cutter, +51-9071,Jewelers and Precious Stone and Metal Workers,Gemologist,x +51-9071,Jewelers and Precious Stone and Metal Workers,Goldsmith,x +51-9071,Jewelers and Precious Stone and Metal Workers,Jewelry Repairer, +51-9071,Jewelers and Precious Stone and Metal Workers,Jewelsmith, +51-9071,Jewelers and Precious Stone and Metal Workers,Lapidarist, +51-9071,Jewelers and Precious Stone and Metal Workers,Pewterer, +51-9071,Jewelers and Precious Stone and Metal Workers,Silversmith, +51-9081,Dental Laboratory Technicians,Crown and Bridge Dental Lab Technician, +51-9081,Dental Laboratory Technicians,Crown and Bridge Technician,x +51-9081,Dental Laboratory Technicians,Crown Ceramist, +51-9081,Dental Laboratory Technicians,Dental Ceramist,x +51-9081,Dental Laboratory Technicians,Dental Laboratory Worker, +51-9081,Dental Laboratory Technicians,Dental Mold Maker, +51-9081,Dental Laboratory Technicians,Dental Technician, +51-9081,Dental Laboratory Technicians,Orthodontic Technician,x +51-9082,Medical Appliance Technicians,Arch-Support Maker, +51-9082,Medical Appliance Technicians,Brace Maker,x +51-9082,Medical Appliance Technicians,Hearing Aid Repair Technician, +51-9082,Medical Appliance Technicians,Manufacturing Orthopedic Technologist,x +51-9082,Medical Appliance Technicians,Orthotic Fabricator Technician, +51-9082,Medical Appliance Technicians,Orthotic Finish Grinding Technician, +51-9082,Medical Appliance Technicians,Orthotics Fitter, +51-9082,Medical Appliance Technicians,Orthotics Technician,x +51-9082,Medical Appliance Technicians,Prosthetics Fabrication Technician, +51-9082,Medical Appliance Technicians,Prosthetics Lab Technician, +51-9082,Medical Appliance Technicians,Prosthetics Technician,x +51-9082,Medical Appliance Technicians,Surgical Appliance Fitter, +51-9083,Ophthalmic Laboratory Technicians,Contact Lens Cutter, +51-9083,Ophthalmic Laboratory Technicians,Contact Lens Technician, +51-9083,Ophthalmic Laboratory Technicians,Eyeglass Assembler, +51-9083,Ophthalmic Laboratory Technicians,Eyeglass Lens Cutter, +51-9083,Ophthalmic Laboratory Technicians,Eyeglass Maker,x +51-9083,Ophthalmic Laboratory Technicians,Lens Grinder,x +51-9083,Ophthalmic Laboratory Technicians,Lens Grinder and Polisher, +51-9083,Ophthalmic Laboratory Technicians,Lens Mounter, +51-9083,Ophthalmic Laboratory Technicians,Precision Lens Centerer and Edger,x +51-9083,Ophthalmic Laboratory Technicians,Prescription Eyeglass Maker, +51-9111,Packaging and Filling Machine Operators and Tenders,Bottle Capper,x +51-9111,Packaging and Filling Machine Operators and Tenders,Bottle Line Worker, +51-9111,Packaging and Filling Machine Operators and Tenders,Bottle Packer, +51-9111,Packaging and Filling Machine Operators and Tenders,Can Filler, +51-9111,Packaging and Filling Machine Operators and Tenders,Can Sealer, +51-9111,Packaging and Filling Machine Operators and Tenders,Keg Filler,x +51-9111,Packaging and Filling Machine Operators and Tenders,Potato Chip Packaging Machine Operator,x +51-9111,Packaging and Filling Machine Operators and Tenders,Tea Bag Packer, +51-9123,"Painting, Coating, and Decorating Workers",Ceramic Painter,x +51-9123,"Painting, Coating, and Decorating Workers",China Decorator,x +51-9123,"Painting, Coating, and Decorating Workers",Glass Decorator, +51-9123,"Painting, Coating, and Decorating Workers",Lacquerer, +51-9123,"Painting, Coating, and Decorating Workers",Sign Painter,x +51-9124,"Coating, Painting, and Spraying Machine Setters, Operators, and Tenders",Aircraft Painter, +51-9124,"Coating, Painting, and Spraying Machine Setters, Operators, and Tenders",Auto Body Painter, +51-9124,"Coating, Painting, and Spraying Machine Setters, Operators, and Tenders",Auto Painter,x +51-9124,"Coating, Painting, and Spraying Machine Setters, Operators, and Tenders",Automobile Body Painter, +51-9124,"Coating, Painting, and Spraying Machine Setters, Operators, and Tenders",Automobile Refinisher, +51-9124,"Coating, Painting, and Spraying Machine Setters, Operators, and Tenders",Automotive Paint Technician, +51-9124,"Coating, Painting, and Spraying Machine Setters, Operators, and Tenders",Automotive Refinish Technician, +51-9124,"Coating, Painting, and Spraying Machine Setters, Operators, and Tenders",Automotive Spray Painter, +51-9124,"Coating, Painting, and Spraying Machine Setters, Operators, and Tenders",Boat Painter, +51-9124,"Coating, Painting, and Spraying Machine Setters, Operators, and Tenders",Electrostatic Paint Operator,x +51-9124,"Coating, Painting, and Spraying Machine Setters, Operators, and Tenders",Lacquer Spray Booth Operator,x +51-9124,"Coating, Painting, and Spraying Machine Setters, Operators, and Tenders",Paint Line Operator, +51-9124,"Coating, Painting, and Spraying Machine Setters, Operators, and Tenders",Railroad Car Painter,x +51-9124,"Coating, Painting, and Spraying Machine Setters, Operators, and Tenders",Spraying Machine Operator, +51-9124,"Coating, Painting, and Spraying Machine Setters, Operators, and Tenders",Tactical Vehicle Painter, +51-9141,Semiconductor Processing Technicians,Electronic Semiconductor Processor,x +51-9141,Semiconductor Processing Technicians,Semiconductor Assembler,x +51-9141,Semiconductor Processing Technicians,Wafer Fabricator,x +51-9151,Photographic Process Workers and Processing Machine Operators,Digital Imaging Technician, +51-9151,Photographic Process Workers and Processing Machine Operators,Digital Photo Printer,x +51-9151,Photographic Process Workers and Processing Machine Operators,Digital Photo Technician, +51-9151,Photographic Process Workers and Processing Machine Operators,Digital Retoucher, +51-9151,Photographic Process Workers and Processing Machine Operators,Film Developing Machine Operator, +51-9151,Photographic Process Workers and Processing Machine Operators,Film Printer, +51-9151,Photographic Process Workers and Processing Machine Operators,Film Process Operator, +51-9151,Photographic Process Workers and Processing Machine Operators,Film Processor, +51-9151,Photographic Process Workers and Processing Machine Operators,Photo Lab Specialist,x +51-9151,Photographic Process Workers and Processing Machine Operators,Photo Lab Technician, +51-9151,Photographic Process Workers and Processing Machine Operators,Photo Machine Operator, +51-9151,Photographic Process Workers and Processing Machine Operators,Photo Print Specialist, +51-9151,Photographic Process Workers and Processing Machine Operators,Photo Retoucher,x +51-9151,Photographic Process Workers and Processing Machine Operators,Print Retoucher, +51-9161,Computer Numerically Controlled Tool Operators,CNC Machine Operator, +51-9161,Computer Numerically Controlled Tool Operators,CNC Operator, +51-9161,Computer Numerically Controlled Tool Operators,Computer Numerically Controlled (CNC) Machinist,x +51-9161,Computer Numerically Controlled Tool Operators,Computer Numerically Controlled (CNC) Milling Machine Operator,x +51-9161,Computer Numerically Controlled Tool Operators,Computer Numerically Controlled (CNC) Shot Peening Operator,x +51-9161,Computer Numerically Controlled Tool Operators,Jig Boring Machine Operator,x +51-9161,Computer Numerically Controlled Tool Operators,Numerical Control Machine Operator, +51-9161,Computer Numerically Controlled Tool Operators,Welding Robot Operator,x +51-9162,Computer Numerically Controlled Tool Programmers,Computer Numerically Controlled (CNC) Programmer,x +51-9162,Computer Numerically Controlled Tool Programmers,Numerical Control Programmer,x +51-9162,Computer Numerically Controlled Tool Programmers,Numerical Tool and Process Control Programmer, +51-9162,Computer Numerically Controlled Tool Programmers,Numerical Tool Programmer,x +51-9191,Adhesive Bonding Machine Operators and Tenders,Glue Line Operator,x +51-9191,Adhesive Bonding Machine Operators and Tenders,Glue Machine Operator, +51-9191,Adhesive Bonding Machine Operators and Tenders,Glue Reel Operator,x +51-9191,Adhesive Bonding Machine Operators and Tenders,Paper Gluing Operator,x +51-9192,"Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders",Acid Dipper,x +51-9192,"Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders",Bottle Washing Machine Operator, +51-9192,"Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders",Degreaser Operator,x +51-9192,"Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders",Glass Cleaning Machine Tender, +51-9192,"Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders",Immersion Metal Cleaner,x +51-9192,"Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders",Metal Pickling Equipment Operator, +51-9192,"Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders",Pickle House Operator, +51-9193,Cooling and Freezing Equipment Operators and Tenders,Ammonia Refrigeration Worker, +51-9193,Cooling and Freezing Equipment Operators and Tenders,Chiller Operator, +51-9193,Cooling and Freezing Equipment Operators and Tenders,Chiller Tender,x +51-9193,Cooling and Freezing Equipment Operators and Tenders,Freezer Operator, +51-9193,Cooling and Freezing Equipment Operators and Tenders,Refrigerating Machine Operator,x +51-9193,Cooling and Freezing Equipment Operators and Tenders,Refrigeration Operator, +51-9194,Etchers and Engravers,Engraver, +51-9194,Etchers and Engravers,Glass Etcher,x +51-9194,Etchers and Engravers,Laser Engraver, +51-9194,Etchers and Engravers,Machine Engraver, +51-9194,Etchers and Engravers,Metal Engraver,x +51-9194,Etchers and Engravers,Pantograph Engraver, +51-9194,Etchers and Engravers,Rotary Engraver, +51-9194,Etchers and Engravers,Rubber Engraver, +51-9195,"Molders, Shapers, and Casters, Except Metal and Plastic",Burial Vault Maker, +51-9195,"Molders, Shapers, and Casters, Except Metal and Plastic",Cigar Roller,x +51-9195,"Molders, Shapers, and Casters, Except Metal and Plastic",Clay Modeler, +51-9195,"Molders, Shapers, and Casters, Except Metal and Plastic",Concrete Vault Maker, +51-9195,"Molders, Shapers, and Casters, Except Metal and Plastic",Glass Bender, +51-9195,"Molders, Shapers, and Casters, Except Metal and Plastic",Glass Block Bender, +51-9195,"Molders, Shapers, and Casters, Except Metal and Plastic",Glass Blower,x +51-9195,"Molders, Shapers, and Casters, Except Metal and Plastic",Glass Presser, +51-9195,"Molders, Shapers, and Casters, Except Metal and Plastic",Glass Tube Bender, +51-9195,"Molders, Shapers, and Casters, Except Metal and Plastic",Mannequin Mold Maker, +51-9195,"Molders, Shapers, and Casters, Except Metal and Plastic",Neon Glass Bender, +51-9195,"Molders, Shapers, and Casters, Except Metal and Plastic",Neon Glass Blower, +51-9195,"Molders, Shapers, and Casters, Except Metal and Plastic",Neon Molder, +51-9195,"Molders, Shapers, and Casters, Except Metal and Plastic",Neon Tube Bender,x +51-9195,"Molders, Shapers, and Casters, Except Metal and Plastic",Rubber Molder, +51-9195,"Molders, Shapers, and Casters, Except Metal and Plastic",Stone Carver, +51-9196,"Paper Goods Machine Setters, Operators, and Tenders",Box Fabricator,x +51-9196,"Paper Goods Machine Setters, Operators, and Tenders",Carton Making Machine Operator,x +51-9196,"Paper Goods Machine Setters, Operators, and Tenders",Corrugated Box Machine Operator, +51-9196,"Paper Goods Machine Setters, Operators, and Tenders",Corrugator Machine Operator, +51-9196,"Paper Goods Machine Setters, Operators, and Tenders",Corrugator Operator,x +51-9196,"Paper Goods Machine Setters, Operators, and Tenders",Envelope Machine Operator, +51-9196,"Paper Goods Machine Setters, Operators, and Tenders",Napkin Machine Operator, +51-9196,"Paper Goods Machine Setters, Operators, and Tenders",Paper Bag Machine Operator, +51-9196,"Paper Goods Machine Setters, Operators, and Tenders",Paper Cone Machine Tender, +51-9196,"Paper Goods Machine Setters, Operators, and Tenders",Paper Machine Operator, +51-9197,Tire Builders,Auto Tire Recapper,x +51-9197,Tire Builders,Retreader,x +51-9197,Tire Builders,Tire Finisher, +51-9197,Tire Builders,Tire Molder,x +51-9197,Tire Builders,Tire Retreader, +51-9198,Helpers--Production Workers,Blending Tank Helper,x +51-9198,Helpers--Production Workers,Commercial Baker Helper,x +51-9198,Helpers--Production Workers,Machinist Helper, +51-9198,Helpers--Production Workers,Slitter Helper, +51-9198,Helpers--Production Workers,Tailor Helper, +51-9198,Helpers--Production Workers,Welder Helper,x +51-9198,Helpers--Production Workers,Woodworker Helper, +53-1041,Aircraft Cargo Handling Supervisors,Air Cargo Ground Crew Supervisor,x +53-1041,Aircraft Cargo Handling Supervisors,Air Cargo Ground Operations Supervisor,x +53-1041,Aircraft Cargo Handling Supervisors,Air Cargo Supervisor, +53-1041,Aircraft Cargo Handling Supervisors,Aircraft Loadmaster, +53-1041,Aircraft Cargo Handling Supervisors,Airport Ramp Supervisor,x +53-1042,"First-Line Supervisors of Helpers, Laborers, and Material Movers, Hand",Material Handling Crew Supervisor,x +53-1042,"First-Line Supervisors of Helpers, Laborers, and Material Movers, Hand",Warehouse Supervisor,x +53-1043,First-Line Supervisors of Material-Moving Machine and Vehicle Operators,Crane Crew Supervisor,x +53-1043,First-Line Supervisors of Material-Moving Machine and Vehicle Operators,Truck Driver Supervisor,x +53-1044,First-line Supervisors of Passenger Attendants,Chief Ship Steward,x +53-1044,First-line Supervisors of Passenger Attendants,Flight Service Manager,x +53-1049,"First Line Supervisors of Transportation Workers, All Other",Gas Station Supervisor,x +53-2011,"Airline Pilots, Copilots, and Flight Engineers",Airline Captain,x +53-2011,"Airline Pilots, Copilots, and Flight Engineers",Airline Pilot, +53-2011,"Airline Pilots, Copilots, and Flight Engineers",Airline Pilot Flight Instructor, +53-2011,"Airline Pilots, Copilots, and Flight Engineers",Airline Pilot In Command,x +53-2011,"Airline Pilots, Copilots, and Flight Engineers",Airline Pilot Second In Command, +53-2011,"Airline Pilots, Copilots, and Flight Engineers",Airline Transport Pilot, +53-2011,"Airline Pilots, Copilots, and Flight Engineers",Charter Pilot (Air Transport Pilot Certificate Required),x +53-2011,"Airline Pilots, Copilots, and Flight Engineers",Charter Pilot (Airline),x +53-2011,"Airline Pilots, Copilots, and Flight Engineers",Regional Airline Pilot, +53-2012,Commercial Pilots,Aerial Crop Duster,x +53-2012,Commercial Pilots,Aerial Hurricane Hunter, +53-2012,Commercial Pilots,Aerial Sprayer, +53-2012,Commercial Pilots,Agricultural Pilot, +53-2012,Commercial Pilots,Air Ambulance Captain, +53-2012,Commercial Pilots,Air Tour Pilot, +53-2012,Commercial Pilots,Balloon Pilot, +53-2012,Commercial Pilots,Charter Pilot (Commercial Pilot Certificate Required),x +53-2012,Commercial Pilots,Charter Pilot (Commercial), +53-2012,Commercial Pilots,Commercial Helicopter Pilot, +53-2012,Commercial Pilots,Corporate Pilot, +53-2012,Commercial Pilots,Emergency Medical Service Helicopter Pilot, +53-2012,Commercial Pilots,Emergency Medical Service Rotary Wing Pilot, +53-2012,Commercial Pilots,EMS Helicopter Pilot, +53-2012,Commercial Pilots,Executive Pilot, +53-2012,Commercial Pilots,Flight Instructor (Commercial Pilots),x +53-2012,Commercial Pilots,Helicopter Pilot,x +53-2021,Air Traffic Controllers,Air Traffic Control Operator,x +53-2021,Air Traffic Controllers,Air Traffic Control Specialist, +53-2021,Air Traffic Controllers,Air Traffic Coordinator, +53-2021,Air Traffic Controllers,Airport Tower Controller, +53-2021,Air Traffic Controllers,Control Tower Operator,x +53-2021,Air Traffic Controllers,Enroute Controller,x +53-2022,Airfield Operations Specialists,Aviation Operations Specialist,x +53-2022,Airfield Operations Specialists,Flight Operations Coordinator,x +53-2031,Flight Attendants,Airline Flight Attendant,x +53-2031,Flight Attendants,Airplane Flight Attendant,x +53-2031,Flight Attendants,Flight Steward, +53-3011,"Ambulance Drivers and Attendants, Except Emergency Medical Technicians",Ambulance Attendant, +53-3011,"Ambulance Drivers and Attendants, Except Emergency Medical Technicians",Emergency Medical Services (EMS) Driver,x +53-3011,"Ambulance Drivers and Attendants, Except Emergency Medical Technicians",Emergency Medical Services Driver, +53-3031,Driver/Sales Workers,Bobtailer, +53-3031,Driver/Sales Workers,Delivery Sales worker, +53-3031,Driver/Sales Workers,Newspaper Deliverer, +53-3031,Driver/Sales Workers,Newspaper Delivery Driver,x +53-3031,Driver/Sales Workers,Pizza Delivery Driver,x +53-3031,Driver/Sales Workers,Route Sales Person, +53-3031,Driver/Sales Workers,Route Salesperson,x +53-3031,Driver/Sales Workers,Sales Route Driver, +53-3032,Heavy and Tractor-Trailer Truck Drivers,Auto Carrier Driver,x +53-3032,Heavy and Tractor-Trailer Truck Drivers,Cement Truck Driver,x +53-3032,Heavy and Tractor-Trailer Truck Drivers,Concrete Mixer Driver, +53-3032,Heavy and Tractor-Trailer Truck Drivers,Concrete Mixer Truck Driver, +53-3032,Heavy and Tractor-Trailer Truck Drivers,Dump Truck Driver,x +53-3032,Heavy and Tractor-Trailer Truck Drivers,Fuel Truck Driver, +53-3032,Heavy and Tractor-Trailer Truck Drivers,Garbage Truck Driver,x +53-3032,Heavy and Tractor-Trailer Truck Drivers,Line Haul Driver, +53-3032,Heavy and Tractor-Trailer Truck Drivers,Log Truck Tractor-Trailer Driver, +53-3032,Heavy and Tractor-Trailer Truck Drivers,Logging Flatbed Truck Driver, +53-3032,Heavy and Tractor-Trailer Truck Drivers,Logging Truck Driver, +53-3032,Heavy and Tractor-Trailer Truck Drivers,Over-the-Road Driver, +53-3032,Heavy and Tractor-Trailer Truck Drivers,Self-loading Flatbed Truck Driver, +53-3032,Heavy and Tractor-Trailer Truck Drivers,Semi-Truck Driver, +53-3032,Heavy and Tractor-Trailer Truck Drivers,Tanker Driver, +53-3032,Heavy and Tractor-Trailer Truck Drivers,Tow Truck Operator, +53-3033,Light Truck Drivers,Grocery Light Truck Driver,x +53-3033,Light Truck Drivers,Parcel Truck Driver,x +53-3051,"Bus Drivers, School",School Bus Driver, +53-3051,"Bus Drivers, School",School Bus Operator,x +53-3051,"Bus Drivers, School",Special Education Bus Driver,x +53-3052,"Bus Drivers, Transit and Intercity",Charter Coach Driver, +53-3052,"Bus Drivers, Transit and Intercity",Motor Coach Bus Driver,x +53-3052,"Bus Drivers, Transit and Intercity",Motor Coach Driver, +53-3052,"Bus Drivers, Transit and Intercity",Motor Coach Tour Operator, +53-3052,"Bus Drivers, Transit and Intercity",Public Transit Bus Driver,x +53-3052,"Bus Drivers, Transit and Intercity",Public Transit Trolley Driver, +53-3053,Shuttle Drivers and Chauffeurs,Airport Apron Bus Driver, +53-3053,Shuttle Drivers and Chauffeurs,Airport Shuttle Driver,x +53-3053,Shuttle Drivers and Chauffeurs,Airside Transfer Bus Driver, +53-3053,Shuttle Drivers and Chauffeurs,Courtesy Car Driver, +53-3053,Shuttle Drivers and Chauffeurs,Courtesy Van Driver,x +53-3053,Shuttle Drivers and Chauffeurs,Funeral Car Driver, +53-3053,Shuttle Drivers and Chauffeurs,Hearse Driver, +53-3053,Shuttle Drivers and Chauffeurs,Hotel Shuttle Driver,x +53-3053,Shuttle Drivers and Chauffeurs,Nonemergency Medical Transporter,x +53-3054,Taxi Drivers,Cab Driver,x +53-3054,Taxi Drivers,Rideshare Cab Driver,x +53-3099,"Motor Vehicle Operators, All Other",Assembly Line Driver, +53-3099,"Motor Vehicle Operators, All Other",Ice-Resurfacing Machine Operators,x +53-3099,"Motor Vehicle Operators, All Other",Motorcycle Deliverer,x +53-3099,"Motor Vehicle Operators, All Other",Street Cleaning Equipment Operator,x +53-3099,"Motor Vehicle Operators, All Other",Street Sweeper Operator, +53-4011,Locomotive Engineers,Freight Engineer, +53-4011,Locomotive Engineers,Railroad Engineer,x +53-4011,Locomotive Engineers,Railway Engineer, +53-4011,Locomotive Engineers,Train Engineer,x +53-4013,"Rail Yard Engineers, Dinkey Operators, and Hostlers",Coal Tram Driver,x +53-4013,"Rail Yard Engineers, Dinkey Operators, and Hostlers",Dinkey Driver, +53-4013,"Rail Yard Engineers, Dinkey Operators, and Hostlers",Dinkey Operator, +53-4013,"Rail Yard Engineers, Dinkey Operators, and Hostlers",Engine Hostler, +53-4013,"Rail Yard Engineers, Dinkey Operators, and Hostlers",Haulage Engine Operator, +53-4013,"Rail Yard Engineers, Dinkey Operators, and Hostlers",Railcar Switcher,x +53-4013,"Rail Yard Engineers, Dinkey Operators, and Hostlers",Yard Hostler, +53-4022,"Railroad Brake, Signal, and Switch Operators and Locomotive Firers",Diesel Locomotive Firer,x +53-4022,"Railroad Brake, Signal, and Switch Operators and Locomotive Firers",Dinkey Engine Firer,x +53-4022,"Railroad Brake, Signal, and Switch Operators and Locomotive Firers",Freight Brake Operator, +53-4022,"Railroad Brake, Signal, and Switch Operators and Locomotive Firers",Locomotive Switch Operator, +53-4022,"Railroad Brake, Signal, and Switch Operators and Locomotive Firers",Railroad Brake Operator, +53-4022,"Railroad Brake, Signal, and Switch Operators and Locomotive Firers",Railroad Firer, +53-4022,"Railroad Brake, Signal, and Switch Operators and Locomotive Firers",Railway Switch Operator,x +53-4022,"Railroad Brake, Signal, and Switch Operators and Locomotive Firers",Switch Coupler,x +53-4022,"Railroad Brake, Signal, and Switch Operators and Locomotive Firers",Train Brake Operator,x +53-4031,Railroad Conductors and Yardmasters,Freight Conductor,x +53-4031,Railroad Conductors and Yardmasters,Passenger Car Conductor, +53-4031,Railroad Conductors and Yardmasters,Train Conductor, +53-4031,Railroad Conductors and Yardmasters,Yard Conductor,x +53-4041,Subway and Streetcar Operators,Light Rail Operator, +53-4041,Subway and Streetcar Operators,Light Rail Transit Operator,x +53-4041,Subway and Streetcar Operators,Light Rail Vehicle Operator, +53-4041,Subway and Streetcar Operators,Rapid Transit Operator, +53-4041,Subway and Streetcar Operators,Subway Conductor, +53-4041,Subway and Streetcar Operators,Subway Train Operator, +53-4041,Subway and Streetcar Operators,Tram Operator,x +53-4041,Subway and Streetcar Operators,Trolley Car Operator,x +53-4099,"Rail Transportation Workers, All Other",Railway Equipment Operator,x +53-4099,"Rail Transportation Workers, All Other",Retarder Operator,x +53-4099,"Rail Transportation Workers, All Other",Transfer Table Operator,x +53-5011,Sailors and Marine Oilers,Able Seaman, +53-5011,Sailors and Marine Oilers,Deck Cadet, +53-5011,Sailors and Marine Oilers,Deck Hand, +53-5011,Sailors and Marine Oilers,Deckhand,x +53-5011,Sailors and Marine Oilers,Merchant Mariner,x +53-5011,Sailors and Marine Oilers,Merchant Seaman, +53-5011,Sailors and Marine Oilers,Ordinary Seaman, +53-5011,Sailors and Marine Oilers,Sailor, +53-5011,Sailors and Marine Oilers,Vessel Ordinary Seaman, +53-5021,"Captains, Mates, and Pilots of Water Vessels",Barge Captain,x +53-5021,"Captains, Mates, and Pilots of Water Vessels",Barge Master, +53-5021,"Captains, Mates, and Pilots of Water Vessels",Boat Pilot, +53-5021,"Captains, Mates, and Pilots of Water Vessels",Car Ferry Captain, +53-5021,"Captains, Mates, and Pilots of Water Vessels",Car Ferry Master, +53-5021,"Captains, Mates, and Pilots of Water Vessels",Coastal Tug Mate, +53-5021,"Captains, Mates, and Pilots of Water Vessels",Deck Officer, +53-5021,"Captains, Mates, and Pilots of Water Vessels",Docking Pilot, +53-5021,"Captains, Mates, and Pilots of Water Vessels",Ferry Boat Captain, +53-5021,"Captains, Mates, and Pilots of Water Vessels",Ferry Captain, +53-5021,"Captains, Mates, and Pilots of Water Vessels",Ferryboat Captain, +53-5021,"Captains, Mates, and Pilots of Water Vessels",First Mate,x +53-5021,"Captains, Mates, and Pilots of Water Vessels",Harbor Boat Pilot, +53-5021,"Captains, Mates, and Pilots of Water Vessels",Harbor Pilot,x +53-5021,"Captains, Mates, and Pilots of Water Vessels",Harbor Tug Captain, +53-5021,"Captains, Mates, and Pilots of Water Vessels",Port Captain,x +53-5021,"Captains, Mates, and Pilots of Water Vessels",River Boat Captain, +53-5021,"Captains, Mates, and Pilots of Water Vessels",River Pilot, +53-5021,"Captains, Mates, and Pilots of Water Vessels",Sailboat Captain, +53-5021,"Captains, Mates, and Pilots of Water Vessels",Ship Harbor Pilot, +53-5021,"Captains, Mates, and Pilots of Water Vessels",Tow Boat Captain, +53-5021,"Captains, Mates, and Pilots of Water Vessels",Towboat Pilot, +53-5021,"Captains, Mates, and Pilots of Water Vessels",Tug Boat Captain, +53-5021,"Captains, Mates, and Pilots of Water Vessels",Tugboat Captain, +53-5021,"Captains, Mates, and Pilots of Water Vessels",Tugboat Mate, +53-5021,"Captains, Mates, and Pilots of Water Vessels",Tugboat Operator, +53-5021,"Captains, Mates, and Pilots of Water Vessels",Tugboat Pilot, +53-5022,Motorboat Operators,Launch Operator,x +53-5022,Motorboat Operators,Outboard Motorboat Operator, +53-5022,Motorboat Operators,Speedboat Driver, +53-5022,Motorboat Operators,Speedboat Operator,x +53-5022,Motorboat Operators,Water Taxi Ferry Operator, +53-5022,Motorboat Operators,Water Taxi Operator,x +53-5031,Ship Engineers,Barge Engineer,x +53-5031,Ship Engineers,Ferry Engineer,x +53-5031,Ship Engineers,Towboat Engineer, +53-5031,Ship Engineers,Tug Boat Engineer, +53-5031,Ship Engineers,Tugboat Engineer,x +53-6011,Bridge and Lock Tenders,Bridge Operator, +53-6011,Bridge and Lock Tenders,Bridge Tender, +53-6011,Bridge and Lock Tenders,Dam Tender, +53-6011,Bridge and Lock Tenders,Lighthouse Keeper,x +53-6011,Bridge and Lock Tenders,Lock and Dam Operator,x +53-6021,Parking Attendants,Auto Parker, +53-6021,Parking Attendants,Car Jockey, +53-6021,Parking Attendants,Parking Ramp Attendant,x +53-6021,Parking Attendants,Valet Parker,x +53-6021,Parking Attendants,Valet Runner, +53-6031,Automotive and Watercraft Service Attendants,Auto Service Station Attendant, +53-6031,Automotive and Watercraft Service Attendants,Gas and Oil Servicer,x +53-6031,Automotive and Watercraft Service Attendants,Gas Pump Attendant,x +53-6031,Automotive and Watercraft Service Attendants,Gas Station Attendant, +53-6031,Automotive and Watercraft Service Attendants,Oil Changer, +53-6031,Automotive and Watercraft Service Attendants,Pump Jockey, +53-6031,Automotive and Watercraft Service Attendants,Service Station Attendant,x +53-6032,Aircraft Service Attendants,Aircraft De-Icer,x +53-6032,Aircraft Service Attendants,Aircraft Refueler,x +53-6032,Aircraft Service Attendants,Airplane Refueler,x +53-6041,Traffic Technicians,Highway Traffic Control Technician,x +53-6041,Traffic Technicians,Traffic Engineering Technician, +53-6041,Traffic Technicians,Traffic Signal Technician,x +53-6041,Traffic Technicians,Transportation Planning Technician, +53-6041,Traffic Technicians,Transportation Technician,x +53-6051,Transportation Inspectors,Aircraft Inspector,x +53-6051,Transportation Inspectors,Aircraft Landing Gear Inspector, +53-6051,Transportation Inspectors,Aircraft Quality Control Inspector, +53-6051,Transportation Inspectors,Airworthiness Safety Inspector, +53-6051,Transportation Inspectors,Freight Inspector, +53-6051,Transportation Inspectors,Locomotive Inspector, +53-6051,Transportation Inspectors,Motor Vehicle Emissions Inspector,x +53-6051,Transportation Inspectors,Railroad Car Inspector,x +53-6051,Transportation Inspectors,Railroad Inspector, +53-6051,Transportation Inspectors,School Bus Inspector, +53-6051,Transportation Inspectors,Transit Vehicle Inspector, +53-6061,Passenger Attendants,Dining Car Steward, +53-6061,Passenger Attendants,Ship Steward,x +53-6061,Passenger Attendants,Sleeping Car Service Attendant, +53-6061,Passenger Attendants,Train Attendant,x +53-6099,"Transportation Workers, All Other",Pedicab Driver, +53-6099,"Transportation Workers, All Other",Rickshaw Driver,x +53-7011,Conveyor Operators and Tenders,Ash Conveyor Operator, +53-7011,Conveyor Operators and Tenders,Assembly Line Tender, +53-7011,Conveyor Operators and Tenders,Chip Bin Conveyor Tender, +53-7011,Conveyor Operators and Tenders,Conveyor Belt Operator,x +53-7011,Conveyor Operators and Tenders,Conveyor Tender, +53-7011,Conveyor Operators and Tenders,Grain Elevator Operator,x +53-7011,Conveyor Operators and Tenders,Packing Line Operator, +53-7021,Crane and Tower Operators,Boom Crane Operator,x +53-7021,Crane and Tower Operators,Bridge Crane Operator, +53-7021,Crane and Tower Operators,Cherry Picker Operator,x +53-7021,Crane and Tower Operators,Coal Tower Operator,x +53-7021,Crane and Tower Operators,Electric Crane Operator, +53-7021,Crane and Tower Operators,Erecting Crane Operator, +53-7021,Crane and Tower Operators,Monorail Crane Operator, +53-7021,Crane and Tower Operators,Overhead Crane Operator, +53-7021,Crane and Tower Operators,Port Crane Operator, +53-7021,Crane and Tower Operators,Radio Control Crane Operator, +53-7021,Crane and Tower Operators,Scrap Crane Operator, +53-7021,Crane and Tower Operators,Tower Loader Operator, +53-7021,Crane and Tower Operators,Woodyard Crane Operator, +53-7031,Dredge Operators,Dredge Deckhand, +53-7031,Dredge Operators,Dredge Engineer, +53-7031,Dredge Operators,Dredge Mate, +53-7031,Dredge Operators,Dredger,x +53-7041,Hoist and Winch Operators,Hoist Operator, +53-7041,Hoist and Winch Operators,Winch Derrick Operator,x +53-7041,Hoist and Winch Operators,Winch Operator, +53-7051,Industrial Truck and Tractor Operators,Forklift Driver, +53-7051,Industrial Truck and Tractor Operators,Forklift Operator,x +53-7051,Industrial Truck and Tractor Operators,Front-End Loader Operator, +53-7051,Industrial Truck and Tractor Operators,Hydraulic Lift Driver, +53-7051,Industrial Truck and Tractor Operators,Industrial Truck Operator, +53-7051,Industrial Truck and Tractor Operators,Reach-Lift Truck Driver, +53-7051,Industrial Truck and Tractor Operators,Stacker Operator,x +53-7061,Cleaners of Vehicles and Equipment,Aircraft Cleaner,x +53-7061,Cleaners of Vehicles and Equipment,Auto Cleaner, +53-7061,Cleaners of Vehicles and Equipment,Auto Detailer,x +53-7061,Cleaners of Vehicles and Equipment,Automobile Detailer, +53-7061,Cleaners of Vehicles and Equipment,Beer Coil Cleaner, +53-7061,Cleaners of Vehicles and Equipment,Boat Detailer, +53-7061,Cleaners of Vehicles and Equipment,Bus Cleaner, +53-7061,Cleaners of Vehicles and Equipment,Bus Washer, +53-7061,Cleaners of Vehicles and Equipment,Car Wash Attendant,x +53-7061,Cleaners of Vehicles and Equipment,Car Washer, +53-7061,Cleaners of Vehicles and Equipment,Equipment Cleaner, +53-7061,Cleaners of Vehicles and Equipment,Machine Cleaner, +53-7061,Cleaners of Vehicles and Equipment,Railroad Car Cleaner, +53-7061,Cleaners of Vehicles and Equipment,Truck Washer, +53-7062,"Laborers and Freight, Stock, and Material Movers, Hand",Cargo Handler,x +53-7062,"Laborers and Freight, Stock, and Material Movers, Hand",Cart Pusher, +53-7062,"Laborers and Freight, Stock, and Material Movers, Hand",Freight Handler, +53-7062,"Laborers and Freight, Stock, and Material Movers, Hand",Grave Digger, +53-7062,"Laborers and Freight, Stock, and Material Movers, Hand",Manufacturing Laborer, +53-7062,"Laborers and Freight, Stock, and Material Movers, Hand",Material Handler, +53-7062,"Laborers and Freight, Stock, and Material Movers, Hand",Package Handler, +53-7062,"Laborers and Freight, Stock, and Material Movers, Hand",Shipping and Receiving Material Handler, +53-7062,"Laborers and Freight, Stock, and Material Movers, Hand",Van Loader, +53-7062,"Laborers and Freight, Stock, and Material Movers, Hand",Wharf Laborer,x +53-7063,Machine Feeders and Offbearers,Brick Offbearer, +53-7063,Machine Feeders and Offbearers,Chain Offbearer, +53-7063,Machine Feeders and Offbearers,Chopper Feeder, +53-7063,Machine Feeders and Offbearers,Doffer, +53-7063,Machine Feeders and Offbearers,Dryer Feeder, +53-7063,Machine Feeders and Offbearers,Hopper Feeder, +53-7063,Machine Feeders and Offbearers,Hopper Filler,x +53-7063,Machine Feeders and Offbearers,Line Feeder, +53-7063,Machine Feeders and Offbearers,Offbearer, +53-7063,Machine Feeders and Offbearers,Packing Machine Can Feeder, +53-7063,Machine Feeders and Offbearers,Spike Machine Feeder, +53-7063,Machine Feeders and Offbearers,Spinning Doffer,x +53-7063,Machine Feeders and Offbearers,Spooler Operator, +53-7064,"Packers and Packagers, Hand",Bagger, +53-7064,"Packers and Packagers, Hand",Carton Wrapper, +53-7064,"Packers and Packagers, Hand",Egg Packer,x +53-7064,"Packers and Packagers, Hand",Gift Wrapper,x +53-7064,"Packers and Packagers, Hand",Grocery Store Bagger,x +53-7064,"Packers and Packagers, Hand",Meat Packager, +53-7064,"Packers and Packagers, Hand",Meat Wrapper, +53-7064,"Packers and Packagers, Hand",Utility Bagger, +53-7065,Stockers and Order Fillers,Grocery Stocker, +53-7065,Stockers and Order Fillers,Night Stocker,x +53-7065,Stockers and Order Fillers,Retail Stocker, +53-7065,Stockers and Order Fillers,Store Stocker,x +53-7065,Stockers and Order Fillers,Warehouse Stocker,x +53-7071,Gas Compressor and Gas Pumping Station Operators,Acetylene Gas Compressor, +53-7071,Gas Compressor and Gas Pumping Station Operators,Butane Compressor Operator,x +53-7071,Gas Compressor and Gas Pumping Station Operators,Compressor Station Operator, +53-7071,Gas Compressor and Gas Pumping Station Operators,Gas Compressor Operator, +53-7071,Gas Compressor and Gas Pumping Station Operators,Gas Cylinder Processor,x +53-7071,Gas Compressor and Gas Pumping Station Operators,Gas Storage Operator, +53-7071,Gas Compressor and Gas Pumping Station Operators,High Pressure Compressed Gas Filler, +53-7071,Gas Compressor and Gas Pumping Station Operators,Liquid Natural Gas Plant Operator,x +53-7071,Gas Compressor and Gas Pumping Station Operators,LNG Plant Operator, +53-7072,"Pump Operators, Except Wellhead Pumpers",Acid Pump Operator, +53-7072,"Pump Operators, Except Wellhead Pumpers",Brewery Pumper,x +53-7072,"Pump Operators, Except Wellhead Pumpers",Concrete Pump Operator, +53-7072,"Pump Operators, Except Wellhead Pumpers",Fluid Pump Operator,x +53-7073,Wellhead Pumpers,Oil Field Pumper, +53-7073,Wellhead Pumpers,Oil Well Pumper,x +53-7073,Wellhead Pumpers,Oilfield Plant and Field Operator, +53-7081,Refuse and Recyclable Material Collectors,Garbage Collector,x +53-7081,Refuse and Recyclable Material Collectors,Recyclable Materials Collector,x +53-7081,Refuse and Recyclable Material Collectors,Refuse Collector, +53-7081,Refuse and Recyclable Material Collectors,Scrap Metal Collector, +53-7081,Refuse and Recyclable Material Collectors,Solid Waste Collector, +53-7081,Refuse and Recyclable Material Collectors,Trash Collector,x +53-7121,"Tank Car, Truck, and Ship Loaders",Barge Loader,x +53-7121,"Tank Car, Truck, and Ship Loaders",Bulk Tank Car Unloader, +53-7121,"Tank Car, Truck, and Ship Loaders",Dock Loader, +53-7121,"Tank Car, Truck, and Ship Loaders",Rail Car Loader,x +53-7121,"Tank Car, Truck, and Ship Loaders",Rail Loader, +53-7121,"Tank Car, Truck, and Ship Loaders",Ship Unloader,x +53-7121,"Tank Car, Truck, and Ship Loaders",Tank Car Loader, +53-7121,"Tank Car, Truck, and Ship Loaders",Tank Truck Loader, +53-7199,"Material Moving Workers, All Other",Back Hoe Operator, +53-7199,"Material Moving Workers, All Other",Backhoe Operator, +53-7199,"Material Moving Workers, All Other",Bulldozer Operator,x +53-7199,"Material Moving Workers, All Other",End Loader Operator, +53-7199,"Material Moving Workers, All Other",Freight Elevator Operator,x +53-7199,"Material Moving Workers, All Other",Payloader Operator, +53-7199,"Material Moving Workers, All Other",Shovel Operator,x +55-1011,Air Crew Officers,Airdrop Systems Technician,x +55-1011,Air Crew Officers,"Astronaut, Mission Specialist", +55-1011,Air Crew Officers,Helicopter Officer, +55-1011,Air Crew Officers,"Naval Flight Officer, Airborne Reconnaissance Officer", +55-1011,Air Crew Officers,"Naval Flight Officer, Bombardier/Navigator", +55-1011,Air Crew Officers,"Naval Flight Officer, Electronic Warfare Officer", +55-1011,Air Crew Officers,"Naval Flight Officer, Qualified Supporting Arms Coordinator (Airborne)", +55-1011,Air Crew Officers,"Naval Flight Officer, Radar Intercept Officer", +55-1011,Air Crew Officers,"Naval Flight Officer, Weapons Systems Officer", +55-1011,Air Crew Officers,Special Project Airborne Electronics Evaluator,x +55-1012,Aircraft Launch and Recovery Officers,Catapult And Arresting Gear Officer,x +55-1012,Aircraft Launch and Recovery Officers,Flight Deck Officer,x +55-1012,Aircraft Launch and Recovery Officers,Landing Signal Officer,x +55-1012,Aircraft Launch and Recovery Officers,V/Stol Landing Signal Officer, +55-1013,Armored Assault Vehicle Officers,Armor Officer, +55-1013,Armored Assault Vehicle Officers,Assault Amphibious Vehicle (AAV) Officer,x +55-1013,Armored Assault Vehicle Officers,Cavalry Officer,x +55-1013,Armored Assault Vehicle Officers,Light-Armored Reconnaissance Officer, +55-1013,Armored Assault Vehicle Officers,Light-Armored Vehicle Officer, +55-1013,Armored Assault Vehicle Officers,Tank Officer,x +55-1014,Artillery and Missile Officers,Air Defense Artillery Officer,x +55-1014,Artillery and Missile Officers,Ammunition Officer, +55-1014,Artillery and Missile Officers,"Division Officer, Weapons Department", +55-1014,Artillery and Missile Officers,"Division Officer, Weapons Department (Antisubmarine Weapons)", +55-1014,Artillery and Missile Officers,"Division Officer, Weapons Department (Guided Missiles)", +55-1014,Artillery and Missile Officers,"Division Officer, Weapons Department (Gunnery)", +55-1014,Artillery and Missile Officers,Field Artillery Officer, +55-1014,Artillery and Missile Officers,Field Artillery Targeting Technician, +55-1014,Artillery and Missile Officers,Fire Control Officer (Surface-To-Air Missiles), +55-1014,Artillery and Missile Officers,Ground Nuclear Weapons Assembly Officer, +55-1014,Artillery and Missile Officers,"Guided Missile Test Officer, Air-Launched", +55-1014,Artillery and Missile Officers,Hawk Missile Air Defense Artillery, +55-1014,Artillery and Missile Officers,Low Altitude Air Defense Officer, +55-1014,Artillery and Missile Officers,Naval Gunfire Spotter, +55-1014,Artillery and Missile Officers,Naval Surface Fire Support Planner,x +55-1014,Artillery and Missile Officers,Nuclear & Chemical Weapons Employment Officer, +55-1014,Artillery and Missile Officers,Nuclear Weapons Custodian, +55-1014,Artillery and Missile Officers,Ordnance Officer, +55-1014,Artillery and Missile Officers,Patriot Missile Air Defense Artillery, +55-1014,Artillery and Missile Officers,Short-Range Air Defense Artillery, +55-1014,Artillery and Missile Officers,"Space And Missile Operations, Missile Combat Crew Officer", +55-1014,Artillery and Missile Officers,Strike Warfare/Missile Systems Officer, +55-1014,Artillery and Missile Officers,Strike Warfare/Missile Systems Officer (Surface-To-Air Missile), +55-1014,Artillery and Missile Officers,Surface-To-Air Weapons Officer, +55-1014,Artillery and Missile Officers,Targeting Acquisition Officer,x +55-1014,Artillery and Missile Officers,Weapons Military Characteristics Officer, +55-1014,Artillery and Missile Officers,Weapons Officer, +55-1014,Artillery and Missile Officers,Weapons Officer (Fleet Ballistic Missiles), +55-1014,Artillery and Missile Officers,"Weapons Officer, Naval Activity", +55-1015,Command and Control Center Officers,Aadc Plans Staff Officer, +55-1015,Command and Control Center Officers,Advisor To Command In Combat, +55-1015,Command and Control Center Officers,Air Battle Manager, +55-1015,Command and Control Center Officers,Air Control/Anti-Air Warfare Officer, +55-1015,Command and Control Center Officers,Air Defense Control Officer, +55-1015,Command and Control Center Officers,Air Intercept Controller Supervisor, +55-1015,Command and Control Center Officers,Air Liaison And Special Staff, +55-1015,Command and Control Center Officers,Air Support Control Officer, +55-1015,Command and Control Center Officers,Anti-Air Warfare Operations Officer, +55-1015,Command and Control Center Officers,"Antisubmarine Classification And Analysis Officer, Aviation", +55-1015,Command and Control Center Officers,Aoc Aadc Chief Of Operations Staff Officer, +55-1015,Command and Control Center Officers,Aoc Aadc Director And Chief Of Plans Staff Officer, +55-1015,Command and Control Center Officers,Aoc Aadc Operations Staff Officer, +55-1015,Command and Control Center Officers,Aoc Airspace Control Officer, +55-1015,Command and Control Center Officers,Aoc Director Combat Operations Officer, +55-1015,Command and Control Center Officers,Aoc Director Combat Plans Officer, +55-1015,Command and Control Center Officers,Aoc Director Intelligence Officer, +55-1015,Command and Control Center Officers,Aoc Information Operations Staff Officer, +55-1015,Command and Control Center Officers,Aoc Operations - Air Mobility / Logistics Chief, +55-1015,Command and Control Center Officers,Aoc Operations - Air Mobility / Logistics Officer, +55-1015,Command and Control Center Officers,Aoc Operations - Combat Search And Rescue Chief, +55-1015,Command and Control Center Officers,Aoc Operations - Combat Search And Rescue Officer, +55-1015,Command and Control Center Officers,Aoc Operations - Defensive Operations Officer, +55-1015,Command and Control Center Officers,Aoc Operations - Intelligence Chief, +55-1015,Command and Control Center Officers,Aoc Operations - Intelligence Officer, +55-1015,Command and Control Center Officers,Aoc Operations - Naval And Amphibious Liaison Element Afloat Planning Liaison, +55-1015,Command and Control Center Officers,Aoc Operations - Naval And Amphibious Liaison Element Member, +55-1015,Command and Control Center Officers,Aoc Operations - Offensive Operations Officer, +55-1015,Command and Control Center Officers,Aoc Operations - Special Operations Chief, +55-1015,Command and Control Center Officers,Aoc Operations - Special Operations Officer, +55-1015,Command and Control Center Officers,Aoc Operations - Time Sensitive / Critical Targeting Officer, +55-1015,Command and Control Center Officers,Aoc Operations - Time Sensitive / Critical Targeting Officer Chief, +55-1015,Command and Control Center Officers,Aoc Plans - Air Task Order / Air Control Order Production Officer, +55-1015,Command and Control Center Officers,Aoc Plans - Guidance Apportionment And Targeting Officer, +55-1015,Command and Control Center Officers,Aoc Plans - Guidance Apportionment And Targeting Officer Chief, +55-1015,Command and Control Center Officers,Aoc Plans - Intelligence Officer, +55-1015,Command and Control Center Officers,Aoc Plans - Intelligence Officer Chief, +55-1015,Command and Control Center Officers,Aoc Plans - Master Air Attack Planning Assistant Chief, +55-1015,Command and Control Center Officers,Aoc Plans - Master Air Attack Planning Chief, +55-1015,Command and Control Center Officers,Aoc Plans - Master Air Attack Planning Officer, +55-1015,Command and Control Center Officers,Aoc Strategy Plans And Operational Assessment Officer, +55-1015,Command and Control Center Officers,Aoc Strategy Plans And Operational Assessment Officer Chief, +55-1015,Command and Control Center Officers,C4 Planner, +55-1015,Command and Control Center Officers,Carrier Airborne Combat Information Center Officer, +55-1015,Command and Control Center Officers,Combat Control Officer, +55-1015,Command and Control Center Officers,Combat Information Center Officer,x +55-1015,Command and Control Center Officers,Combat Systems Officer, +55-1015,Command and Control Center Officers,Command And Control, +55-1015,Command and Control Center Officers,Command And Control Officer,x +55-1015,Command and Control Center Officers,Command And Control Systems Integrator,x +55-1015,Command and Control Center Officers,"Command, Control, Communications, Computers And Intelligence (C4i) Officer", +55-1015,Command and Control Center Officers,Force Deployment Planning And Execution Officer, +55-1015,Command and Control Center Officers,Forward Air Controller/Air Officer, +55-1015,Command and Control Center Officers,Information Management Officer, +55-1015,Command and Control Center Officers,Joint Terminal Attack Controller Officer, +55-1015,Command and Control Center Officers,Marine Air Ground Task Force (Magtf) Planners, +55-1015,Command and Control Center Officers,Naval Tactical Data System--Combat Information Center Officer, +55-1015,Command and Control Center Officers,"Naval Tactical Data System--Combat Information Center Watch Officer, Carrier Controlled Approach Controller", +55-1015,Command and Control Center Officers,"Naval Tactical Data System--Combat Information Center Watch Officer, General", +55-1015,Command and Control Center Officers,Offshore Control And Surveillance System Officer, +55-1015,Command and Control Center Officers,Operations Control Center Briefing Officer, +55-1015,Command and Control Center Officers,"Operations Officer, Afloat (Naval Tactical Data Systems)", +55-1015,Command and Control Center Officers,Relocatable Over-The-Horizon Radar Watch Officer, +55-1015,Command and Control Center Officers,Senior Air Director (Sad), +55-1015,Command and Control Center Officers,Staff Combat Information Center Officer, +55-1015,Command and Control Center Officers,Staff Command And Control Officer, +55-1015,Command and Control Center Officers,Staff Electronic Warfare Officer, +55-1015,Command and Control Center Officers,Staff Operations Command Center Watch Officer, +55-1015,Command and Control Center Officers,Staff Readiness Officer (Combat Information Center), +55-1015,Command and Control Center Officers,Surveillance Sensor Officer, +55-1016,Infantry Officers,Infantry Weapons Officer,x +55-1017,Special Forces Officers,Advanced Seal Delivery System, +55-1017,Special Forces Officers,Combatant Diver Officer, +55-1017,Special Forces Officers,Combatant Diver Qualified (Officer), +55-1017,Special Forces Officers,"Commanding Officer, Special Warfare Team", +55-1017,Special Forces Officers,"Control And Recovery, Combat Rescue", +55-1017,Special Forces Officers,"Control And Recovery, Special Tactics", +55-1017,Special Forces Officers,"Executive Officer, Special Warfare Team", +55-1017,Special Forces Officers,Parachute/Combatant Diver Officer,x +55-1017,Special Forces Officers,Parachutist/Combatant Diver Qualified (Officer), +55-1017,Special Forces Officers,Sea-Air-Land Officer,x +55-1017,Special Forces Officers,Seal Delivery Vehicle Officer, +55-1017,Special Forces Officers,Special Forces Warrant Officer, +55-1017,Special Forces Officers,Special Weapons Unit Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Advanced Foreign Counterintelligence Officer (Afco), +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Advanced Military Source Operations Officer (Amsoo), +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Air Antisubmarine Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Air Boatswain, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Air Intelligence Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",All Source Intelligence, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",All Source Intelligence Technician, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Amphibious Operations Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Antisubmarine Warfare Intelligence Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Antisubmarine Weapons Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Area Intelligence Technician, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Aviation All-Source Intelligence, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Aviation Ordnance Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Aviation Tactical Readiness Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Chemical Munitions And Materiel Management, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Chemical Operations And Training, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other","Chemical, Biological, Radiological, And Nuclear (CBRN) Officer",x +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Coastal/Harbor Defense Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Communications Interceptor/Locator Technician, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Counter Intelligence, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Counterintelligence (Ci)/Human Source Intelligence (Humint) Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Counterintelligence Officer/Human Source Intelligence (Ci/Humint) Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Counterintelligence Officer/Human Source Intelligence (Ci/Humint) Operations Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Counter-Intelligence Technician, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Cryptologic Digital Network Technician/Analyst (Officer), +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Electronic Intelligence Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Electronic Warfare Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Electronic Warfare Technician, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Emanations Analysis Technician, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Emitter Location/Identification Technician, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Geographic Area Intelligence Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Ground Intelligence Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Gunnery/Ordnance Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Human Intelligence, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Human Intelligence Collection Technician, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Imagery Intelligence, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Inshore Undersea Warfare Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Intelligence, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Intelligence Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other","Intelligence Officer, Basic", +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Intelligence Support Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other","Intelligence, Applications", +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other","Intelligence, Mapping, Charting, And Geodesy", +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other","Intelligence, Operations", +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Joint Strategic Plans And Policy Officer,x +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Marine Air/Ground Task Force (Magtf) Intelligence Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Military Source Operations Officer (Msoo), +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Minesweeping Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Mission Commander, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Multisensor Intelligence Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Naval Gunfire Liaison Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Navy Airspace Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Non-Morse Intercept Technician, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other","Officer In Charge, Aviation Unit Or Detachment", +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other","Officer In Charge/Assistant Officer In Charge, Combat Service Support Team", +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Operational Intelligence Officer (Analyst), +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Operational Intelligence Officer (General), +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Operational Intelligence Officer (Management), +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Parachute Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Parachutist (Officer), +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Photographic Intelligence Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Psychological Operations, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Psychological Operations Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Psychological Operations Or Civil Affairs, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Senior All-Source Intelligence Analysis Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Ship's Electronic Warfare Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Signal Intelligence/Electronic Warfare, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Signal Intelligence/Ground Electronic Warfare Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Signals Collection Technician, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Signals Intelligence Analysis Technician, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Signals Intelligence/Electronics Warfare Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Space And Missile Operations, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other","Space And Missile Operations, Missile Combat Crew", +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other","Space And Missile Operations, Satellite Command And Control", +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other","Space And Missile Operations, Space Surveillance", +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other","Space And Missile Operations, Space Warning", +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other","Space And Missile Operations, Spacelift", +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other","Space And Missile Operations, Tactical Airlift", +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Space Operations, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Special Technical Operations Officer,x +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Staff Air Defense Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Staff Air Tactical Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Staff Antisubmarine Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Staff Mine Warfare Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Staff Nuclear Weapons Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Staff Readiness Officer (Amphibious Warfare), +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Staff Readiness Officer (Antisubmarine Warfare), +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Staff Readiness Officer (Electronic Warfare), +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Staff Readiness Officer (Submarine Warfare), +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Staff Submarine Warfare Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Staff Weapons Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Strategic Debriefing Officer (Sdo), +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Strategic Intelligence Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Strike Operations Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Submarine Advisory Team Watch Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Submarine Element Coordinator, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Tactical Debriefer (Td) Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Tactical Deception Plans Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Tactical Intelligence Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Tactical Unmanned Aerial Vehicle (Tuav) Operations Technician, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Target Aircraft Controller, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Technical Surveillance Countermeasures Trained Counterintelligence/Human Source Intelligence Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Traffic Analysis Technician, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Unmanned Aerial Vehicle (Tuav) Operations Technician, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Vertical Takeoff Unmanned Aerial Vehicle Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Voice Intercept Technician, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Weapons, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Weapons And Tactics Instructor-Air Control, +55-2011,First-Line Supervisors of Air Crew Members,Airborne Mission Systems Superintendent,x +55-2011,First-Line Supervisors of Air Crew Members,Airborne Operations Manager, +55-2011,First-Line Supervisors of Air Crew Members,Airborne Operations Superintendent, +55-2011,First-Line Supervisors of Air Crew Members,Aircraft Loadmaster Superintendent, +55-2011,First-Line Supervisors of Air Crew Members,C-40a Crew Chief, +55-2011,First-Line Supervisors of Air Crew Members,Flight Engineer Manager, +55-2011,First-Line Supervisors of Air Crew Members,In-Flight Refueling Manager,x +55-2012,First-Line Supervisors of Weapons Specialists/Crew Members,"Aerial Gunner, Superintendent", +55-2012,First-Line Supervisors of Weapons Specialists/Crew Members,Air Defense Artillery Senior Sergeant, +55-2012,First-Line Supervisors of Weapons Specialists/Crew Members,Airborne Weapons Technical Manager, +55-2012,First-Line Supervisors of Weapons Specialists/Crew Members,Armament Weapons Support Equipment (Aswe) Maintenance Manager, +55-2012,First-Line Supervisors of Weapons Specialists/Crew Members,Armor Senior Sergeant,x +55-2012,First-Line Supervisors of Weapons Specialists/Crew Members,Field Artillery Senior Sergeant,x +55-2012,First-Line Supervisors of Weapons Specialists/Crew Members,Infantry Unit Leader,x +55-2012,First-Line Supervisors of Weapons Specialists/Crew Members,Over The Horizon-Targeting (Oth-T) Supervisor, +55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Aerospace Control And Warning Systems Superintendent, +55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Afloat Cryptologic Manager, +55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Air Operations Manager, +55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Aviation Resource Management Superintendent, +55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Chief Counterintelligence/Human Intelligence Sergeant, +55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Combat Control Manager, +55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Command Post Superintendent,x +55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Communication Signals Intelligence Superintendent, +55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,"Counterintelligence/Human Intelligence, Senior Sergeant", +55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Cryptologic Supervisor, +55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Electronic Signals Intelligence Exploitation Manager, +55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Electronic Systems Security Assessment Superintendent, +55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Infantry Senior Sergeant, +55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Intelligence Chief,x +55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Intelligence Manager, +55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Intelligence Senior Sergeant, +55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Intelligence Senior Sergeant/Chief Intelligence Sergeant, +55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Interface Control Officer (Ico), +55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Network Intelligence Analyst Superintendent, +55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Operational Communication Chief, +55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Operations Intelligence Superintendent, +55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Senior Enlisted Damage Control Program Management And Training Specialist, +55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Senior Naval Parachutist, +55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Signals Intelligence Superintendent, +55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Signals Intelligence (Electronic Warfare) Senior Sergeant/Chief, +55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Signals Intelligence (Sigint) Senior Sergeant/Sigint Chief, +55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Signals Intelligence Analysis Manager, +55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Signals Intelligence/Electronic Warfare Chief, +55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Space Systems Operations Manager, +55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Space Systems Operations Superintendent, +55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Special Forces Senior Sergeant, +55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Supervisory Air Intercept Controller, +55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Surface Ship USW Supervisor,x +55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Tactical Air Control Party (Tacp) Manager, +55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Tactical/Mobile (Tacmobile) Watch Officer, +55-3011,Air Crew Members,Acoustic Sensor Operator, +55-3011,Air Crew Members,Aerial Gunner, +55-3011,Air Crew Members,Airborne And Air Delivery Specialist,x +55-3011,Air Crew Members,"Airborne Battle Management Systems, Weapons Director", +55-3011,Air Crew Members,Airborne Mine Countermeasures (Amcm) Aircrewman, +55-3011,Air Crew Members,Airborne Mission Systems, +55-3011,Air Crew Members,Airborne Missions Systems, +55-3011,Air Crew Members,Airborne Operations, +55-3011,Air Crew Members,Airborne Radio Operator/In-Flight Refueling Observer/Loadmaster, +55-3011,Air Crew Members,Airman, +55-3011,Air Crew Members,Aviation Antisubmarine Warfare Technician, +55-3011,Air Crew Members,Aviation Electronic Warfare Operator,x +55-3011,Air Crew Members,Aviation Warfare Systems Operator (Acoustic), +55-3011,Air Crew Members,Aviation Warfare Systems Operator (Helicopter), +55-3011,Air Crew Members,Aviation Warfare Systems Operator (Non-Acoustic), +55-3011,Air Crew Members,Communications Operator, +55-3011,Air Crew Members,Crew Chief, +55-3011,Air Crew Members,Cryptologic Technician Operator/Analyst, +55-3011,Air Crew Members,Electronic Warfare Operational Intelligence Crewman, +55-3011,Air Crew Members,Electronic Warfare Operator, +55-3011,Air Crew Members,Enlisted Aircrew/Aerial Observer/Gunner, +55-3011,Air Crew Members,Fixed-Wing Aircraft Crew Chief, +55-3011,Air Crew Members,Fixed-Wing Aircraft Flight Engineer, +55-3011,Air Crew Members,Fixed-Wing Aircraft Flight Mechanic, +55-3011,Air Crew Members,Flight Communications Operator, +55-3011,Air Crew Members,Flight Crew Ordnanceman, +55-3011,Air Crew Members,Flight Engineer, +55-3011,Air Crew Members,"Flight Engineer, Helicopter", +55-3011,Air Crew Members,"Flight Engineer, Performance Qualified", +55-3011,Air Crew Members,Helicopter Crew Chief, +55-3011,Air Crew Members,Helicopter Search And Rescue Aircrew Swimmer, +55-3011,Air Crew Members,Helicopter Specialist, +55-3011,Air Crew Members,Helicopter Utility Aircrewman, +55-3011,Air Crew Members,In-Flight Refueling Craftsman,x +55-3011,Air Crew Members,In-Flight Technician, +55-3011,Air Crew Members,Multi-Mission Helicopter Aircrewman, +55-3011,Air Crew Members,Naval Aircrewman, +55-3011,Air Crew Members,Naval Aircrewman (Special Assignment), +55-3011,Air Crew Members,Naval Aircrewman Avionics, +55-3011,Air Crew Members,Naval Aircrewman Helicopter, +55-3011,Air Crew Members,Naval Aircrewman Mechanical, +55-3011,Air Crew Members,Naval Aircrewman Operator, +55-3011,Air Crew Members,Naval Aircrewman Tactical Helicopter, +55-3011,Air Crew Members,Non-Acoustic Operator, +55-3011,Air Crew Members,Presidential Helicopter Crew Chief, +55-3011,Air Crew Members,Reel System Operator, +55-3011,Air Crew Members,Tiltrotor Crew Chief, +55-3011,Air Crew Members,Transport Aircrewman, +55-3011,Air Crew Members,Utility Aircrewman, +55-3011,Air Crew Members,Vertical Takeoff Unmanned Aerial Vehicle Specialist, +55-3011,Air Crew Members,Weapons And Tactics Instructor, +55-3012,Aircraft Launch and Recovery Specialists,Aircraft Launch And Recovery Equipment Maintenance Technician,x +55-3012,Aircraft Launch and Recovery Specialists,Arresting Gear Operator, +55-3012,Aircraft Launch and Recovery Specialists,Aviation Boatswain's Mate, +55-3012,Aircraft Launch and Recovery Specialists,"Aviation Boatswain's Mate, Launching & Recovery Equipment", +55-3012,Aircraft Launch and Recovery Specialists,C-13 Catapult Operator,x +55-3012,Aircraft Launch and Recovery Specialists,Expeditionary Airfield Systems Technician,x +55-3013,Armored Assault Vehicle Crew Members,Armor Reconnaissance Vehicle Crewman, +55-3013,Armored Assault Vehicle Crew Members,Armor Reconnaissance Vehicle Driver, +55-3013,Armored Assault Vehicle Crew Members,Assault Amphibious Vehicle (Aav) Crewman, +55-3013,Armored Assault Vehicle Crew Members,Assault Boat Coxswain,x +55-3013,Armored Assault Vehicle Crew Members,Bradley Linebacker Crewmember,x +55-3013,Armored Assault Vehicle Crew Members,Cavalry Scout, +55-3013,Armored Assault Vehicle Crew Members,Expeditionary Fighting Vehicle (Efv) Crewman, +55-3013,Armored Assault Vehicle Crew Members,Lav Crewman, +55-3013,Armored Assault Vehicle Crew Members,Lcac Operator, +55-3013,Armored Assault Vehicle Crew Members,M1 Armor Crewman, +55-3013,Armored Assault Vehicle Crew Members,M1A1 Tank Crewman,x +55-3013,Armored Assault Vehicle Crew Members,M48/M60 Tank Driver, +55-3013,Armored Assault Vehicle Crew Members,M48-M60 Armor Crewman, +55-3013,Armored Assault Vehicle Crew Members,M60a2 Armor Crewman, +55-3013,Armored Assault Vehicle Crew Members,Xm1 Tank Driver, +55-3014,Artillery and Missile Crew Members,Advanced Tomahawk Weapon Control System (Atwcs) An/Swg-4 Operator And Maintenance Technician, +55-3014,Artillery and Missile Crew Members,Air And Missile Defense (AMD) Crewmember,x +55-3014,Artillery and Missile Crew Members,Anti-Tank Missileman, +55-3014,Artillery and Missile Crew Members,Artillery Meteorological Man, +55-3014,Artillery and Missile Crew Members,Atwcs Launch Control Group Replacement (Lcgr) Operation And Maintenance Technician, +55-3014,Artillery and Missile Crew Members,Cannon Crewmember, +55-3014,Artillery and Missile Crew Members,Cannon Fire Direction Specialist, +55-3014,Artillery and Missile Crew Members,Field Artillery Automated Tactical Data System Specialist, +55-3014,Artillery and Missile Crew Members,Field Artillery Basic, +55-3014,Artillery and Missile Crew Members,Field Artillery Cannoneer, +55-3014,Artillery and Missile Crew Members,Field Artillery Fire Control Man,x +55-3014,Artillery and Missile Crew Members,Field Artillery Operations Man, +55-3014,Artillery and Missile Crew Members,Fire Control Technician B (Ballistic Missile Fire Control), +55-3014,Artillery and Missile Crew Members,Fire Control Technician G (Gunfire Control), +55-3014,Artillery and Missile Crew Members,Fire Controlman, +55-3014,Artillery and Missile Crew Members,Fire Support Man, +55-3014,Artillery and Missile Crew Members,Fire Support Specialist, +55-3014,Artillery and Missile Crew Members,Gcs Mk 160 Mod 4 Fire Control Technician, +55-3014,Artillery and Missile Crew Members,Guided Missile Launching System Maintenance Technician, +55-3014,Artillery and Missile Crew Members,Guided Missile Launching System Technician, +55-3014,Artillery and Missile Crew Members,Gunner's Mate,x +55-3014,Artillery and Missile Crew Members,Gunner's Mate G (Guns), +55-3014,Artillery and Missile Crew Members,Gunner's Mate M (Missiles), +55-3014,Artillery and Missile Crew Members,Gwot Support Assignment-Counter Rocket Artillery And Mortar (C-Ram), +55-3014,Artillery and Missile Crew Members,Harpoon (An/Swg-1a) Engagement Planning Operator, +55-3014,Artillery and Missile Crew Members,Hawk Missile System Crewmember, +55-3014,Artillery and Missile Crew Members,High Mobility Artillery Rocket System (Himars) Operator, +55-3014,Artillery and Missile Crew Members,Honest John Rocket Crew Member, +55-3014,Artillery and Missile Crew Members,In-Tube Conversion Technician, +55-3014,Artillery and Missile Crew Members,Lance Crewmember, +55-3014,Artillery and Missile Crew Members,Lance Crewmember/Mlrs Sergeant, +55-3014,Artillery and Missile Crew Members,Low Altitude Air Defense (Laad) Gunner, +55-3014,Artillery and Missile Crew Members,Man Portable Air Defense System Crewmember (Rc), +55-3014,Artillery and Missile Crew Members,Master Fire Control Technician, +55-3014,Artillery and Missile Crew Members,Missile And Missile Checkout Technician, +55-3014,Artillery and Missile Crew Members,Missile Technician, +55-3014,Artillery and Missile Crew Members,Multiple Launch Rocket System (Mlrs) Crewmember, +55-3014,Artillery and Missile Crew Members,Multiple Launch Rocket System (Mlrs) Operations/Fire Direction Specialist, +55-3014,Artillery and Missile Crew Members,Multiple Launch Rocket System (Mlrs)/High Mobility Artillery Rocket System (Himars) Crewmember, +55-3014,Artillery and Missile Crew Members,Nuclear Weapons Specialist, +55-3014,Artillery and Missile Crew Members,Patriot Fire Control Enhanced Operator/Maintainer, +55-3014,Artillery and Missile Crew Members,Patriot Launching Station Enhanced Operator/Maintainer, +55-3014,Artillery and Missile Crew Members,Pershing Missile Crewmember, +55-3014,Artillery and Missile Crew Members,Sergeant Missile Crewman, +55-3014,Artillery and Missile Crew Members,Space And Missile Defense Operations, +55-3014,Artillery and Missile Crew Members,Ssn/Ssbn Weapons Equipment Operator, +55-3014,Artillery and Missile Crew Members,Stinger Anti-Terrorist Weapon (Atw) Operator Maintenanceman, +55-3014,Artillery and Missile Crew Members,Submarine Vertical Launch System Tube Maintenance Technician, +55-3014,Artillery and Missile Crew Members,Tactical Automated Fire Control Systems Specialist, +55-3014,Artillery and Missile Crew Members,Tomahawk Weapon System (Surface) Operator, +55-3014,Artillery and Missile Crew Members,Torpedoman's Mate, +55-3014,Artillery and Missile Crew Members,Vertical Launching System (Vls) Advanced Technician, +55-3014,Artillery and Missile Crew Members,Warhead Maintenance Specialist, +55-3015,Command and Control Center Specialists,Acds Block 1 Operator, +55-3015,Command and Control Center Specialists,Aegis Console Operator Track 3, +55-3015,Command and Control Center Specialists,Aegis Operations Specialist, +55-3015,Command and Control Center Specialists,Aerospace Control And Warning Systems, +55-3015,Command and Control Center Specialists,"Aerospace Control And Warning Systems, Manuel Systems", +55-3015,Command and Control Center Specialists,"Aerospace Control And Warning Systems, Sector Operations Control Center", +55-3015,Command and Control Center Specialists,"Aerospace Control And Warning Systems, Theater Air Control System", +55-3015,Command and Control Center Specialists,"Aerospace Control And Warning Systems, Weapons Director", +55-3015,Command and Control Center Specialists,Air Control Electronics Operator, +55-3015,Command and Control Center Specialists,"Air Defense Command, Control, Communications, Computers And Intelligence Tactical Operations Center Enhanced Operator/Maintainer",x +55-3015,Command and Control Center Specialists,An/Ssn-2 (V) 4 Operator, +55-3015,Command and Control Center Specialists,An/Syq-13 Nav/C2 Operator, +55-3015,Command and Control Center Specialists,An/Tsq-73 Air Defense Artillery Command And Control System Operator/Maintainer, +55-3015,Command and Control Center Specialists,Asw/Asuw Tactical Air Control (Astac) Leadership, +55-3015,Command and Control Center Specialists,Asw/Asuw Tactical Air Controller (Astac), +55-3015,Command and Control Center Specialists,C2 Tactical Analysis Technician,x +55-3015,Command and Control Center Specialists,Combat Control Specialist, +55-3015,Command and Control Center Specialists,Command Post Craftsman,x +55-3015,Command and Control Center Specialists,Cryptologic Support Specialist, +55-3015,Command and Control Center Specialists,Direct Support (Dirsup)/Ships Signals Exploitation Equipment Operator, +55-3015,Command and Control Center Specialists,Electronic Systems Security Assessment, +55-3015,Command and Control Center Specialists,Electronic Warfare Technician (Advanced Application), +55-3015,Command and Control Center Specialists,Global Command And Control System Common Operational Picture/Maritime (Gccs Cop/M) Operator, +55-3015,Command and Control Center Specialists,Global Command And Control System Common Operational Picture/Maritime 4.X (Gccs Cop/M 4.X) Operator, +55-3015,Command and Control Center Specialists,Ground Surveillance Systems Operator, +55-3015,Command and Control Center Specialists,Joint Tactical Ground Station (Jtags)/Multi-Mission Mobile Processor (M3p) System Operator/Maintainer, +55-3015,Command and Control Center Specialists,Joint Terminal Attack Controller (Jtac), +55-3015,Command and Control Center Specialists,Joint Terminal Attack Controller Instructor (Jtac-I), +55-3015,Command and Control Center Specialists,Joint Terminal Attack Controller Specialist, +55-3015,Command and Control Center Specialists,Lamps Mk Iii Air Tactical Control Operator, +55-3015,Command and Control Center Specialists,Marine Air Ground Task Force (Magtf) Planning Specialist, +55-3015,Command and Control Center Specialists,National Opelint Analyst, +55-3015,Command and Control Center Specialists,Navy Command And Control System (Nccs) Ashore System/Operator, +55-3015,Command and Control Center Specialists,Operations Specialist, +55-3015,Command and Control Center Specialists,Operations Specialists, +55-3015,Command and Control Center Specialists,Sensor Operator, +55-3015,Command and Control Center Specialists,Ship Self Defense System (Ssds) Mk1 Operator, +55-3015,Command and Control Center Specialists,Ssn/Ssbn Assistant Navigator, +55-3015,Command and Control Center Specialists,Strike Planning Applications, +55-3015,Command and Control Center Specialists,Tactical Air Control Party, +55-3015,Command and Control Center Specialists,Tactical Air Defense Controller, +55-3015,Command and Control Center Specialists,Telemetry Collection And Analysis Technician, +55-3016,Infantry,Expeditionary Force - Combat Skills, +55-3016,Infantry,Fighting Vehicle Infantryman, +55-3016,Infantry,"Gwot Ia/Ilo Multi-National Force, Not Deployed", +55-3016,Infantry,Gwot Support Assignment-Basic Combat Unit Member, +55-3016,Infantry,Heavy Antiarmor Weapons Infantryman, +55-3016,Infantry,Indirect Fire Infantryman, +55-3016,Infantry,Individual Gwot Ia/Ilo Multi-National Force, +55-3016,Infantry,Infantry Assaultman, +55-3016,Infantry,Infantryman,x +55-3016,Infantry,Machine Gunner,x +55-3016,Infantry,Mortarman,x +55-3016,Infantry,Rifleman, +55-3016,Infantry,Scout Sniper, +55-3016,Infantry,Scout-Sniper, +55-3018,Special Forces,Advance Seal Delivery System Maintainer, +55-3018,Special Forces,Basic Combatant Swimmer, +55-3018,Special Forces,Combatant Swimmer (SEAL),x +55-3018,Special Forces,Joint Special Operations, +55-3018,Special Forces,Master Naval Parachutist, +55-3018,Special Forces,Naval Special Warfare Medic, +55-3018,Special Forces,Parachutist, +55-3018,Special Forces,Pararescue Craftsman,x +55-3018,Special Forces,Pararescue Manager, +55-3018,Special Forces,Reconnaissance Man, +55-3018,Special Forces,"Reconnaissance Man, Combatant Diver Qualified", +55-3018,Special Forces,"Reconnaissance Man, Parachute And Combatant Diver Qualified", +55-3018,Special Forces,"Reconnaissance Man, Parachutist Qualified", +55-3018,Special Forces,Sdv Pilot/Navigator/Dds Operator, +55-3018,Special Forces,Seal Delivery Vehicle (Sdv) Team Technician, +55-3018,Special Forces,Special Forces Assistant Operations And Intelligence Sergeant, +55-3018,Special Forces,Special Forces Communications Sergeant, +55-3018,Special Forces,Special Forces Engineer Sergeant, +55-3018,Special Forces,Special Forces Medical Sergeant, +55-3018,Special Forces,Special Forces Weapons Sergeant,x +55-3018,Special Forces,Special Warfare Boat Operator, +55-3018,Special Forces,Special Warfare Combatant Crewman, +55-3018,Special Forces,Special Warfare Operator, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Advanced Foreign Counterintelligence Specialist (Afcs), +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Advanced Military Source Operations Specialist (Amos), +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Air Launch Weapons Technician, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Air Support Operations Operator, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Armament Weapons Support Equipment Technician, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Asw Operations Center Electronic Warfare Analyst, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Asw Operations Center Equipment Operator, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Aviation Survival Technician, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Chemical Operations Specialist, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other","Chemical, Biological, Radiological, And Nuclear (Cbrn) Defense Specialist", +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other","Chemical, Biological, Radiological, Nuclear (Cbrn)Specialist", +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Combat Direction Finding System (An/Srs-1) Operator, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Communication Signals Intelligence, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Counter Intelligence Agent, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Counterintelligence Agent, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Counterintelligence/Humint Specialist, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Cryptographic Center Specialist, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Cryptologic Technician, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Cryptologic Technician Technical, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Cv/Cvn Cv-Tsc System Operator, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Electronic Intelligence (Elint) Intercept Operator/Analyst, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Electronic Intelligence Interceptor/Analyst, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Electronic Signals Intelligence Exploitation, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Electronic Warfare Specialist,x +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Electronics Warfare Technician, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Expeditionary Warfare Intelligence Specialist, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Gwot Ia/Ilo Intelligence Support, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other","Gwot Ia/Ilo Intelligence Support, Not Deployed", +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Gwot/Ia Joint Special Operations Task Force Member-Deployed, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Intelligence Analyst, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Intelligence Specialist, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Intermediate Technical Elint (Techelint) Analysis Technician, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other","Joint Chemical, Biological, Radiological, Nuclear Reconnaissance System Operator (Jcbrnrs) Lav Operator", +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Landing Support Specialist,x +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Military Source Operations Specialist (Msos), +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Multi-Discipline Counter-Intelligence Operator/Analyst, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Navy Tactical Human Intelligence (Humint) Specialist, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Network Intelligence Analyst, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Operational Intelligence (Opintel) Analyst, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Operations Intelligence, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Outboard System Operator, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",P-3 Armament/Ordnance Ima Technician, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Presidential Support Specialist, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Psychological Operations Noncommissioned Officer, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Psychological Operations Non-Commissioned Officer, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Psychological Operations Specialist,x +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Riverine Assault Craft (Rac) Crewman, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",S3b Multi-Sensor Operator, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Seamark Advanced Operator Maintainer, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other","Shipboard Chemical, Biological And Radiological-Defense (Cbr-D) Operations And Training Specialist", +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Shipboard Intelligence Analyst, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Signalman, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Signals Collector/Analyst, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Signals Intelligence Analyst, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Special Communication Signals Collection Operator/Analyst, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Special Intelligence System Administrator/Communicator, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Strategic Debriefing Specialist (Sds), +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Strike Intermediate Armament Maintenanceman, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Subsurface Augmentee Elint Operator, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Subsurface Augmentee Operator, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Tactical Debriefer, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Tactical/Mobile (Tacmobile) Ashore Analysis Systems Operator, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Technical Surveillance Countermeasures (Tscm) Specialist, \ No newline at end of file diff --git a/Assets/Professions/Standard_Occupational_Classifications_Orgin.md b/Assets/Professions/Standard_Occupational_Classifications_Orgin.md new file mode 100644 index 0000000000000000000000000000000000000000..57de7c4a482b532b3134253dee54fb20ceddbf69 --- /dev/null +++ b/Assets/Professions/Standard_Occupational_Classifications_Orgin.md @@ -0,0 +1,9 @@ +# Where did this data come from? + +In looking for a solid list, I determined that the US Bureau of Labor Statistics would provide an excellent starting point for comprehensive listings of titles. This data can be found at [Standard Occupational Classifications in 2018](https://www.bls.gov/soc/2018/home.htm). Specifically, I made use of their [Direct Match Title File](https://www.bls.gov/soc/2018/home.htm#match), because it seemed to have the most comprehensive list and provided SOC categories. + +Here's the Header from the file: +> U.S. Bureau of Labor Statistics +> On behalf of the Office of Management and Budget (OMB) and the Standard Occupational Classification Policy Committee (SOCPC) +> November 2017 (Updated April 15, 2020) +> ***Questions should be emailed to soc@bls.gov*** \ No newline at end of file diff --git a/Assets/Professions/clean-SOC-2018.ipynb b/Assets/Professions/clean-SOC-2018.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..73d4f983807f342bde18c67a32fd1c584cc8243b --- /dev/null +++ b/Assets/Professions/clean-SOC-2018.ipynb @@ -0,0 +1,558 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "08cf1c6f-0895-4e7b-9279-109c55dd6596", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd, spacy, nltk, numpy as np, re, ssl" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "id": "e3a83c6d-bfb4-4aa2-a9dd-a4fd7ffe6d03", + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.read_csv(\"soc_2018_direct_match_title_file.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "id": "afa91f8f-d7f6-47a0-adc3-b21866acc2fa", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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2018 SOC Code2018 SOC Title2018 SOC Direct Match TitleIllustrative Example
011-1011Chief ExecutivesAdmiralx
111-1011Chief ExecutivesCEONaN
211-1011Chief ExecutivesChief Executive OfficerNaN
311-1011Chief ExecutivesChief Financial Officerx
411-1011Chief ExecutivesChief Operating Officerx
\n", + "
" + ], + "text/plain": [ + " 2018 SOC Code 2018 SOC Title 2018 SOC Direct Match Title \\\n", + "0 11-1011 Chief Executives Admiral \n", + "1 11-1011 Chief Executives CEO \n", + "2 11-1011 Chief Executives Chief Executive Officer \n", + "3 11-1011 Chief Executives Chief Financial Officer \n", + "4 11-1011 Chief Executives Chief Operating Officer \n", + "\n", + " Illustrative Example \n", + "0 x \n", + "1 NaN \n", + "2 NaN \n", + "3 x \n", + "4 x " + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "id": "c2cc8198-f1ba-4318-b4f0-ae2d525290ff", + "metadata": {}, + "outputs": [], + "source": [ + "df = df.drop(\"Illustrative Example\", axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "id": "020c3356-8263-47af-b6e3-bf6d27bfee78", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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2018 SOC Code2018 SOC Title2018 SOC Direct Match Title
011-1011Chief ExecutivesAdmiral
111-1011Chief ExecutivesCEO
211-1011Chief ExecutivesChief Executive Officer
311-1011Chief ExecutivesChief Financial Officer
411-1011Chief ExecutivesChief Operating Officer
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" + ], + "text/plain": [ + " 2018 SOC Code 2018 SOC Title 2018 SOC Direct Match Title\n", + "0 11-1011 Chief Executives Admiral\n", + "1 11-1011 Chief Executives CEO\n", + "2 11-1011 Chief Executives Chief Executive Officer\n", + "3 11-1011 Chief Executives Chief Financial Officer\n", + "4 11-1011 Chief Executives Chief Operating Officer" + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "id": "538a8047-9de8-4d29-961c-6b008c298e67", + "metadata": {}, + "outputs": [], + "source": [ + "df[\"Major\"] = df[\"2018 SOC Code\"].apply(lambda x: x[:2]).apply(int)" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "5969d5bc-69a5-42f6-a774-73a28e85b019", + "metadata": {}, + "outputs": [], + "source": [ + "# https://www.bls.gov/soc/2018/soc_2018_class_and_coding_structure.pdf determines the categorization.\n", + "def high_level_agg(number):\n", + " if 11 <= number <= 29:\n", + " category = \"Management, Business, Science, and Arts Occupations\"\n", + " elif 31 <= number <= 39:\n", + " category = \"Service Occupations\"\n", + " elif 41 <= number <= 43:\n", + " category = \"Sales and Office Occupations\"\n", + " elif 45 <= number <= 49:\n", + " category = \"Natural Resources, Construction, and Maintenance Occupations\"\n", + " elif 51 <= number <= 53:\n", + " category = \"Production, Transportation, and Material Moving Occupations\"\n", + " else:\n", + " category = \"Military Specific Occupations\"\n", + " return category" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "id": "ebd35a6d-e0cd-497f-9c0b-9acf24de25dc", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([11, 13, 15, 17, 19, 21, 23, 25, 27, 29, 31, 33, 35, 37, 39, 41, 43,\n", + " 45, 47, 49, 51, 53, 55])" + ] + }, + "execution_count": 58, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.Major.unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "id": "729a6707-e442-4ad4-ad50-c6f701e00757", + "metadata": {}, + "outputs": [], + "source": [ + "df[\"high_level\"] = df.Major.apply(high_level_agg)" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "id": "8017e2e0-5635-47fc-bef6-be13e6988177", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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2018 SOC Code2018 SOC Title2018 SOC Direct Match TitleMajorhigh_level
011-1011Chief ExecutivesAdmiral11Management, Business, Science, and Arts Occupa...
111-1011Chief ExecutivesCEO11Management, Business, Science, and Arts Occupa...
211-1011Chief ExecutivesChief Executive Officer11Management, Business, Science, and Arts Occupa...
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411-1011Chief ExecutivesChief Operating Officer11Management, Business, Science, and Arts Occupa...
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SOC_codeCategoryWordsMajorhigh_level
011-1011Chief ExecutivesAdmiral11Management, Business, Science, and Arts Occupa...
111-1011Chief ExecutivesCEO11Management, Business, Science, and Arts Occupa...
211-1011Chief ExecutivesChief Executive Officer11Management, Business, Science, and Arts Occupa...
311-1011Chief ExecutivesChief Financial Officer11Management, Business, Science, and Arts Occupa...
411-1011Chief ExecutivesChief Operating Officer11Management, Business, Science, and Arts Occupa...
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" + ] + }, + "execution_count": 63, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "id": "3f8c4a84-a50e-4dfe-9448-ac69c00750f4", + "metadata": {}, + "outputs": [], + "source": [ + "df.to_csv(\"soc-professions-2018.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "753cbdaf-41a5-4665-b13f-145702b293ec", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b44845e3-5a9f-4009-894c-a8e7b43b4d1b", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.8" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/Assets/Professions/soc-professions-2018.csv b/Assets/Professions/soc-professions-2018.csv new file mode 100644 index 0000000000000000000000000000000000000000..21fb264f6e76db7af8562ee987b4c82c311da404 --- /dev/null +++ b/Assets/Professions/soc-professions-2018.csv @@ -0,0 +1,6521 @@ +,SOC_code,Category,Words,Major,high_level +0,11-1011,Chief Executives,Admiral,11,"Management, Business, Science, and Arts Occupations" +1,11-1011,Chief Executives,CEO,11,"Management, Business, Science, and Arts Occupations" +2,11-1011,Chief Executives,Chief Executive Officer,11,"Management, Business, Science, and Arts Occupations" +3,11-1011,Chief Executives,Chief Financial Officer,11,"Management, Business, Science, and Arts Occupations" +4,11-1011,Chief Executives,Chief Operating Officer,11,"Management, Business, Science, and Arts Occupations" +5,11-1011,Chief Executives,Chief Sustainability Officer,11,"Management, Business, Science, and Arts Occupations" +6,11-1011,Chief Executives,Commissioner of Internal Revenue,11,"Management, Business, Science, and Arts Occupations" +7,11-1011,Chief Executives,COO,11,"Management, Business, Science, and Arts Occupations" +8,11-1011,Chief Executives,County Commissioner,11,"Management, Business, Science, and Arts Occupations" +9,11-1011,Chief Executives,Government Service Executive,11,"Management, Business, Science, and Arts Occupations" +10,11-1011,Chief Executives,Governor,11,"Management, Business, Science, and Arts Occupations" +11,11-1011,Chief Executives,Mayor,11,"Management, Business, Science, and Arts Occupations" +12,11-1011,Chief Executives,School Superintendent,11,"Management, Business, Science, and Arts Occupations" +13,11-1011,Chief Executives,University President,11,"Management, Business, Science, and Arts Occupations" +14,11-1021,General and Operations Managers,Department Store General Manager,11,"Management, Business, Science, and Arts Occupations" +15,11-1021,General and Operations Managers,Department Store Manager,11,"Management, Business, Science, and Arts Occupations" +16,11-1021,General and Operations Managers,General Manager,11,"Management, Business, Science, and Arts Occupations" +17,11-1021,General and Operations Managers,General Superintendent,11,"Management, Business, Science, and Arts Occupations" +18,11-1021,General and Operations Managers,Manufacturing Operations Manager,11,"Management, Business, Science, and Arts Occupations" +19,11-1021,General and Operations Managers,Operational Risk Manager,11,"Management, Business, Science, and Arts Occupations" +20,11-1021,General and Operations Managers,Operations Manager,11,"Management, Business, Science, and Arts Occupations" +21,11-1021,General and Operations Managers,Radio Station Manager,11,"Management, Business, Science, and Arts Occupations" +22,11-1021,General and Operations Managers,Television Store Manager,11,"Management, Business, Science, and Arts Occupations" +23,11-1031,Legislators,City Alderman,11,"Management, Business, Science, and Arts Occupations" +24,11-1031,Legislators,City Council Member,11,"Management, Business, Science, and Arts Occupations" +25,11-1031,Legislators,Congressional Representative,11,"Management, Business, Science, and Arts Occupations" +26,11-1031,Legislators,Councilor,11,"Management, Business, Science, and Arts Occupations" +27,11-1031,Legislators,Legislator,11,"Management, Business, Science, and Arts Occupations" +28,11-1031,Legislators,Member of Congress,11,"Management, Business, Science, and Arts Occupations" +29,11-1031,Legislators,Selectman,11,"Management, Business, Science, and Arts Occupations" +30,11-1031,Legislators,Senator,11,"Management, Business, Science, and Arts Occupations" +31,11-1031,Legislators,Tribal Council Member,11,"Management, Business, Science, and Arts Occupations" +32,11-2011,Advertising and Promotions Managers,Advertising Director,11,"Management, Business, Science, and Arts Occupations" +33,11-2011,Advertising and Promotions Managers,Advertising Executive,11,"Management, Business, Science, and Arts Occupations" +34,11-2011,Advertising and Promotions Managers,Advertising Manager,11,"Management, Business, Science, and Arts Occupations" +35,11-2011,Advertising and Promotions Managers,Classified Advertising Manager,11,"Management, Business, Science, and Arts Occupations" +36,11-2011,Advertising and Promotions Managers,Promotions Director,11,"Management, Business, Science, and Arts Occupations" +37,11-2011,Advertising and Promotions Managers,Promotions Manager,11,"Management, Business, Science, and Arts Occupations" +38,11-2011,Advertising and Promotions Managers,VP Advertising,11,"Management, Business, Science, and Arts Occupations" +39,11-2011,Advertising and Promotions Managers,VP Promotions,11,"Management, Business, Science, and Arts Occupations" +40,11-2021,Marketing Managers,Internet Marketing Manager,11,"Management, Business, Science, and Arts Occupations" +41,11-2021,Marketing Managers,Marketing Administrator,11,"Management, Business, Science, and Arts Occupations" +42,11-2021,Marketing Managers,Marketing Director,11,"Management, Business, Science, and Arts Occupations" +43,11-2021,Marketing Managers,VP Marketing,11,"Management, Business, Science, and Arts Occupations" +44,11-2022,Sales Managers,District Sales Manager,11,"Management, Business, Science, and Arts Occupations" +45,11-2022,Sales Managers,E-Commerce Director,11,"Management, Business, Science, and Arts Occupations" +46,11-2022,Sales Managers,Export Manager,11,"Management, Business, Science, and Arts Occupations" +47,11-2022,Sales Managers,Regional Sales Manager,11,"Management, Business, Science, and Arts Occupations" +48,11-2022,Sales Managers,Sales Account Manager,11,"Management, Business, Science, and Arts Occupations" +49,11-2022,Sales Managers,Sales Director,11,"Management, Business, Science, and Arts Occupations" +50,11-2022,Sales Managers,Territory Sales Manager,11,"Management, Business, Science, and Arts Occupations" +51,11-2032,Public Relations Managers,Communication Manager,11,"Management, Business, Science, and Arts Occupations" +52,11-2032,Public Relations Managers,Public Affairs Director,11,"Management, Business, Science, and Arts Occupations" +53,11-2032,Public Relations Managers,Public Information Director,11,"Management, Business, Science, and Arts Occupations" +54,11-2032,Public Relations Managers,Public Information Relations Manager,11,"Management, Business, Science, and Arts Occupations" +55,11-2032,Public Relations Managers,Public Relations Director,11,"Management, Business, Science, and Arts Occupations" +56,11-2032,Public Relations Managers,Public Relations Manager,11,"Management, Business, Science, and Arts Occupations" +57,11-2032,Public Relations Managers,Publicity Director,11,"Management, Business, Science, and Arts Occupations" +58,11-2033,Fundraising Managers,Donor Relations Manager,11,"Management, Business, Science, and Arts Occupations" +59,11-2033,Fundraising Managers,Foundation Director,11,"Management, Business, Science, and Arts Occupations" +60,11-2033,Fundraising Managers,Funding Coordinator,11,"Management, Business, Science, and Arts Occupations" +61,11-2033,Fundraising Managers,Fundraising Director,11,"Management, Business, Science, and Arts Occupations" +62,11-3012,Administrative Services Managers,Business Office Manager,11,"Management, Business, Science, and Arts Occupations" +63,11-3012,Administrative Services Managers,Business Unit Manager,11,"Management, Business, Science, and Arts Occupations" +64,11-3012,Administrative Services Managers,Records and Information Manager,11,"Management, Business, Science, and Arts Occupations" +65,11-3012,Administrative Services Managers,Records Management Director,11,"Management, Business, Science, and Arts Occupations" +66,11-3012,Administrative Services Managers,University Registrar,11,"Management, Business, Science, and Arts Occupations" +67,11-3013,Facilities Managers,Conference Center Manager,11,"Management, Business, Science, and Arts Occupations" +68,11-3013,Facilities Managers,Director of University Housing,11,"Management, Business, Science, and Arts Occupations" +69,11-3013,Facilities Managers,Stadium Manager,11,"Management, Business, Science, and Arts Occupations" +70,11-3021,Computer and Information Systems Managers,Application Development Director,11,"Management, Business, Science, and Arts Occupations" +71,11-3021,Computer and Information Systems Managers,Chief Technology Officer,11,"Management, Business, Science, and Arts Occupations" +72,11-3021,Computer and Information Systems Managers,Computer Operations Manager,11,"Management, Business, Science, and Arts Occupations" +73,11-3021,Computer and Information Systems Managers,Computer Security Manager,11,"Management, Business, Science, and Arts Occupations" +74,11-3021,Computer and Information Systems Managers,Data Operations Director,11,"Management, Business, Science, and Arts Occupations" +75,11-3021,Computer and Information Systems Managers,Data Processing Manager,11,"Management, Business, Science, and Arts Occupations" +76,11-3021,Computer and Information Systems Managers,Information Systems Director,11,"Management, Business, Science, and Arts Occupations" +77,11-3021,Computer and Information Systems Managers,Information Systems Manager,11,"Management, Business, Science, and Arts Occupations" +78,11-3021,Computer and Information Systems Managers,Information Technology Director,11,"Management, Business, Science, and Arts Occupations" +79,11-3021,Computer and Information Systems Managers,Information Technology Systems Director,11,"Management, Business, Science, and Arts Occupations" +80,11-3021,Computer and Information Systems Managers,Internet Technology Manager,11,"Management, Business, Science, and Arts Occupations" +81,11-3021,Computer and Information Systems Managers,Management Information Systems Director,11,"Management, Business, Science, and Arts Occupations" +82,11-3021,Computer and Information Systems Managers,MIS Director,11,"Management, Business, Science, and Arts Occupations" +83,11-3031,Financial Managers,Bank Branch Manager,11,"Management, Business, Science, and Arts Occupations" +84,11-3031,Financial Managers,Banking Center Manager,11,"Management, Business, Science, and Arts Occupations" +85,11-3031,Financial Managers,Banking Manager,11,"Management, Business, Science, and Arts Occupations" +86,11-3031,Financial Managers,City Comptroller,11,"Management, Business, Science, and Arts Occupations" +87,11-3031,Financial Managers,City Treasurer,11,"Management, Business, Science, and Arts Occupations" +88,11-3031,Financial Managers,Comptroller,11,"Management, Business, Science, and Arts Occupations" +89,11-3031,Financial Managers,Credit Manager,11,"Management, Business, Science, and Arts Occupations" +90,11-3031,Financial Managers,Financial Director,11,"Management, Business, Science, and Arts Occupations" +91,11-3031,Financial Managers,Financial Officer,11,"Management, Business, Science, and Arts Occupations" +92,11-3031,Financial Managers,Fiscal Manager,11,"Management, Business, Science, and Arts Occupations" +93,11-3031,Financial Managers,International Bank Manager,11,"Management, Business, Science, and Arts Occupations" +94,11-3031,Financial Managers,Residential Mortgage Manager,11,"Management, Business, Science, and Arts Occupations" +95,11-3051,Industrial Production Managers,Industrial Production Manager,11,"Management, Business, Science, and Arts Occupations" +96,11-3051,Industrial Production Managers,Manufacturing Director,11,"Management, Business, Science, and Arts Occupations" +97,11-3051,Industrial Production Managers,Plant Chief,11,"Management, Business, Science, and Arts Occupations" +98,11-3051,Industrial Production Managers,Plant Manager,11,"Management, Business, Science, and Arts Occupations" +99,11-3051,Industrial Production Managers,Plant Superintendent,11,"Management, Business, Science, and Arts Occupations" +100,11-3051,Industrial Production Managers,Production Control Manager,11,"Management, Business, Science, and Arts Occupations" +101,11-3061,Purchasing Managers,Contract Administrator,11,"Management, Business, Science, and Arts Occupations" +102,11-3061,Purchasing Managers,Contracting Manager,11,"Management, Business, Science, and Arts Occupations" +103,11-3061,Purchasing Managers,Director of Strategic Sourcing,11,"Management, Business, Science, and Arts Occupations" +104,11-3061,Purchasing Managers,Procurement Manager,11,"Management, Business, Science, and Arts Occupations" +105,11-3061,Purchasing Managers,Purchasing Director,11,"Management, Business, Science, and Arts Occupations" +106,11-3061,Purchasing Managers,Sourcing Manager,11,"Management, Business, Science, and Arts Occupations" +107,11-3071,"Transportation, Storage, and Distribution Managers",Airport Manager,11,"Management, Business, Science, and Arts Occupations" +108,11-3071,"Transportation, Storage, and Distribution Managers",Cold Storage Supervisor,11,"Management, Business, Science, and Arts Occupations" +109,11-3071,"Transportation, Storage, and Distribution Managers",Distribution Center Manager,11,"Management, Business, Science, and Arts Occupations" +110,11-3071,"Transportation, Storage, and Distribution Managers",Logistics Manager,11,"Management, Business, Science, and Arts Occupations" +111,11-3071,"Transportation, Storage, and Distribution Managers",Logistics Supply Officer,11,"Management, Business, Science, and Arts Occupations" +112,11-3071,"Transportation, Storage, and Distribution Managers",Marine Oil Terminal Superintendent,11,"Management, Business, Science, and Arts Occupations" +113,11-3071,"Transportation, Storage, and Distribution Managers",Traffic Safety Administrator,11,"Management, Business, Science, and Arts Occupations" +114,11-3071,"Transportation, Storage, and Distribution Managers",Transportation Manager,11,"Management, Business, Science, and Arts Occupations" +115,11-3071,"Transportation, Storage, and Distribution Managers",Warehouse Manager,11,"Management, Business, Science, and Arts Occupations" +116,11-3071,"Transportation, Storage, and Distribution Managers",Warehouse Operations Manager,11,"Management, Business, Science, and Arts Occupations" +117,11-3111,Compensation and Benefits Managers,Compensation Director,11,"Management, Business, Science, and Arts Occupations" +118,11-3111,Compensation and Benefits Managers,Employee Benefits Coordinator,11,"Management, Business, Science, and Arts Occupations" +119,11-3111,Compensation and Benefits Managers,Employee Benefits Director,11,"Management, Business, Science, and Arts Occupations" +120,11-3111,Compensation and Benefits Managers,Employee Benefits Manager,11,"Management, Business, Science, and Arts Occupations" +121,11-3111,Compensation and Benefits Managers,Wage and Salary Administrator,11,"Management, Business, Science, and Arts Occupations" +122,11-3121,Human Resources Managers,Employee Relations Manager,11,"Management, Business, Science, and Arts Occupations" +123,11-3121,Human Resources Managers,Job Analysis Manager,11,"Management, Business, Science, and Arts Occupations" +124,11-3121,Human Resources Managers,Labor Relations Director,11,"Management, Business, Science, and Arts Occupations" +125,11-3121,Human Resources Managers,Personnel Administrator,11,"Management, Business, Science, and Arts Occupations" +126,11-3121,Human Resources Managers,Personnel Director,11,"Management, Business, Science, and Arts Occupations" +127,11-3121,Human Resources Managers,Personnel Manager,11,"Management, Business, Science, and Arts Occupations" +128,11-3121,Human Resources Managers,Position Description Manager,11,"Management, Business, Science, and Arts Occupations" +129,11-3131,Training and Development Managers,E-Learning Manager,11,"Management, Business, Science, and Arts Occupations" +130,11-3131,Training and Development Managers,Employee Development Director,11,"Management, Business, Science, and Arts Occupations" +131,11-3131,Training and Development Managers,Employee Development Manager,11,"Management, Business, Science, and Arts Occupations" +132,11-3131,Training and Development Managers,Labor Training Manager,11,"Management, Business, Science, and Arts Occupations" +133,11-9013,"Farmers, Ranchers, and Other Agricultural Managers",Agricultural Crop Farm Manager,11,"Management, Business, Science, and Arts Occupations" +134,11-9013,"Farmers, Ranchers, and Other Agricultural Managers",Animal Husbandry Manager,11,"Management, Business, Science, and Arts Occupations" +135,11-9013,"Farmers, Ranchers, and Other Agricultural Managers",Aquaculture Farm Manager,11,"Management, Business, Science, and Arts Occupations" +136,11-9013,"Farmers, Ranchers, and Other Agricultural Managers",Beef Farm Operator,11,"Management, Business, Science, and Arts Occupations" +137,11-9013,"Farmers, Ranchers, and Other Agricultural Managers",Christmas Tree Farm Manager,11,"Management, Business, Science, and Arts Occupations" +138,11-9013,"Farmers, Ranchers, and Other Agricultural Managers",Dairy Farm Manager,11,"Management, Business, Science, and Arts Occupations" +139,11-9013,"Farmers, Ranchers, and Other Agricultural Managers",Fish Hatchery Manager,11,"Management, Business, Science, and Arts Occupations" +140,11-9013,"Farmers, Ranchers, and Other Agricultural Managers",Greenhouse Manager,11,"Management, Business, Science, and Arts Occupations" +141,11-9013,"Farmers, Ranchers, and Other Agricultural Managers",Hatchery Manager,11,"Management, Business, Science, and Arts Occupations" +142,11-9013,"Farmers, Ranchers, and Other Agricultural Managers",Orchard Manager,11,"Management, Business, Science, and Arts Occupations" +143,11-9021,Construction Managers,Construction Coordinator,11,"Management, Business, Science, and Arts Occupations" +144,11-9021,Construction Managers,Construction Superintendent,11,"Management, Business, Science, and Arts Occupations" +145,11-9021,Construction Managers,General Contractor,11,"Management, Business, Science, and Arts Occupations" +146,11-9021,Construction Managers,Masonry Contractor Administrator,11,"Management, Business, Science, and Arts Occupations" +147,11-9031,"Education and Childcare Administrators, Preschool and Day Care",Childcare Center Administrator,11,"Management, Business, Science, and Arts Occupations" +148,11-9031,"Education and Childcare Administrators, Preschool and Day Care",Childcare Center Director,11,"Management, Business, Science, and Arts Occupations" +149,11-9031,"Education and Childcare Administrators, Preschool and Day Care",Early Head Start Director,11,"Management, Business, Science, and Arts Occupations" +150,11-9031,"Education and Childcare Administrators, Preschool and Day Care",Head Start Director,11,"Management, Business, Science, and Arts Occupations" +151,11-9031,"Education and Childcare Administrators, Preschool and Day Care",Prekindergarten Program Coordinator,11,"Management, Business, Science, and Arts Occupations" +152,11-9031,"Education and Childcare Administrators, Preschool and Day Care",Preschool Director,11,"Management, Business, Science, and Arts Occupations" +153,11-9032,"Education Administrators, Kindergarten through Secondary",Elementary School Principal,11,"Management, Business, Science, and Arts Occupations" +154,11-9032,"Education Administrators, Kindergarten through Secondary",High School Principal,11,"Management, Business, Science, and Arts Occupations" +155,11-9032,"Education Administrators, Kindergarten through Secondary",Junior High School Principal,11,"Management, Business, Science, and Arts Occupations" +156,11-9032,"Education Administrators, Kindergarten through Secondary",K-12 School Principal,11,"Management, Business, Science, and Arts Occupations" +157,11-9032,"Education Administrators, Kindergarten through Secondary",K-8 School Principal,11,"Management, Business, Science, and Arts Occupations" +158,11-9032,"Education Administrators, Kindergarten through Secondary",Middle School Principal,11,"Management, Business, Science, and Arts Occupations" +159,11-9032,"Education Administrators, Kindergarten through Secondary",Secondary School Principal,11,"Management, Business, Science, and Arts Occupations" +160,11-9033,"Education Administrators, Postsecondary",Continuing Education Director,11,"Management, Business, Science, and Arts Occupations" +161,11-9033,"Education Administrators, Postsecondary",Director of Student Services,11,"Management, Business, Science, and Arts Occupations" +162,11-9033,"Education Administrators, Postsecondary",Graduate School Dean,11,"Management, Business, Science, and Arts Occupations" +163,11-9033,"Education Administrators, Postsecondary",Graduate Studies Dean,11,"Management, Business, Science, and Arts Occupations" +164,11-9033,"Education Administrators, Postsecondary",Provost,11,"Management, Business, Science, and Arts Occupations" +165,11-9033,"Education Administrators, Postsecondary",University Dean,11,"Management, Business, Science, and Arts Occupations" +166,11-9033,"Education Administrators, Postsecondary",University Department Chair,11,"Management, Business, Science, and Arts Occupations" +167,11-9041,Architectural and Engineering Managers,Electrical Engineering Director,11,"Management, Business, Science, and Arts Occupations" +168,11-9041,Architectural and Engineering Managers,Engineering Design Manager,11,"Management, Business, Science, and Arts Occupations" +169,11-9041,Architectural and Engineering Managers,Engineering Manager,11,"Management, Business, Science, and Arts Occupations" +170,11-9041,Architectural and Engineering Managers,Engineering Research Manager,11,"Management, Business, Science, and Arts Occupations" +171,11-9041,Architectural and Engineering Managers,Global Engineering Manager,11,"Management, Business, Science, and Arts Occupations" +172,11-9041,Architectural and Engineering Managers,Mechanical Engineering Director,11,"Management, Business, Science, and Arts Occupations" +173,11-9041,Architectural and Engineering Managers,Process Engineering Manager,11,"Management, Business, Science, and Arts Occupations" +174,11-9051,Food Service Managers,Banquet Director,11,"Management, Business, Science, and Arts Occupations" +175,11-9051,Food Service Managers,Banquet Manager,11,"Management, Business, Science, and Arts Occupations" +176,11-9051,Food Service Managers,Cafeteria Director,11,"Management, Business, Science, and Arts Occupations" +177,11-9051,Food Service Managers,Food and Beverage Manager,11,"Management, Business, Science, and Arts Occupations" +178,11-9051,Food Service Managers,Food Service Director,11,"Management, Business, Science, and Arts Occupations" +179,11-9051,Food Service Managers,Restaurant General Manager,11,"Management, Business, Science, and Arts Occupations" +180,11-9051,Food Service Managers,Tavern Operator,11,"Management, Business, Science, and Arts Occupations" +181,11-9071,Gambling Managers,Bingo Manager,11,"Management, Business, Science, and Arts Occupations" +182,11-9071,Gambling Managers,Casino Manager,11,"Management, Business, Science, and Arts Occupations" +183,11-9071,Gambling Managers,Gambling Department Head,11,"Management, Business, Science, and Arts Occupations" +184,11-9071,Gambling Managers,Gambling Director,11,"Management, Business, Science, and Arts Occupations" +185,11-9071,Gambling Managers,Gambling Manager,11,"Management, Business, Science, and Arts Occupations" +186,11-9071,Gambling Managers,Slot Operations Director,11,"Management, Business, Science, and Arts Occupations" +187,11-9071,Gambling Managers,Slots Manager,11,"Management, Business, Science, and Arts Occupations" +188,11-9071,Gambling Managers,Table Games Manager,11,"Management, Business, Science, and Arts Occupations" +189,11-9072,"Entertainment and Recreation Managers, Except Gambling",Amusement Park Manager,11,"Management, Business, Science, and Arts Occupations" +190,11-9072,"Entertainment and Recreation Managers, Except Gambling",Boat Club Manager,11,"Management, Business, Science, and Arts Occupations" +191,11-9072,"Entertainment and Recreation Managers, Except Gambling",Fitness Club Manager,11,"Management, Business, Science, and Arts Occupations" +192,11-9072,"Entertainment and Recreation Managers, Except Gambling",Golf Club Manager,11,"Management, Business, Science, and Arts Occupations" +193,11-9072,"Entertainment and Recreation Managers, Except Gambling",Marina Club Manager,11,"Management, Business, Science, and Arts Occupations" +194,11-9072,"Entertainment and Recreation Managers, Except Gambling",Skating Rink Manager,11,"Management, Business, Science, and Arts Occupations" +195,11-9072,"Entertainment and Recreation Managers, Except Gambling",Ski Resort Manager,11,"Management, Business, Science, and Arts Occupations" +196,11-9072,"Entertainment and Recreation Managers, Except Gambling",Tennis Club Manager,11,"Management, Business, Science, and Arts Occupations" +197,11-9072,"Entertainment and Recreation Managers, Except Gambling",Theme Park Manager,11,"Management, Business, Science, and Arts Occupations" +198,11-9081,Lodging Managers,Bed and Breakfast Innkeeper,11,"Management, Business, Science, and Arts Occupations" +199,11-9081,Lodging Managers,Boardinghouse Keeper,11,"Management, Business, Science, and Arts Occupations" +200,11-9081,Lodging Managers,Hotel Director,11,"Management, Business, Science, and Arts Occupations" +201,11-9081,Lodging Managers,Hotel Manager,11,"Management, Business, Science, and Arts Occupations" +202,11-9081,Lodging Managers,Hotel Operations Manager,11,"Management, Business, Science, and Arts Occupations" +203,11-9081,Lodging Managers,Innkeeper,11,"Management, Business, Science, and Arts Occupations" +204,11-9081,Lodging Managers,Lodging Facilities Manager,11,"Management, Business, Science, and Arts Occupations" +205,11-9111,Medical and Health Services Managers,Chief Medical Information Officer,11,"Management, Business, Science, and Arts Occupations" +206,11-9111,Medical and Health Services Managers,Clinic Director,11,"Management, Business, Science, and Arts Occupations" +207,11-9111,Medical and Health Services Managers,Clinical Informatics Director,11,"Management, Business, Science, and Arts Occupations" +208,11-9111,Medical and Health Services Managers,Clinical Services Director,11,"Management, Business, Science, and Arts Occupations" +209,11-9111,Medical and Health Services Managers,Emergency Medical Service Coordinator,11,"Management, Business, Science, and Arts Occupations" +210,11-9111,Medical and Health Services Managers,Health Care Manager,11,"Management, Business, Science, and Arts Occupations" +211,11-9111,Medical and Health Services Managers,Health Information Services Manager,11,"Management, Business, Science, and Arts Occupations" +212,11-9111,Medical and Health Services Managers,Health Services Administrator,11,"Management, Business, Science, and Arts Occupations" +213,11-9111,Medical and Health Services Managers,Health Services Director,11,"Management, Business, Science, and Arts Occupations" +214,11-9111,Medical and Health Services Managers,Healthcare Administrator,11,"Management, Business, Science, and Arts Occupations" +215,11-9111,Medical and Health Services Managers,Healthcare Manager,11,"Management, Business, Science, and Arts Occupations" +216,11-9111,Medical and Health Services Managers,Hospice Director,11,"Management, Business, Science, and Arts Occupations" +217,11-9111,Medical and Health Services Managers,Hospice Plan Administrator,11,"Management, Business, Science, and Arts Occupations" +218,11-9111,Medical and Health Services Managers,Hospital Administrator,11,"Management, Business, Science, and Arts Occupations" +219,11-9111,Medical and Health Services Managers,Hospital Director,11,"Management, Business, Science, and Arts Occupations" +220,11-9111,Medical and Health Services Managers,Medical and Health Information Manager,11,"Management, Business, Science, and Arts Occupations" +221,11-9111,Medical and Health Services Managers,Medical Director,11,"Management, Business, Science, and Arts Occupations" +222,11-9111,Medical and Health Services Managers,Medical Records Administrator,11,"Management, Business, Science, and Arts Occupations" +223,11-9111,Medical and Health Services Managers,Mental Health Program Manager,11,"Management, Business, Science, and Arts Occupations" +224,11-9111,Medical and Health Services Managers,Nursing Home Manager,11,"Management, Business, Science, and Arts Occupations" +225,11-9111,Medical and Health Services Managers,Nursing Service Director,11,"Management, Business, Science, and Arts Occupations" +226,11-9111,Medical and Health Services Managers,Occupational Therapy Director,11,"Management, Business, Science, and Arts Occupations" +227,11-9111,Medical and Health Services Managers,Public Health Administrator,11,"Management, Business, Science, and Arts Occupations" +228,11-9111,Medical and Health Services Managers,Respiratory Therapy Director,11,"Management, Business, Science, and Arts Occupations" +229,11-9111,Medical and Health Services Managers,Speech and Hearing Therapy Director,11,"Management, Business, Science, and Arts Occupations" +230,11-9111,Medical and Health Services Managers,Wellness Director,11,"Management, Business, Science, and Arts Occupations" +231,11-9111,Medical and Health Services Managers,Wellness Manager,11,"Management, Business, Science, and Arts Occupations" +232,11-9121,Natural Sciences Managers,Agricultural Research Director,11,"Management, Business, Science, and Arts Occupations" +233,11-9121,Natural Sciences Managers,Geochemical Manager,11,"Management, Business, Science, and Arts Occupations" +234,11-9121,Natural Sciences Managers,Geophysical Manager,11,"Management, Business, Science, and Arts Occupations" +235,11-9121,Natural Sciences Managers,Ocean Program Administrator,11,"Management, Business, Science, and Arts Occupations" +236,11-9131,Postmasters and Mail Superintendents,Postal Supervisor,11,"Management, Business, Science, and Arts Occupations" +237,11-9131,Postmasters and Mail Superintendents,Postmaster,11,"Management, Business, Science, and Arts Occupations" +238,11-9141,"Property, Real Estate, and Community Association Managers",Apartment Manager,11,"Management, Business, Science, and Arts Occupations" +239,11-9141,"Property, Real Estate, and Community Association Managers",Building Rental Manager,11,"Management, Business, Science, and Arts Occupations" +240,11-9141,"Property, Real Estate, and Community Association Managers",Community Association Manager,11,"Management, Business, Science, and Arts Occupations" +241,11-9141,"Property, Real Estate, and Community Association Managers",Condominium Association Manager,11,"Management, Business, Science, and Arts Occupations" +242,11-9141,"Property, Real Estate, and Community Association Managers",Homeowner Association Manager,11,"Management, Business, Science, and Arts Occupations" +243,11-9141,"Property, Real Estate, and Community Association Managers",Land Acquisition Manager,11,"Management, Business, Science, and Arts Occupations" +244,11-9141,"Property, Real Estate, and Community Association Managers",Leasing Property Manager,11,"Management, Business, Science, and Arts Occupations" +245,11-9141,"Property, Real Estate, and Community Association Managers",Property Manager,11,"Management, Business, Science, and Arts Occupations" +246,11-9141,"Property, Real Estate, and Community Association Managers",Real Estate Manager,11,"Management, Business, Science, and Arts Occupations" +247,11-9151,Social and Community Service Managers,Child Welfare Director,11,"Management, Business, Science, and Arts Occupations" +248,11-9151,Social and Community Service Managers,Community Service Director,11,"Management, Business, Science, and Arts Occupations" +249,11-9151,Social and Community Service Managers,Community Service Organization Director,11,"Management, Business, Science, and Arts Occupations" +250,11-9151,Social and Community Service Managers,Family Service Center Director,11,"Management, Business, Science, and Arts Occupations" +251,11-9151,Social and Community Service Managers,Neighborhood Service Center Director,11,"Management, Business, Science, and Arts Occupations" +252,11-9151,Social and Community Service Managers,Social Service Director,11,"Management, Business, Science, and Arts Occupations" +253,11-9151,Social and Community Service Managers,Social Services Director,11,"Management, Business, Science, and Arts Occupations" +254,11-9151,Social and Community Service Managers,Youth Program Director,11,"Management, Business, Science, and Arts Occupations" +255,11-9161,Emergency Management Directors,Director of Civil Defense,11,"Management, Business, Science, and Arts Occupations" +256,11-9161,Emergency Management Directors,Disaster Response Director,11,"Management, Business, Science, and Arts Occupations" +257,11-9161,Emergency Management Directors,Emergency Management System Director,11,"Management, Business, Science, and Arts Occupations" +258,11-9161,Emergency Management Directors,Emergency Planner,11,"Management, Business, Science, and Arts Occupations" +259,11-9161,Emergency Management Directors,Emergency Planning and Response Manager,11,"Management, Business, Science, and Arts Occupations" +260,11-9161,Emergency Management Directors,Emergency Preparedness Coordinator,11,"Management, Business, Science, and Arts Occupations" +261,11-9161,Emergency Management Directors,Emergency Services Director,11,"Management, Business, Science, and Arts Occupations" +262,11-9161,Emergency Management Directors,Emergency Services Program Coordinator,11,"Management, Business, Science, and Arts Occupations" +263,11-9161,Emergency Management Directors,EMS Director,11,"Management, Business, Science, and Arts Occupations" +264,11-9161,Emergency Management Directors,Public Safety Director,11,"Management, Business, Science, and Arts Occupations" +265,11-9171,Funeral Home Managers,Funeral Home Director,11,"Management, Business, Science, and Arts Occupations" +266,11-9171,Funeral Home Managers,Funeral Home Manager,11,"Management, Business, Science, and Arts Occupations" +267,11-9171,Funeral Home Managers,Funeral Service Manager,11,"Management, Business, Science, and Arts Occupations" +268,11-9179,"Personal Service Managers, All Other",Day Spa Director,11,"Management, Business, Science, and Arts Occupations" +269,11-9179,"Personal Service Managers, All Other",Nail Salon Manager,11,"Management, Business, Science, and Arts Occupations" +270,11-9179,"Personal Service Managers, All Other",Travel Agency Manager,11,"Management, Business, Science, and Arts Occupations" +271,11-9199,"Managers, All Other",Clerk of Court,11,"Management, Business, Science, and Arts Occupations" +272,11-9199,"Managers, All Other",Environmental Control Administrator,11,"Management, Business, Science, and Arts Occupations" +273,11-9199,"Managers, All Other",Highway Patrol Commander,11,"Management, Business, Science, and Arts Occupations" +274,11-9199,"Managers, All Other",Safety Coordinator,11,"Management, Business, Science, and Arts Occupations" +275,11-9199,"Managers, All Other",Social Science Manager,11,"Management, Business, Science, and Arts Occupations" +276,11-9199,"Managers, All Other",Utilities Manager,11,"Management, Business, Science, and Arts Occupations" +277,13-1011,"Agents and Business Managers of Artists, Performers, and Athletes",Artist Manager,13,"Management, Business, Science, and Arts Occupations" +278,13-1011,"Agents and Business Managers of Artists, Performers, and Athletes",Artist Representative,13,"Management, Business, Science, and Arts Occupations" +279,13-1011,"Agents and Business Managers of Artists, Performers, and Athletes",Author's Agent,13,"Management, Business, Science, and Arts Occupations" +280,13-1011,"Agents and Business Managers of Artists, Performers, and Athletes",Band Manager,13,"Management, Business, Science, and Arts Occupations" +281,13-1011,"Agents and Business Managers of Artists, Performers, and Athletes",Booking Agent,13,"Management, Business, Science, and Arts Occupations" +282,13-1011,"Agents and Business Managers of Artists, Performers, and Athletes",Booking Manager,13,"Management, Business, Science, and Arts Occupations" +283,13-1011,"Agents and Business Managers of Artists, Performers, and Athletes",Fight Manager,13,"Management, Business, Science, and Arts Occupations" +284,13-1011,"Agents and Business Managers of Artists, Performers, and Athletes",Literary Agent,13,"Management, Business, Science, and Arts Occupations" +285,13-1011,"Agents and Business Managers of Artists, Performers, and Athletes",Modeling Agent,13,"Management, Business, Science, and Arts Occupations" +286,13-1011,"Agents and Business Managers of Artists, Performers, and Athletes",Talent Agent,13,"Management, Business, Science, and Arts Occupations" +287,13-1011,"Agents and Business Managers of Artists, Performers, and Athletes",Talent Manager,13,"Management, Business, Science, and Arts Occupations" +288,13-1011,"Agents and Business Managers of Artists, Performers, and Athletes",Theatrical Agent,13,"Management, Business, Science, and Arts Occupations" +289,13-1021,"Buyers and Purchasing Agents, Farm Products",Cattle Buyer,13,"Management, Business, Science, and Arts Occupations" +290,13-1021,"Buyers and Purchasing Agents, Farm Products",Cotton Broker,13,"Management, Business, Science, and Arts Occupations" +291,13-1021,"Buyers and Purchasing Agents, Farm Products",Cotton Buyer,13,"Management, Business, Science, and Arts Occupations" +292,13-1021,"Buyers and Purchasing Agents, Farm Products",Fruit Buyer,13,"Management, Business, Science, and Arts Occupations" +293,13-1021,"Buyers and Purchasing Agents, Farm Products",Grain Buyer,13,"Management, Business, Science, and Arts Occupations" +294,13-1021,"Buyers and Purchasing Agents, Farm Products",Hog Buyer,13,"Management, Business, Science, and Arts Occupations" +295,13-1021,"Buyers and Purchasing Agents, Farm Products",Livestock Buyer,13,"Management, Business, Science, and Arts Occupations" +296,13-1021,"Buyers and Purchasing Agents, Farm Products",Oyster Buyer,13,"Management, Business, Science, and Arts Occupations" +297,13-1021,"Buyers and Purchasing Agents, Farm Products","Purchasing Agent, Cotton, Grain, Livestock, Other Farm Products",13,"Management, Business, Science, and Arts Occupations" +298,13-1021,"Buyers and Purchasing Agents, Farm Products",Tobacco Buyer,13,"Management, Business, Science, and Arts Occupations" +299,13-1022,"Wholesale and Retail Buyers, Except Farm Products",Gold Buyer,13,"Management, Business, Science, and Arts Occupations" +300,13-1022,"Wholesale and Retail Buyers, Except Farm Products",Merchandise Buyer,13,"Management, Business, Science, and Arts Occupations" +301,13-1022,"Wholesale and Retail Buyers, Except Farm Products",Retail Buyer,13,"Management, Business, Science, and Arts Occupations" +302,13-1022,"Wholesale and Retail Buyers, Except Farm Products",Tie Buyer,13,"Management, Business, Science, and Arts Occupations" +303,13-1022,"Wholesale and Retail Buyers, Except Farm Products",Wholesale Buyer,13,"Management, Business, Science, and Arts Occupations" +304,13-1023,"Purchasing Agents, Except Wholesale, Retail, and Farm Products","Equipment, Supplies, and Tools Purchasing Agent",13,"Management, Business, Science, and Arts Occupations" +305,13-1023,"Purchasing Agents, Except Wholesale, Retail, and Farm Products",Radio Time Buyer,13,"Management, Business, Science, and Arts Occupations" +306,13-1031,"Claims Adjusters, Examiners, and Investigators",Claims Analyst,13,"Management, Business, Science, and Arts Occupations" +307,13-1031,"Claims Adjusters, Examiners, and Investigators",Fire Claims Adjuster,13,"Management, Business, Science, and Arts Occupations" +308,13-1031,"Claims Adjusters, Examiners, and Investigators",Health Claims Examiner,13,"Management, Business, Science, and Arts Occupations" +309,13-1031,"Claims Adjusters, Examiners, and Investigators",Health Insurance Adjuster,13,"Management, Business, Science, and Arts Occupations" +310,13-1031,"Claims Adjusters, Examiners, and Investigators",Independent Insurance Adjuster,13,"Management, Business, Science, and Arts Occupations" +311,13-1031,"Claims Adjusters, Examiners, and Investigators",Medical Claims Analyst,13,"Management, Business, Science, and Arts Occupations" +312,13-1031,"Claims Adjusters, Examiners, and Investigators",Medical Claims Examiner,13,"Management, Business, Science, and Arts Occupations" +313,13-1031,"Claims Adjusters, Examiners, and Investigators",Property and Casualty Insurance Claims Examiner,13,"Management, Business, Science, and Arts Occupations" +314,13-1031,"Claims Adjusters, Examiners, and Investigators",Property Damage Claims Adjustor,13,"Management, Business, Science, and Arts Occupations" +315,13-1031,"Claims Adjusters, Examiners, and Investigators",Reinsurance Claims Analyst,13,"Management, Business, Science, and Arts Occupations" +316,13-1031,"Claims Adjusters, Examiners, and Investigators",Workers Compensation Claims Adjuster,13,"Management, Business, Science, and Arts Occupations" +317,13-1031,"Claims Adjusters, Examiners, and Investigators",Workers Compensation Claims Examiner,13,"Management, Business, Science, and Arts Occupations" +318,13-1032,"Insurance Appraisers, Auto Damage",Auto Damage Appraiser,13,"Management, Business, Science, and Arts Occupations" +319,13-1032,"Insurance Appraisers, Auto Damage",Auto Damage Insurance Appraiser,13,"Management, Business, Science, and Arts Occupations" +320,13-1032,"Insurance Appraisers, Auto Damage",Automobile Damage Appraiser,13,"Management, Business, Science, and Arts Occupations" +321,13-1032,"Insurance Appraisers, Auto Damage",Vehicle Damage Appraiser,13,"Management, Business, Science, and Arts Occupations" +322,13-1041,Compliance Officers,Air Pollution Compliance Inspector,13,"Management, Business, Science, and Arts Occupations" +323,13-1041,Compliance Officers,Compliance Investigator,13,"Management, Business, Science, and Arts Occupations" +324,13-1041,Compliance Officers,Driver's License Examiner,13,"Management, Business, Science, and Arts Occupations" +325,13-1041,Compliance Officers,EEO Officer,13,"Management, Business, Science, and Arts Occupations" +326,13-1041,Compliance Officers,Environmental Compliance Inspector,13,"Management, Business, Science, and Arts Occupations" +327,13-1041,Compliance Officers,Equal Employment Opportunity Investigator,13,"Management, Business, Science, and Arts Occupations" +328,13-1041,Compliance Officers,Equal Employment Opportunity Officer,13,"Management, Business, Science, and Arts Occupations" +329,13-1041,Compliance Officers,Equal Employment Opportunity Representative,13,"Management, Business, Science, and Arts Occupations" +330,13-1041,Compliance Officers,Immigration Investigator,13,"Management, Business, Science, and Arts Occupations" +331,13-1041,Compliance Officers,Inspector of Weights and Measures,13,"Management, Business, Science, and Arts Occupations" +332,13-1041,Compliance Officers,License Inspector,13,"Management, Business, Science, and Arts Occupations" +333,13-1041,Compliance Officers,Mortician Investigator,13,"Management, Business, Science, and Arts Occupations" +334,13-1041,Compliance Officers,Wage and Hour Investigator,13,"Management, Business, Science, and Arts Occupations" +335,13-1051,Cost Estimators,Construction Estimator,13,"Management, Business, Science, and Arts Occupations" +336,13-1051,Cost Estimators,Construction Job Cost Estimator,13,"Management, Business, Science, and Arts Occupations" +337,13-1051,Cost Estimators,Crating and Moving Estimator,13,"Management, Business, Science, and Arts Occupations" +338,13-1051,Cost Estimators,Electrical Estimator,13,"Management, Business, Science, and Arts Occupations" +339,13-1051,Cost Estimators,Job Estimator,13,"Management, Business, Science, and Arts Occupations" +340,13-1051,Cost Estimators,Production Cost Estimator,13,"Management, Business, Science, and Arts Occupations" +341,13-1071,Human Resources Specialists,Corporate Recruiter,13,"Management, Business, Science, and Arts Occupations" +342,13-1071,Human Resources Specialists,Credentialing Coordinator,13,"Management, Business, Science, and Arts Occupations" +343,13-1071,Human Resources Specialists,Employee Placement Specialist,13,"Management, Business, Science, and Arts Occupations" +344,13-1071,Human Resources Specialists,Human Resources Generalist,13,"Management, Business, Science, and Arts Occupations" +345,13-1071,Human Resources Specialists,Job Placement Officer,13,"Management, Business, Science, and Arts Occupations" +346,13-1071,Human Resources Specialists,Job Placement Specialist,13,"Management, Business, Science, and Arts Occupations" +347,13-1071,Human Resources Specialists,Job Recruiter,13,"Management, Business, Science, and Arts Occupations" +348,13-1071,Human Resources Specialists,Personnel Coordinator,13,"Management, Business, Science, and Arts Occupations" +349,13-1071,Human Resources Specialists,Personnel Officer,13,"Management, Business, Science, and Arts Occupations" +350,13-1071,Human Resources Specialists,Personnel Recruiter,13,"Management, Business, Science, and Arts Occupations" +351,13-1071,Human Resources Specialists,Personnel Specialist,13,"Management, Business, Science, and Arts Occupations" +352,13-1071,Human Resources Specialists,Staffing Coordinator,13,"Management, Business, Science, and Arts Occupations" +353,13-1071,Human Resources Specialists,Student Recruiter,13,"Management, Business, Science, and Arts Occupations" +354,13-1071,Human Resources Specialists,Volunteer Coordinator,13,"Management, Business, Science, and Arts Occupations" +355,13-1074,Farm Labor Contractors,Farm Labor Contractor,13,"Management, Business, Science, and Arts Occupations" +356,13-1074,Farm Labor Contractors,Harvesting Contractor,13,"Management, Business, Science, and Arts Occupations" +357,13-1075,Labor Relations Specialists,Employee Relations Specialist,13,"Management, Business, Science, and Arts Occupations" +358,13-1075,Labor Relations Specialists,Industrial Relations Analyst,13,"Management, Business, Science, and Arts Occupations" +359,13-1075,Labor Relations Specialists,Industrial Relations Specialist,13,"Management, Business, Science, and Arts Occupations" +360,13-1075,Labor Relations Specialists,Labor Relations Consultant,13,"Management, Business, Science, and Arts Occupations" +361,13-1075,Labor Relations Specialists,Labor Relations Representative,13,"Management, Business, Science, and Arts Occupations" +362,13-1075,Labor Relations Specialists,Union Representative,13,"Management, Business, Science, and Arts Occupations" +363,13-1081,Logisticians,Logistician,13,"Management, Business, Science, and Arts Occupations" +364,13-1081,Logisticians,Logistics Analyst,13,"Management, Business, Science, and Arts Occupations" +365,13-1081,Logisticians,Logistics Coordinator,13,"Management, Business, Science, and Arts Occupations" +366,13-1081,Logisticians,Logistics Planner,13,"Management, Business, Science, and Arts Occupations" +367,13-1081,Logisticians,Logistics Specialist,13,"Management, Business, Science, and Arts Occupations" +368,13-1082,Project Management Specialists,Design Project Management Specialists,13,"Management, Business, Science, and Arts Occupations" +369,13-1082,Project Management Specialists,Movie Project Management Specialists,13,"Management, Business, Science, and Arts Occupations" +370,13-1111,Management Analysts,Business Analyst,13,"Management, Business, Science, and Arts Occupations" +371,13-1111,Management Analysts,Business Consultant,13,"Management, Business, Science, and Arts Occupations" +372,13-1111,Management Analysts,Business Management Analyst,13,"Management, Business, Science, and Arts Occupations" +373,13-1111,Management Analysts,Business Process Consultant,13,"Management, Business, Science, and Arts Occupations" +374,13-1111,Management Analysts,Clerical Methods Analyst,13,"Management, Business, Science, and Arts Occupations" +375,13-1111,Management Analysts,Commercial Specialist,13,"Management, Business, Science, and Arts Occupations" +376,13-1111,Management Analysts,Industrial Analyst,13,"Management, Business, Science, and Arts Occupations" +377,13-1111,Management Analysts,Management Consultant,13,"Management, Business, Science, and Arts Occupations" +378,13-1111,Management Analysts,Records Management Analyst,13,"Management, Business, Science, and Arts Occupations" +379,13-1111,Management Analysts,University Institutional Researcher,13,"Management, Business, Science, and Arts Occupations" +380,13-1121,"Meeting, Convention, and Event Planners",Certified Meeting Professional,13,"Management, Business, Science, and Arts Occupations" +381,13-1121,"Meeting, Convention, and Event Planners",Conference Organizer,13,"Management, Business, Science, and Arts Occupations" +382,13-1121,"Meeting, Convention, and Event Planners",Conference Planner,13,"Management, Business, Science, and Arts Occupations" +383,13-1121,"Meeting, Convention, and Event Planners",Conference Planning Manager,13,"Management, Business, Science, and Arts Occupations" +384,13-1121,"Meeting, Convention, and Event Planners",Conference Services Director,13,"Management, Business, Science, and Arts Occupations" +385,13-1121,"Meeting, Convention, and Event Planners",Conference Services Manager,13,"Management, Business, Science, and Arts Occupations" +386,13-1121,"Meeting, Convention, and Event Planners",Convention Planner,13,"Management, Business, Science, and Arts Occupations" +387,13-1121,"Meeting, Convention, and Event Planners",Convention Services Manager,13,"Management, Business, Science, and Arts Occupations" +388,13-1121,"Meeting, Convention, and Event Planners",Corporate Meeting Planner,13,"Management, Business, Science, and Arts Occupations" +389,13-1121,"Meeting, Convention, and Event Planners",Event Planner,13,"Management, Business, Science, and Arts Occupations" +390,13-1121,"Meeting, Convention, and Event Planners",Events Manager,13,"Management, Business, Science, and Arts Occupations" +391,13-1121,"Meeting, Convention, and Event Planners",Wedding Planner,13,"Management, Business, Science, and Arts Occupations" +392,13-1131,Fundraisers,Campaign Fundraiser,13,"Management, Business, Science, and Arts Occupations" +393,13-1131,Fundraisers,Donor Relations Officer,13,"Management, Business, Science, and Arts Occupations" +394,13-1131,Fundraisers,Fundraising Officer,13,"Management, Business, Science, and Arts Occupations" +395,13-1141,"Compensation, Benefits, and Job Analysis Specialists",Benefits Analyst,13,"Management, Business, Science, and Arts Occupations" +396,13-1141,"Compensation, Benefits, and Job Analysis Specialists",Compensation Analyst,13,"Management, Business, Science, and Arts Occupations" +397,13-1141,"Compensation, Benefits, and Job Analysis Specialists",Compensation Specialist,13,"Management, Business, Science, and Arts Occupations" +398,13-1141,"Compensation, Benefits, and Job Analysis Specialists",Employee Benefits Specialist,13,"Management, Business, Science, and Arts Occupations" +399,13-1141,"Compensation, Benefits, and Job Analysis Specialists",Job Analyst,13,"Management, Business, Science, and Arts Occupations" +400,13-1141,"Compensation, Benefits, and Job Analysis Specialists",Job Specification Writer,13,"Management, Business, Science, and Arts Occupations" +401,13-1141,"Compensation, Benefits, and Job Analysis Specialists",Occupational Analyst,13,"Management, Business, Science, and Arts Occupations" +402,13-1141,"Compensation, Benefits, and Job Analysis Specialists",Pension Administrator,13,"Management, Business, Science, and Arts Occupations" +403,13-1141,"Compensation, Benefits, and Job Analysis Specialists",Position Classification Specialist,13,"Management, Business, Science, and Arts Occupations" +404,13-1141,"Compensation, Benefits, and Job Analysis Specialists",Retirement Plan Specialist,13,"Management, Business, Science, and Arts Occupations" +405,13-1151,Training and Development Specialists,Computer Software Training Specialist,13,"Management, Business, Science, and Arts Occupations" +406,13-1151,Training and Development Specialists,Computer Training Specialist,13,"Management, Business, Science, and Arts Occupations" +407,13-1151,Training and Development Specialists,Corporate Trainer,13,"Management, Business, Science, and Arts Occupations" +408,13-1151,Training and Development Specialists,Employee Development Specialist,13,"Management, Business, Science, and Arts Occupations" +409,13-1151,Training and Development Specialists,Insurance Employee Trainer,13,"Management, Business, Science, and Arts Occupations" +410,13-1151,Training and Development Specialists,Job Training Specialist,13,"Management, Business, Science, and Arts Occupations" +411,13-1151,Training and Development Specialists,Training Coordinator,13,"Management, Business, Science, and Arts Occupations" +412,13-1151,Training and Development Specialists,Training Specialist,13,"Management, Business, Science, and Arts Occupations" +413,13-1161,Market Research Analysts and Marketing Specialists,Advertising Analyst,13,"Management, Business, Science, and Arts Occupations" +414,13-1161,Market Research Analysts and Marketing Specialists,Market Research Analyst,13,"Management, Business, Science, and Arts Occupations" +415,13-1161,Market Research Analysts and Marketing Specialists,Market Research Specialist,13,"Management, Business, Science, and Arts Occupations" +416,13-1161,Market Research Analysts and Marketing Specialists,Marketing Analyst,13,"Management, Business, Science, and Arts Occupations" +417,13-1161,Market Research Analysts and Marketing Specialists,Marketing Consultant,13,"Management, Business, Science, and Arts Occupations" +418,13-1161,Market Research Analysts and Marketing Specialists,Marketing Forecaster,13,"Management, Business, Science, and Arts Occupations" +419,13-1161,Market Research Analysts and Marketing Specialists,Marketing Specialist,13,"Management, Business, Science, and Arts Occupations" +420,13-1161,Market Research Analysts and Marketing Specialists,Search Marketing Strategist,13,"Management, Business, Science, and Arts Occupations" +421,13-1199,"Business Operations Specialists, All Other",Mystery Shopper,13,"Management, Business, Science, and Arts Occupations" +422,13-1199,"Business Operations Specialists, All Other",Ship Purser,13,"Management, Business, Science, and Arts Occupations" +423,13-2011,Accountants and Auditors,Account Auditor,13,"Management, Business, Science, and Arts Occupations" +424,13-2011,Accountants and Auditors,Accountant,13,"Management, Business, Science, and Arts Occupations" +425,13-2011,Accountants and Auditors,Auditor,13,"Management, Business, Science, and Arts Occupations" +426,13-2011,Accountants and Auditors,Auditor-In-Charge,13,"Management, Business, Science, and Arts Occupations" +427,13-2011,Accountants and Auditors,Certified Public Accountant,13,"Management, Business, Science, and Arts Occupations" +428,13-2011,Accountants and Auditors,Cost Accountant,13,"Management, Business, Science, and Arts Occupations" +429,13-2011,Accountants and Auditors,CPA,13,"Management, Business, Science, and Arts Occupations" +430,13-2011,Accountants and Auditors,Field Auditor,13,"Management, Business, Science, and Arts Occupations" +431,13-2011,Accountants and Auditors,Financial Accountant,13,"Management, Business, Science, and Arts Occupations" +432,13-2011,Accountants and Auditors,Financial Auditor,13,"Management, Business, Science, and Arts Occupations" +433,13-2011,Accountants and Auditors,Fund Accountant,13,"Management, Business, Science, and Arts Occupations" +434,13-2011,Accountants and Auditors,Internal Auditor,13,"Management, Business, Science, and Arts Occupations" +435,13-2011,Accountants and Auditors,Payroll Auditor,13,"Management, Business, Science, and Arts Occupations" +436,13-2011,Accountants and Auditors,Tax Accountant,13,"Management, Business, Science, and Arts Occupations" +437,13-2022,Appraisers of Personal and Business Property,Estate Appraiser,13,"Management, Business, Science, and Arts Occupations" +438,13-2022,Appraisers of Personal and Business Property,Machinery Appraiser,13,"Management, Business, Science, and Arts Occupations" +439,13-2022,Appraisers of Personal and Business Property,Personal Property Assessor,13,"Management, Business, Science, and Arts Occupations" +440,13-2023,Appraisers and Assessors of Real Estate,Real Estate Appraiser,13,"Management, Business, Science, and Arts Occupations" +441,13-2023,Appraisers and Assessors of Real Estate,Real Estate Assessor,13,"Management, Business, Science, and Arts Occupations" +442,13-2023,Appraisers and Assessors of Real Estate,Real Property Evaluator,13,"Management, Business, Science, and Arts Occupations" +443,13-2023,Appraisers and Assessors of Real Estate,Residential Fee Appraiser,13,"Management, Business, Science, and Arts Occupations" +444,13-2031,Budget Analysts,Budget Analyst,13,"Management, Business, Science, and Arts Occupations" +445,13-2031,Budget Analysts,Budget Coordinator,13,"Management, Business, Science, and Arts Occupations" +446,13-2031,Budget Analysts,Budget Examiner,13,"Management, Business, Science, and Arts Occupations" +447,13-2031,Budget Analysts,Budget Officer,13,"Management, Business, Science, and Arts Occupations" +448,13-2031,Budget Analysts,Cost Analyst,13,"Management, Business, Science, and Arts Occupations" +449,13-2041,Credit Analysts,Chief Credit Analyst,13,"Management, Business, Science, and Arts Occupations" +450,13-2041,Credit Analysts,Credit Analyst,13,"Management, Business, Science, and Arts Occupations" +451,13-2041,Credit Analysts,Credit Assessment Analyst,13,"Management, Business, Science, and Arts Occupations" +452,13-2041,Credit Analysts,Credit Risk Analyst,13,"Management, Business, Science, and Arts Occupations" +453,13-2041,Credit Analysts,Factorer,13,"Management, Business, Science, and Arts Occupations" +454,13-2051,Financial and Investment Analysts,Corporate Financial Analyst,13,"Management, Business, Science, and Arts Occupations" +455,13-2051,Financial and Investment Analysts,Corporate Securities Research Analyst,13,"Management, Business, Science, and Arts Occupations" +456,13-2051,Financial and Investment Analysts,Corporate Statistical Financial Analyst,13,"Management, Business, Science, and Arts Occupations" +457,13-2051,Financial and Investment Analysts,Institutional Commodity Analyst,13,"Management, Business, Science, and Arts Occupations" +458,13-2051,Financial and Investment Analysts,Organizational Investment Analyst,13,"Management, Business, Science, and Arts Occupations" +459,13-2052,Personal Financial Advisors,Certified Financial Planner,13,"Management, Business, Science, and Arts Occupations" +460,13-2052,Personal Financial Advisors,Estate Planner,13,"Management, Business, Science, and Arts Occupations" +461,13-2052,Personal Financial Advisors,Estate Planning Counselor,13,"Management, Business, Science, and Arts Occupations" +462,13-2052,Personal Financial Advisors,Financial Counselor,13,"Management, Business, Science, and Arts Occupations" +463,13-2052,Personal Financial Advisors,Individual Pension Adviser,13,"Management, Business, Science, and Arts Occupations" +464,13-2052,Personal Financial Advisors,Individual Pension Consultant,13,"Management, Business, Science, and Arts Occupations" +465,13-2052,Personal Financial Advisors,Personal Financial Planner,13,"Management, Business, Science, and Arts Occupations" +466,13-2052,Personal Financial Advisors,Personal Investment Adviser,13,"Management, Business, Science, and Arts Occupations" +467,13-2053,Insurance Underwriters,Automobile and Property Underwriter,13,"Management, Business, Science, and Arts Occupations" +468,13-2053,Insurance Underwriters,Bond Underwriter,13,"Management, Business, Science, and Arts Occupations" +469,13-2053,Insurance Underwriters,Insurance Analyst,13,"Management, Business, Science, and Arts Occupations" +470,13-2053,Insurance Underwriters,Insurance Underwriter,13,"Management, Business, Science, and Arts Occupations" +471,13-2053,Insurance Underwriters,Insurance Writer,13,"Management, Business, Science, and Arts Occupations" +472,13-2053,Insurance Underwriters,Underwriting Account Representative,13,"Management, Business, Science, and Arts Occupations" +473,13-2053,Insurance Underwriters,Underwriting Service Representative,13,"Management, Business, Science, and Arts Occupations" +474,13-2054,Financial Risk Specialists,Financial Risk Analyst,13,"Management, Business, Science, and Arts Occupations" +475,13-2061,Financial Examiners,Bank Compliance Officer,13,"Management, Business, Science, and Arts Occupations" +476,13-2061,Financial Examiners,Bank Examiner,13,"Management, Business, Science, and Arts Occupations" +477,13-2061,Financial Examiners,Financial Compliance Examiner,13,"Management, Business, Science, and Arts Occupations" +478,13-2061,Financial Examiners,Home Mortgage Disclosure Act Specialist,13,"Management, Business, Science, and Arts Occupations" +479,13-2061,Financial Examiners,Payroll Examiner,13,"Management, Business, Science, and Arts Occupations" +480,13-2061,Financial Examiners,Pension Examiner,13,"Management, Business, Science, and Arts Occupations" +481,13-2071,Credit Counselors,Credit Counselor,13,"Management, Business, Science, and Arts Occupations" +482,13-2071,Credit Counselors,Debt Management Counselor,13,"Management, Business, Science, and Arts Occupations" +483,13-2071,Credit Counselors,Student Financial Aid Counselor,13,"Management, Business, Science, and Arts Occupations" +484,13-2071,Credit Counselors,Student Loan Counselor,13,"Management, Business, Science, and Arts Occupations" +485,13-2072,Loan Officers,Branch Lending Officer,13,"Management, Business, Science, and Arts Occupations" +486,13-2072,Loan Officers,Commercial Lender,13,"Management, Business, Science, and Arts Occupations" +487,13-2072,Loan Officers,Loan Analyst,13,"Management, Business, Science, and Arts Occupations" +488,13-2072,Loan Officers,Loan Officer,13,"Management, Business, Science, and Arts Occupations" +489,13-2072,Loan Officers,Loan Reviewer,13,"Management, Business, Science, and Arts Occupations" +490,13-2072,Loan Officers,Payday Loan Officer,13,"Management, Business, Science, and Arts Occupations" +491,13-2072,Loan Officers,Real Estate Loan Officer,13,"Management, Business, Science, and Arts Occupations" +492,13-2081,"Tax Examiners and Collectors, and Revenue Agents",City Collector,13,"Management, Business, Science, and Arts Occupations" +493,13-2081,"Tax Examiners and Collectors, and Revenue Agents",Customs Appraiser,13,"Management, Business, Science, and Arts Occupations" +494,13-2081,"Tax Examiners and Collectors, and Revenue Agents",Income Tax Adjuster,13,"Management, Business, Science, and Arts Occupations" +495,13-2081,"Tax Examiners and Collectors, and Revenue Agents",Internal Revenue Agent,13,"Management, Business, Science, and Arts Occupations" +496,13-2081,"Tax Examiners and Collectors, and Revenue Agents",Internal Revenue Service Agent,13,"Management, Business, Science, and Arts Occupations" +497,13-2081,"Tax Examiners and Collectors, and Revenue Agents",Revenue Collector,13,"Management, Business, Science, and Arts Occupations" +498,13-2081,"Tax Examiners and Collectors, and Revenue Agents",Revenue Enforcement Agent,13,"Management, Business, Science, and Arts Occupations" +499,13-2081,"Tax Examiners and Collectors, and Revenue Agents",Tax Compliance Officer,13,"Management, Business, Science, and Arts Occupations" +500,13-2081,"Tax Examiners and Collectors, and Revenue Agents",Tax Compliance Representative,13,"Management, Business, Science, and Arts Occupations" +501,13-2081,"Tax Examiners and Collectors, and Revenue Agents",Tax Examiner,13,"Management, Business, Science, and Arts Occupations" +502,13-2081,"Tax Examiners and Collectors, and Revenue Agents",Tax Investigator,13,"Management, Business, Science, and Arts Occupations" +503,13-2081,"Tax Examiners and Collectors, and Revenue Agents",Tax Revenue Officer,13,"Management, Business, Science, and Arts Occupations" +504,13-2082,Tax Preparers,Corporate Tax Preparer,13,"Management, Business, Science, and Arts Occupations" +505,13-2082,Tax Preparers,Income Tax Advisor,13,"Management, Business, Science, and Arts Occupations" +506,13-2082,Tax Preparers,Income Tax Preparer,13,"Management, Business, Science, and Arts Occupations" +507,13-2082,Tax Preparers,Licensed Tax Consultant,13,"Management, Business, Science, and Arts Occupations" +508,13-2082,Tax Preparers,Tax Consultant,13,"Management, Business, Science, and Arts Occupations" +509,13-2082,Tax Preparers,Tax Specialist,13,"Management, Business, Science, and Arts Occupations" +510,13-2099,"Financial Specialists, All Other",Bail Bondsman,13,"Management, Business, Science, and Arts Occupations" +511,13-2099,"Financial Specialists, All Other",Bondsman,13,"Management, Business, Science, and Arts Occupations" +512,13-2099,"Financial Specialists, All Other",Executor of Estate,13,"Management, Business, Science, and Arts Occupations" +513,15-1211,Computer Systems Analysts,Applications Analyst,15,"Management, Business, Science, and Arts Occupations" +514,15-1211,Computer Systems Analysts,Computer Systems Consultant,15,"Management, Business, Science, and Arts Occupations" +515,15-1211,Computer Systems Analysts,Data Processing Systems Analyst,15,"Management, Business, Science, and Arts Occupations" +516,15-1211,Computer Systems Analysts,Information Systems Analyst,15,"Management, Business, Science, and Arts Occupations" +517,15-1211,Computer Systems Analysts,Information Systems Planner,15,"Management, Business, Science, and Arts Occupations" +518,15-1211,Computer Systems Analysts,Programmer Analyst,15,"Management, Business, Science, and Arts Occupations" +519,15-1211,Computer Systems Analysts,Systems Architect,15,"Management, Business, Science, and Arts Occupations" +520,15-1212,Information Security Analysts,Computer Security Specialist,15,"Management, Business, Science, and Arts Occupations" +521,15-1212,Information Security Analysts,Computer Systems Security Analyst,15,"Management, Business, Science, and Arts Occupations" +522,15-1212,Information Security Analysts,Information Security Analyst,15,"Management, Business, Science, and Arts Occupations" +523,15-1212,Information Security Analysts,Information Systems Security Analyst,15,"Management, Business, Science, and Arts Occupations" +524,15-1212,Information Security Analysts,IT Risk Specialist,15,"Management, Business, Science, and Arts Occupations" +525,15-1212,Information Security Analysts,Network Security Analyst,15,"Management, Business, Science, and Arts Occupations" +526,15-1221,Computer and Information Research Scientists,Computational Theory Scientist,15,"Management, Business, Science, and Arts Occupations" +527,15-1221,Computer and Information Research Scientists,Computer Scientist,15,"Management, Business, Science, and Arts Occupations" +528,15-1221,Computer and Information Research Scientists,Control System Computer Scientist,15,"Management, Business, Science, and Arts Occupations" +529,15-1221,Computer and Information Research Scientists,Programming Methodology and Languages Researcher,15,"Management, Business, Science, and Arts Occupations" +530,15-1231,Computer Network Support Specialists,Network Diagnostic Support Specialist,15,"Management, Business, Science, and Arts Occupations" +531,15-1231,Computer Network Support Specialists,Network Support Technician,15,"Management, Business, Science, and Arts Occupations" +532,15-1231,Computer Network Support Specialists,Network Technician,15,"Management, Business, Science, and Arts Occupations" +533,15-1232,Computer User Support Specialists,Computer Customer Support Specialist,15,"Management, Business, Science, and Arts Occupations" +534,15-1232,Computer User Support Specialists,Computer Help Desk Representative,15,"Management, Business, Science, and Arts Occupations" +535,15-1232,Computer User Support Specialists,Computer Help Desk Specialist,15,"Management, Business, Science, and Arts Occupations" +536,15-1232,Computer User Support Specialists,End-User Support Specialist,15,"Management, Business, Science, and Arts Occupations" +537,15-1232,Computer User Support Specialists,Help Desk Analyst,15,"Management, Business, Science, and Arts Occupations" +538,15-1232,Computer User Support Specialists,Help Desk Technician,15,"Management, Business, Science, and Arts Occupations" +539,15-1232,Computer User Support Specialists,IT Support Specialist,15,"Management, Business, Science, and Arts Occupations" +540,15-1232,Computer User Support Specialists,PC Support Specialist,15,"Management, Business, Science, and Arts Occupations" +541,15-1241,Computer Network Architects,Computer Network Engineer,15,"Management, Business, Science, and Arts Occupations" +542,15-1241,Computer Network Architects,Network Designer,15,"Management, Business, Science, and Arts Occupations" +543,15-1241,Computer Network Architects,Network Developer,15,"Management, Business, Science, and Arts Occupations" +544,15-1241,Computer Network Architects,Network Engineer,15,"Management, Business, Science, and Arts Occupations" +545,15-1242,Database Administrators,Automatic Data Processing Planner,15,"Management, Business, Science, and Arts Occupations" +546,15-1242,Database Administrators,Database Administration Manager,15,"Management, Business, Science, and Arts Occupations" +547,15-1242,Database Administrators,Database Coordinator,15,"Management, Business, Science, and Arts Occupations" +548,15-1242,Database Administrators,Database Programmer,15,"Management, Business, Science, and Arts Occupations" +549,15-1242,Database Administrators,Database Security Administrator,15,"Management, Business, Science, and Arts Occupations" +550,15-1243,Database Architects,Data Architect,15,"Management, Business, Science, and Arts Occupations" +551,15-1243,Database Architects,Data Integration Specialist,15,"Management, Business, Science, and Arts Occupations" +552,15-1243,Database Architects,Data Warehousing Specialist,15,"Management, Business, Science, and Arts Occupations" +553,15-1243,Database Architects,Database Developer,15,"Management, Business, Science, and Arts Occupations" +554,15-1244,Network and Computer Systems Administrators,LAN Administrator,15,"Management, Business, Science, and Arts Occupations" +555,15-1244,Network and Computer Systems Administrators,LAN Systems Administrator,15,"Management, Business, Science, and Arts Occupations" +556,15-1244,Network and Computer Systems Administrators,Local Area Network Administrator,15,"Management, Business, Science, and Arts Occupations" +557,15-1244,Network and Computer Systems Administrators,Network Analyst,15,"Management, Business, Science, and Arts Occupations" +558,15-1244,Network and Computer Systems Administrators,Network Coordinator,15,"Management, Business, Science, and Arts Occupations" +559,15-1244,Network and Computer Systems Administrators,Network Support Coordinator,15,"Management, Business, Science, and Arts Occupations" +560,15-1244,Network and Computer Systems Administrators,Network Support Manager,15,"Management, Business, Science, and Arts Occupations" +561,15-1244,Network and Computer Systems Administrators,Network Systems Administrator,15,"Management, Business, Science, and Arts Occupations" +562,15-1244,Network and Computer Systems Administrators,Network Systems Coordinator,15,"Management, Business, Science, and Arts Occupations" +563,15-1244,Network and Computer Systems Administrators,WAN Systems Administrator,15,"Management, Business, Science, and Arts Occupations" +564,15-1244,Network and Computer Systems Administrators,Wide Area Network Administrator,15,"Management, Business, Science, and Arts Occupations" +565,15-1251,Computer Programmers,Applications Programmer,15,"Management, Business, Science, and Arts Occupations" +566,15-1251,Computer Programmers,Computer Language Coder,15,"Management, Business, Science, and Arts Occupations" +567,15-1251,Computer Programmers,Computer Programmer,15,"Management, Business, Science, and Arts Occupations" +568,15-1251,Computer Programmers,IT Programmer,15,"Management, Business, Science, and Arts Occupations" +569,15-1251,Computer Programmers,Junior Software Developer,15,"Management, Business, Science, and Arts Occupations" +570,15-1251,Computer Programmers,Mainframe Programmer,15,"Management, Business, Science, and Arts Occupations" +571,15-1251,Computer Programmers,Systems Programmer,15,"Management, Business, Science, and Arts Occupations" +572,15-1252,Software Developers,Application Integration Engineer,15,"Management, Business, Science, and Arts Occupations" +573,15-1252,Software Developers,Applications Developer,15,"Management, Business, Science, and Arts Occupations" +574,15-1252,Software Developers,Computer Applications Developer,15,"Management, Business, Science, and Arts Occupations" +575,15-1252,Software Developers,Computer Applications Engineer,15,"Management, Business, Science, and Arts Occupations" +576,15-1252,Software Developers,Computer Systems Engineer,15,"Management, Business, Science, and Arts Occupations" +577,15-1252,Software Developers,Computer Systems Software Architect,15,"Management, Business, Science, and Arts Occupations" +578,15-1252,Software Developers,Computer Systems Software Engineer,15,"Management, Business, Science, and Arts Occupations" +579,15-1252,Software Developers,Embedded Systems Software Developer,15,"Management, Business, Science, and Arts Occupations" +580,15-1252,Software Developers,Enterprise Systems Engineer,15,"Management, Business, Science, and Arts Occupations" +581,15-1252,Software Developers,Mobile Applications Developer,15,"Management, Business, Science, and Arts Occupations" +582,15-1252,Software Developers,Software Applications Architect,15,"Management, Business, Science, and Arts Occupations" +583,15-1252,Software Developers,Software Applications Designer,15,"Management, Business, Science, and Arts Occupations" +584,15-1252,Software Developers,Software Applications Engineer,15,"Management, Business, Science, and Arts Occupations" +585,15-1252,Software Developers,Software Engineer,15,"Management, Business, Science, and Arts Occupations" +586,15-1252,Software Developers,Software Systems Engineer,15,"Management, Business, Science, and Arts Occupations" +587,15-1252,Software Developers,Systems Software Designer,15,"Management, Business, Science, and Arts Occupations" +588,15-1252,Software Developers,Systems Software Developer,15,"Management, Business, Science, and Arts Occupations" +589,15-1252,Software Developers,Systems Software Specialist,15,"Management, Business, Science, and Arts Occupations" +590,15-1253,Software Quality Assurance Analysts and Testers,Applications Tester,15,"Management, Business, Science, and Arts Occupations" +591,15-1253,Software Quality Assurance Analysts and Testers,Software Quality Assurance Technician,15,"Management, Business, Science, and Arts Occupations" +592,15-1253,Software Quality Assurance Analysts and Testers,Software Quality Control Specialist,15,"Management, Business, Science, and Arts Occupations" +593,15-1253,Software Quality Assurance Analysts and Testers,Software Quality Engineer,15,"Management, Business, Science, and Arts Occupations" +594,15-1253,Software Quality Assurance Analysts and Testers,Software Test Engineer,15,"Management, Business, Science, and Arts Occupations" +595,15-1254,Web Developers,Intranet Developer,15,"Management, Business, Science, and Arts Occupations" +596,15-1254,Web Developers,Web Applications Developer,15,"Management, Business, Science, and Arts Occupations" +597,15-1254,Web Developers,Web Architect,15,"Management, Business, Science, and Arts Occupations" +598,15-1254,Web Developers,Web Content Developer,15,"Management, Business, Science, and Arts Occupations" +599,15-1254,Web Developers,Web Developer,15,"Management, Business, Science, and Arts Occupations" +600,15-1255,Web and Digital Interface Designers,Digital Designer,15,"Management, Business, Science, and Arts Occupations" +601,15-1255,Web and Digital Interface Designers,Graphic Web Designer,15,"Management, Business, Science, and Arts Occupations" +602,15-1255,Web and Digital Interface Designers,Web Content Specialist,15,"Management, Business, Science, and Arts Occupations" +603,15-1299,"Computer Occupations, All Other",Computer Console Operator,15,"Management, Business, Science, and Arts Occupations" +604,15-1299,"Computer Occupations, All Other",Computer Laboratory Technician,15,"Management, Business, Science, and Arts Occupations" +605,15-1299,"Computer Occupations, All Other",Data Center Operator,15,"Management, Business, Science, and Arts Occupations" +606,15-2011,Actuaries,Actuarial Associate,15,"Management, Business, Science, and Arts Occupations" +607,15-2011,Actuaries,Actuarial Mathematician,15,"Management, Business, Science, and Arts Occupations" +608,15-2011,Actuaries,Health Actuary,15,"Management, Business, Science, and Arts Occupations" +609,15-2011,Actuaries,Insurance Actuary,15,"Management, Business, Science, and Arts Occupations" +610,15-2011,Actuaries,Pricing Actuary,15,"Management, Business, Science, and Arts Occupations" +611,15-2011,Actuaries,Product Development Actuary,15,"Management, Business, Science, and Arts Occupations" +612,15-2021,Mathematicians,Algebraist,15,"Management, Business, Science, and Arts Occupations" +613,15-2021,Mathematicians,Cipher Expert,15,"Management, Business, Science, and Arts Occupations" +614,15-2021,Mathematicians,Cryptanalyst,15,"Management, Business, Science, and Arts Occupations" +615,15-2021,Mathematicians,Cryptographer,15,"Management, Business, Science, and Arts Occupations" +616,15-2021,Mathematicians,Cryptographic Vulnerability Analyst,15,"Management, Business, Science, and Arts Occupations" +617,15-2021,Mathematicians,Geometrician,15,"Management, Business, Science, and Arts Occupations" +618,15-2031,Operations Research Analysts,Operations Analyst,15,"Management, Business, Science, and Arts Occupations" +619,15-2031,Operations Research Analysts,Procedure Analyst,15,"Management, Business, Science, and Arts Occupations" +620,15-2031,Operations Research Analysts,Process Analyst,15,"Management, Business, Science, and Arts Occupations" +621,15-2041,Statisticians,Analytical Statistician,15,"Management, Business, Science, and Arts Occupations" +622,15-2041,Statisticians,Applied Statistician,15,"Management, Business, Science, and Arts Occupations" +623,15-2041,Statisticians,Biometrician,15,"Management, Business, Science, and Arts Occupations" +624,15-2041,Statisticians,Biostatistician,15,"Management, Business, Science, and Arts Occupations" +625,15-2041,Statisticians,Environmental Statistician,15,"Management, Business, Science, and Arts Occupations" +626,15-2041,Statisticians,Mathematical Statistician,15,"Management, Business, Science, and Arts Occupations" +627,15-2041,Statisticians,Research Biostatistician,15,"Management, Business, Science, and Arts Occupations" +628,15-2041,Statisticians,Sampling Expert,15,"Management, Business, Science, and Arts Occupations" +629,15-2041,Statisticians,Statistical Analyst,15,"Management, Business, Science, and Arts Occupations" +630,15-2041,Statisticians,Statistical Reporting Analyst,15,"Management, Business, Science, and Arts Occupations" +631,15-2041,Statisticians,Survey Statistician,15,"Management, Business, Science, and Arts Occupations" +632,15-2041,Statisticians,Time Study Statistician,15,"Management, Business, Science, and Arts Occupations" +633,15-2051,Data Scientists,Business Intelligence Developer,15,"Management, Business, Science, and Arts Occupations" +634,15-2051,Data Scientists,Data Analytics Specialist,15,"Management, Business, Science, and Arts Occupations" +635,15-2051,Data Scientists,Data Mining Analyst,15,"Management, Business, Science, and Arts Occupations" +636,15-2051,Data Scientists,Data Visualization Developer,15,"Management, Business, Science, and Arts Occupations" +637,15-2099,"Mathematical Science Occupations, All Other",Harmonic Analyst,15,"Management, Business, Science, and Arts Occupations" +638,15-2099,"Mathematical Science Occupations, All Other",Mathematical Engineering Technician,15,"Management, Business, Science, and Arts Occupations" +639,15-2099,"Mathematical Science Occupations, All Other",Mathematics Technician,15,"Management, Business, Science, and Arts Occupations" +640,17-1011,"Architects, Except Landscape and Naval",Building Architect,17,"Management, Business, Science, and Arts Occupations" +641,17-1011,"Architects, Except Landscape and Naval",Building Architectural Designer,17,"Management, Business, Science, and Arts Occupations" +642,17-1011,"Architects, Except Landscape and Naval",Structural Architect,17,"Management, Business, Science, and Arts Occupations" +643,17-1012,Landscape Architects,Golf Course Architect,17,"Management, Business, Science, and Arts Occupations" +644,17-1012,Landscape Architects,Golf Course Designer,17,"Management, Business, Science, and Arts Occupations" +645,17-1012,Landscape Architects,Landscape Architect,17,"Management, Business, Science, and Arts Occupations" +646,17-1012,Landscape Architects,Landscape Designer,17,"Management, Business, Science, and Arts Occupations" +647,17-1021,Cartographers and Photogrammetrists,Cadastral Mapper,17,"Management, Business, Science, and Arts Occupations" +648,17-1021,Cartographers and Photogrammetrists,Digital Cartographer,17,"Management, Business, Science, and Arts Occupations" +649,17-1021,Cartographers and Photogrammetrists,"Engineer, Photogrammetric",17,"Management, Business, Science, and Arts Occupations" +650,17-1021,Cartographers and Photogrammetrists,Map Maker,17,"Management, Business, Science, and Arts Occupations" +651,17-1021,Cartographers and Photogrammetrists,Mapper,17,"Management, Business, Science, and Arts Occupations" +652,17-1021,Cartographers and Photogrammetrists,Orthophotography Technician,17,"Management, Business, Science, and Arts Occupations" +653,17-1021,Cartographers and Photogrammetrists,Photo Cartographer,17,"Management, Business, Science, and Arts Occupations" +654,17-1021,Cartographers and Photogrammetrists,Photogrammetrist,17,"Management, Business, Science, and Arts Occupations" +655,17-1021,Cartographers and Photogrammetrists,Topographer,17,"Management, Business, Science, and Arts Occupations" +656,17-1022,Surveyors,City Surveyor,17,"Management, Business, Science, and Arts Occupations" +657,17-1022,Surveyors,County Surveyor,17,"Management, Business, Science, and Arts Occupations" +658,17-1022,Surveyors,Geodetic Surveyor,17,"Management, Business, Science, and Arts Occupations" +659,17-1022,Surveyors,Geophysical Prospecting Surveyor,17,"Management, Business, Science, and Arts Occupations" +660,17-1022,Surveyors,Land Surveyor,17,"Management, Business, Science, and Arts Occupations" +661,17-1022,Surveyors,Mine Surveyor,17,"Management, Business, Science, and Arts Occupations" +662,17-1022,Surveyors,Mineral Surveyor,17,"Management, Business, Science, and Arts Occupations" +663,17-1022,Surveyors,Registered Land Surveyor,17,"Management, Business, Science, and Arts Occupations" +664,17-1022,Surveyors,Topographical Surveyor,17,"Management, Business, Science, and Arts Occupations" +665,17-2011,Aerospace Engineers,Aerodynamics Engineer,17,"Management, Business, Science, and Arts Occupations" +666,17-2011,Aerospace Engineers,Aeronautical Engineer,17,"Management, Business, Science, and Arts Occupations" +667,17-2011,Aerospace Engineers,Aircraft Design Engineer,17,"Management, Business, Science, and Arts Occupations" +668,17-2011,Aerospace Engineers,Aircraft Designer,17,"Management, Business, Science, and Arts Occupations" +669,17-2011,Aerospace Engineers,Aircraft Engineer,17,"Management, Business, Science, and Arts Occupations" +670,17-2011,Aerospace Engineers,Astronautical Engineer,17,"Management, Business, Science, and Arts Occupations" +671,17-2011,Aerospace Engineers,Flight Systems Test Engineer,17,"Management, Business, Science, and Arts Occupations" +672,17-2011,Aerospace Engineers,Flight Test Engineer,17,"Management, Business, Science, and Arts Occupations" +673,17-2011,Aerospace Engineers,Wind Tunnel Engineer,17,"Management, Business, Science, and Arts Occupations" +674,17-2021,Agricultural Engineers,Agricultural Engineer,17,"Management, Business, Science, and Arts Occupations" +675,17-2021,Agricultural Engineers,Agricultural Production Engineer,17,"Management, Business, Science, and Arts Occupations" +676,17-2021,Agricultural Engineers,Agricultural Research Engineer,17,"Management, Business, Science, and Arts Occupations" +677,17-2021,Agricultural Engineers,Farm Equipment Engineer,17,"Management, Business, Science, and Arts Occupations" +678,17-2021,Agricultural Engineers,Research Agricultural Engineer,17,"Management, Business, Science, and Arts Occupations" +679,17-2031,Bioengineers and Biomedical Engineers,Biochemical Engineer,17,"Management, Business, Science, and Arts Occupations" +680,17-2031,Bioengineers and Biomedical Engineers,Biomaterials Engineer,17,"Management, Business, Science, and Arts Occupations" +681,17-2031,Bioengineers and Biomedical Engineers,Bio-Mechanical Engineer,17,"Management, Business, Science, and Arts Occupations" +682,17-2031,Bioengineers and Biomedical Engineers,Biomedical Engineer,17,"Management, Business, Science, and Arts Occupations" +683,17-2031,Bioengineers and Biomedical Engineers,Dialysis Engineer,17,"Management, Business, Science, and Arts Occupations" +684,17-2031,Bioengineers and Biomedical Engineers,Genetic Engineer,17,"Management, Business, Science, and Arts Occupations" +685,17-2041,Chemical Engineers,Absorption and Adsorption Engineer,17,"Management, Business, Science, and Arts Occupations" +686,17-2041,Chemical Engineers,Chemical Process Engineer,17,"Management, Business, Science, and Arts Occupations" +687,17-2041,Chemical Engineers,Chemical Research Engineer,17,"Management, Business, Science, and Arts Occupations" +688,17-2041,Chemical Engineers,Fuels Engineer,17,"Management, Business, Science, and Arts Occupations" +689,17-2041,Chemical Engineers,Oxidation Engineer,17,"Management, Business, Science, and Arts Occupations" +690,17-2041,Chemical Engineers,Plastics Engineer,17,"Management, Business, Science, and Arts Occupations" +691,17-2041,Chemical Engineers,Polymerization Engineer,17,"Management, Business, Science, and Arts Occupations" +692,17-2051,Civil Engineers,Architectural Engineer,17,"Management, Business, Science, and Arts Occupations" +693,17-2051,Civil Engineers,Bridge Engineer,17,"Management, Business, Science, and Arts Occupations" +694,17-2051,Civil Engineers,Construction Engineer,17,"Management, Business, Science, and Arts Occupations" +695,17-2051,Civil Engineers,Facilities Engineer,17,"Management, Business, Science, and Arts Occupations" +696,17-2051,Civil Engineers,Geotechnical Engineer,17,"Management, Business, Science, and Arts Occupations" +697,17-2051,Civil Engineers,Highway Engineer,17,"Management, Business, Science, and Arts Occupations" +698,17-2051,Civil Engineers,Hydrographic Engineer,17,"Management, Business, Science, and Arts Occupations" +699,17-2051,Civil Engineers,Railroad Design Consultant,17,"Management, Business, Science, and Arts Occupations" +700,17-2051,Civil Engineers,Research Hydraulic Engineer,17,"Management, Business, Science, and Arts Occupations" +701,17-2051,Civil Engineers,Structural Engineer,17,"Management, Business, Science, and Arts Occupations" +702,17-2061,Computer Hardware Engineers,Computer Hardware Designer,17,"Management, Business, Science, and Arts Occupations" +703,17-2061,Computer Hardware Engineers,Computer Hardware Developer,17,"Management, Business, Science, and Arts Occupations" +704,17-2071,Electrical Engineers,Electrical Design Engineer,17,"Management, Business, Science, and Arts Occupations" +705,17-2071,Electrical Engineers,Electrical Systems Engineer,17,"Management, Business, Science, and Arts Occupations" +706,17-2071,Electrical Engineers,Illuminating Engineer,17,"Management, Business, Science, and Arts Occupations" +707,17-2071,Electrical Engineers,Power Distribution Engineer,17,"Management, Business, Science, and Arts Occupations" +708,17-2072,"Electronics Engineers, Except Computer",Antenna Engineer,17,"Management, Business, Science, and Arts Occupations" +709,17-2072,"Electronics Engineers, Except Computer",Circuit Design Engineer,17,"Management, Business, Science, and Arts Occupations" +710,17-2072,"Electronics Engineers, Except Computer",Electronic Design Automation Engineer,17,"Management, Business, Science, and Arts Occupations" +711,17-2072,"Electronics Engineers, Except Computer",Electronic Engineer,17,"Management, Business, Science, and Arts Occupations" +712,17-2072,"Electronics Engineers, Except Computer",Electronic Parts Designer,17,"Management, Business, Science, and Arts Occupations" +713,17-2072,"Electronics Engineers, Except Computer",Telecommunication Engineer,17,"Management, Business, Science, and Arts Occupations" +714,17-2081,Environmental Engineers,Air Pollution Control Engineer,17,"Management, Business, Science, and Arts Occupations" +715,17-2081,Environmental Engineers,Environmental Remediation Engineer,17,"Management, Business, Science, and Arts Occupations" +716,17-2081,Environmental Engineers,Hazardous Substances Engineer,17,"Management, Business, Science, and Arts Occupations" +717,17-2081,Environmental Engineers,Hazardous Waste Management Control Engineer,17,"Management, Business, Science, and Arts Occupations" +718,17-2081,Environmental Engineers,Pollution Control Engineer,17,"Management, Business, Science, and Arts Occupations" +719,17-2081,Environmental Engineers,Soil Engineer,17,"Management, Business, Science, and Arts Occupations" +720,17-2081,Environmental Engineers,Waste Management Engineer,17,"Management, Business, Science, and Arts Occupations" +721,17-2081,Environmental Engineers,Wastewater Treatment Engineer,17,"Management, Business, Science, and Arts Occupations" +722,17-2081,Environmental Engineers,Water Treatment Plant Engineer,17,"Management, Business, Science, and Arts Occupations" +723,17-2111,"Health and Safety Engineers, Except Mining Safety Engineers and Inspectors",Fire Prevention Engineer,17,"Management, Business, Science, and Arts Occupations" +724,17-2111,"Health and Safety Engineers, Except Mining Safety Engineers and Inspectors",Fire Protection Engineer,17,"Management, Business, Science, and Arts Occupations" +725,17-2111,"Health and Safety Engineers, Except Mining Safety Engineers and Inspectors",Industrial Safety Engineer,17,"Management, Business, Science, and Arts Occupations" +726,17-2111,"Health and Safety Engineers, Except Mining Safety Engineers and Inspectors",Product Safety Engineer,17,"Management, Business, Science, and Arts Occupations" +727,17-2111,"Health and Safety Engineers, Except Mining Safety Engineers and Inspectors",Product Safety Test Engineer,17,"Management, Business, Science, and Arts Occupations" +728,17-2111,"Health and Safety Engineers, Except Mining Safety Engineers and Inspectors",System Safety Engineer,17,"Management, Business, Science, and Arts Occupations" +729,17-2112,Industrial Engineers,Efficiency Engineer,17,"Management, Business, Science, and Arts Occupations" +730,17-2112,Industrial Engineers,Manufacturing Engineer,17,"Management, Business, Science, and Arts Occupations" +731,17-2112,Industrial Engineers,Packaging Engineer,17,"Management, Business, Science, and Arts Occupations" +732,17-2112,Industrial Engineers,Production Engineer,17,"Management, Business, Science, and Arts Occupations" +733,17-2121,Marine Engineers and Naval Architects,Marine Architect,17,"Management, Business, Science, and Arts Occupations" +734,17-2121,Marine Engineers and Naval Architects,Marine Equipment Engineer,17,"Management, Business, Science, and Arts Occupations" +735,17-2121,Marine Engineers and Naval Architects,Marine Structural Designer,17,"Management, Business, Science, and Arts Occupations" +736,17-2121,Marine Engineers and Naval Architects,Naval Engineer,17,"Management, Business, Science, and Arts Occupations" +737,17-2121,Marine Engineers and Naval Architects,Ships Equipment Engineer,17,"Management, Business, Science, and Arts Occupations" +738,17-2131,Materials Engineers,Automotive Sheet Metal Engineer,17,"Management, Business, Science, and Arts Occupations" +739,17-2131,Materials Engineers,Ceramic Engineer,17,"Management, Business, Science, and Arts Occupations" +740,17-2131,Materials Engineers,Forensic Materials Engineer,17,"Management, Business, Science, and Arts Occupations" +741,17-2131,Materials Engineers,Glass Science Engineer,17,"Management, Business, Science, and Arts Occupations" +742,17-2131,Materials Engineers,Metallographer,17,"Management, Business, Science, and Arts Occupations" +743,17-2131,Materials Engineers,Metallurgical Engineer,17,"Management, Business, Science, and Arts Occupations" +744,17-2131,Materials Engineers,Metallurgist,17,"Management, Business, Science, and Arts Occupations" +745,17-2131,Materials Engineers,Welding Engineer,17,"Management, Business, Science, and Arts Occupations" +746,17-2141,Mechanical Engineers,Auto Research Engineer,17,"Management, Business, Science, and Arts Occupations" +747,17-2141,Mechanical Engineers,Combustion Engineer,17,"Management, Business, Science, and Arts Occupations" +748,17-2141,Mechanical Engineers,Engine Designer,17,"Management, Business, Science, and Arts Occupations" +749,17-2141,Mechanical Engineers,Heating and Cooling Systems Engineer,17,"Management, Business, Science, and Arts Occupations" +750,17-2141,Mechanical Engineers,Tool and Die Engineer,17,"Management, Business, Science, and Arts Occupations" +751,17-2141,Mechanical Engineers,Tool Engineer,17,"Management, Business, Science, and Arts Occupations" +752,17-2151,"Mining and Geological Engineers, Including Mining Safety Engineers",Geophysical Engineer,17,"Management, Business, Science, and Arts Occupations" +753,17-2151,"Mining and Geological Engineers, Including Mining Safety Engineers",Mineral Engineer,17,"Management, Business, Science, and Arts Occupations" +754,17-2151,"Mining and Geological Engineers, Including Mining Safety Engineers",Mining Engineer,17,"Management, Business, Science, and Arts Occupations" +755,17-2151,"Mining and Geological Engineers, Including Mining Safety Engineers",Seismic Engineer,17,"Management, Business, Science, and Arts Occupations" +756,17-2161,Nuclear Engineers,Atomic Process Engineer,17,"Management, Business, Science, and Arts Occupations" +757,17-2161,Nuclear Engineers,Nuclear Engineer,17,"Management, Business, Science, and Arts Occupations" +758,17-2161,Nuclear Engineers,Nuclear Radiation Engineer,17,"Management, Business, Science, and Arts Occupations" +759,17-2161,Nuclear Engineers,Nuclear Steam Supply System Engineer,17,"Management, Business, Science, and Arts Occupations" +760,17-2161,Nuclear Engineers,Radiation Engineer,17,"Management, Business, Science, and Arts Occupations" +761,17-2161,Nuclear Engineers,Reactor Engineer,17,"Management, Business, Science, and Arts Occupations" +762,17-2161,Nuclear Engineers,Reactor Projects Engineer,17,"Management, Business, Science, and Arts Occupations" +763,17-2171,Petroleum Engineers,Natural Gas Engineer,17,"Management, Business, Science, and Arts Occupations" +764,17-2171,Petroleum Engineers,Oil Drilling Engineer,17,"Management, Business, Science, and Arts Occupations" +765,17-2171,Petroleum Engineers,Oil Exploration Engineer,17,"Management, Business, Science, and Arts Occupations" +766,17-2171,Petroleum Engineers,Oil Well Engineer,17,"Management, Business, Science, and Arts Occupations" +767,17-2171,Petroleum Engineers,Petroleum Engineer,17,"Management, Business, Science, and Arts Occupations" +768,17-2199,"Engineers, All Other",Calibration Engineer,17,"Management, Business, Science, and Arts Occupations" +769,17-2199,"Engineers, All Other",Coastal Engineer,17,"Management, Business, Science, and Arts Occupations" +770,17-2199,"Engineers, All Other",Corrosion Control Engineer,17,"Management, Business, Science, and Arts Occupations" +771,17-2199,"Engineers, All Other",Mathematical Engineer,17,"Management, Business, Science, and Arts Occupations" +772,17-2199,"Engineers, All Other",Mechatronics Engineer,17,"Management, Business, Science, and Arts Occupations" +773,17-2199,"Engineers, All Other",Metrologist,17,"Management, Business, Science, and Arts Occupations" +774,17-2199,"Engineers, All Other",Ocean Engineer,17,"Management, Business, Science, and Arts Occupations" +775,17-2199,"Engineers, All Other",Optical Engineer,17,"Management, Business, Science, and Arts Occupations" +776,17-2199,"Engineers, All Other",Ordnance Engineer,17,"Management, Business, Science, and Arts Occupations" +777,17-2199,"Engineers, All Other",Photonics Engineer,17,"Management, Business, Science, and Arts Occupations" +778,17-2199,"Engineers, All Other",Salvage Engineer,17,"Management, Business, Science, and Arts Occupations" +779,17-3011,Architectural and Civil Drafters,Architectural Drafter,17,"Management, Business, Science, and Arts Occupations" +780,17-3011,Architectural and Civil Drafters,Building Drafter,17,"Management, Business, Science, and Arts Occupations" +781,17-3011,Architectural and Civil Drafters,Civil Computer-Aided Design and Drafting Technician,17,"Management, Business, Science, and Arts Occupations" +782,17-3011,Architectural and Civil Drafters,Civil Drafter,17,"Management, Business, Science, and Arts Occupations" +783,17-3011,Architectural and Civil Drafters,Structural Drafter,17,"Management, Business, Science, and Arts Occupations" +784,17-3012,Electrical and Electronics Drafters,Circuit Board Drafter,17,"Management, Business, Science, and Arts Occupations" +785,17-3012,Electrical and Electronics Drafters,Electrical Computer Aided Design and Drafting Technician,17,"Management, Business, Science, and Arts Occupations" +786,17-3012,Electrical and Electronics Drafters,Electrical Drafter,17,"Management, Business, Science, and Arts Occupations" +787,17-3012,Electrical and Electronics Drafters,Electrical Systems Drafter,17,"Management, Business, Science, and Arts Occupations" +788,17-3012,Electrical and Electronics Drafters,Electronic Drafter,17,"Management, Business, Science, and Arts Occupations" +789,17-3012,Electrical and Electronics Drafters,Printed Circuit Board Drafter,17,"Management, Business, Science, and Arts Occupations" +790,17-3013,Mechanical Drafters,Aeronautical Drafter,17,"Management, Business, Science, and Arts Occupations" +791,17-3013,Mechanical Drafters,Automotive Design Drafter,17,"Management, Business, Science, and Arts Occupations" +792,17-3013,Mechanical Drafters,Die Designer,17,"Management, Business, Science, and Arts Occupations" +793,17-3013,Mechanical Drafters,Gage Designer,17,"Management, Business, Science, and Arts Occupations" +794,17-3013,Mechanical Drafters,Mechanical Design Drafter,17,"Management, Business, Science, and Arts Occupations" +795,17-3013,Mechanical Drafters,Tool and Die Designer,17,"Management, Business, Science, and Arts Occupations" +796,17-3013,Mechanical Drafters,Tool Designer,17,"Management, Business, Science, and Arts Occupations" +797,17-3019,"Drafters, All Other",Blueprint Tracer,17,"Management, Business, Science, and Arts Occupations" +798,17-3019,"Drafters, All Other",Drafting Layout Worker,17,"Management, Business, Science, and Arts Occupations" +799,17-3019,"Drafters, All Other",Draughtsman,17,"Management, Business, Science, and Arts Occupations" +800,17-3019,"Drafters, All Other",Geological Drafter,17,"Management, Business, Science, and Arts Occupations" +801,17-3019,"Drafters, All Other",Marine Drafter,17,"Management, Business, Science, and Arts Occupations" +802,17-3021,Aerospace Engineering and Operations Technologists and Technicians,Aerospace Engineering and Operations Technologist,17,"Management, Business, Science, and Arts Occupations" +803,17-3021,Aerospace Engineering and Operations Technologists and Technicians,Altitude Chamber Technician,17,"Management, Business, Science, and Arts Occupations" +804,17-3021,Aerospace Engineering and Operations Technologists and Technicians,Flight Data Technician,17,"Management, Business, Science, and Arts Occupations" +805,17-3021,Aerospace Engineering and Operations Technologists and Technicians,Wind Tunnel Technician,17,"Management, Business, Science, and Arts Occupations" +806,17-3022,Civil Engineering Technologists and Technicians,Civil Engineering Technician,17,"Management, Business, Science, and Arts Occupations" +807,17-3022,Civil Engineering Technologists and Technicians,Civil Engineering Technologist,17,"Management, Business, Science, and Arts Occupations" +808,17-3022,Civil Engineering Technologists and Technicians,Concrete Engineering Technician,17,"Management, Business, Science, and Arts Occupations" +809,17-3022,Civil Engineering Technologists and Technicians,Geotechnical Engineering Technician,17,"Management, Business, Science, and Arts Occupations" +810,17-3022,Civil Engineering Technologists and Technicians,Highway Engineering Technician,17,"Management, Business, Science, and Arts Occupations" +811,17-3022,Civil Engineering Technologists and Technicians,Structural Engineering Technician,17,"Management, Business, Science, and Arts Occupations" +812,17-3022,Civil Engineering Technologists and Technicians,Transportation Engineering Technician,17,"Management, Business, Science, and Arts Occupations" +813,17-3023,Electrical and Electronic Engineering Technologists and Technicians,Electrical and Electronic Engineering Technologist,17,"Management, Business, Science, and Arts Occupations" +814,17-3023,Electrical and Electronic Engineering Technologists and Technicians,Electrical Design Technician,17,"Management, Business, Science, and Arts Occupations" +815,17-3023,Electrical and Electronic Engineering Technologists and Technicians,Electrical Engineering Technician,17,"Management, Business, Science, and Arts Occupations" +816,17-3023,Electrical and Electronic Engineering Technologists and Technicians,Electrical Power Station Technician,17,"Management, Business, Science, and Arts Occupations" +817,17-3023,Electrical and Electronic Engineering Technologists and Technicians,Electronic Instrument Testing Technician,17,"Management, Business, Science, and Arts Occupations" +818,17-3023,Electrical and Electronic Engineering Technologists and Technicians,Lighting Engineering Technician,17,"Management, Business, Science, and Arts Occupations" +819,17-3023,Electrical and Electronic Engineering Technologists and Technicians,Programmable Logic Controller Programmer,17,"Management, Business, Science, and Arts Occupations" +820,17-3023,Electrical and Electronic Engineering Technologists and Technicians,Semiconductor Development Technician,17,"Management, Business, Science, and Arts Occupations" +821,17-3024,Electro-Mechanical and Mechatronics Technologists and Technicians,Electo-Mechanical and Mechatronics Technologist,17,"Management, Business, Science, and Arts Occupations" +822,17-3024,Electro-Mechanical and Mechatronics Technologists and Technicians,Mechatronics Technician,17,"Management, Business, Science, and Arts Occupations" +823,17-3024,Electro-Mechanical and Mechatronics Technologists and Technicians,Remotely Piloted Vehicle Engineering Technician,17,"Management, Business, Science, and Arts Occupations" +824,17-3024,Electro-Mechanical and Mechatronics Technologists and Technicians,Robotics Testing Technician,17,"Management, Business, Science, and Arts Occupations" +825,17-3024,Electro-Mechanical and Mechatronics Technologists and Technicians,Unmanned Aerial Vehicle Operator,17,"Management, Business, Science, and Arts Occupations" +826,17-3024,Electro-Mechanical and Mechatronics Technologists and Technicians,Unmanned Air Systems Operator,17,"Management, Business, Science, and Arts Occupations" +827,17-3025,Environmental Engineering Technologists and Technicians,Air Analysis Engineering Technician,17,"Management, Business, Science, and Arts Occupations" +828,17-3025,Environmental Engineering Technologists and Technicians,Environmental Engineering Technologist,17,"Management, Business, Science, and Arts Occupations" +829,17-3025,Environmental Engineering Technologists and Technicians,Environmental Remediation Engineering Technician,17,"Management, Business, Science, and Arts Occupations" +830,17-3025,Environmental Engineering Technologists and Technicians,Environmental Technician,17,"Management, Business, Science, and Arts Occupations" +831,17-3025,Environmental Engineering Technologists and Technicians,Pollution Control Engineering Technician,17,"Management, Business, Science, and Arts Occupations" +832,17-3026,Industrial Engineering Technologists and Technicians,Industrial Engineering Technician,17,"Management, Business, Science, and Arts Occupations" +833,17-3026,Industrial Engineering Technologists and Technicians,Industrial Engineering Technologist,17,"Management, Business, Science, and Arts Occupations" +834,17-3026,Industrial Engineering Technologists and Technicians,Motion Study Technician,17,"Management, Business, Science, and Arts Occupations" +835,17-3026,Industrial Engineering Technologists and Technicians,Production Control Technologist,17,"Management, Business, Science, and Arts Occupations" +836,17-3026,Industrial Engineering Technologists and Technicians,Time Study Technician,17,"Management, Business, Science, and Arts Occupations" +837,17-3026,Industrial Engineering Technologists and Technicians,Time Study Technologist,17,"Management, Business, Science, and Arts Occupations" +838,17-3027,Mechanical Engineering Technologists and Technicians,Gyroscopic Engineering Technician,17,"Management, Business, Science, and Arts Occupations" +839,17-3027,Mechanical Engineering Technologists and Technicians,Heat Transfer Technician,17,"Management, Business, Science, and Arts Occupations" +840,17-3027,Mechanical Engineering Technologists and Technicians,Hydraulic Technician,17,"Management, Business, Science, and Arts Occupations" +841,17-3027,Mechanical Engineering Technologists and Technicians,Mechanical Engineering Technician,17,"Management, Business, Science, and Arts Occupations" +842,17-3027,Mechanical Engineering Technologists and Technicians,Mechanical Engineering Technologist,17,"Management, Business, Science, and Arts Occupations" +843,17-3027,Mechanical Engineering Technologists and Technicians,Optomechanical Technician,17,"Management, Business, Science, and Arts Occupations" +844,17-3028,Calibration Technologists and Technicians,Calibration Technician,17,"Management, Business, Science, and Arts Occupations" +845,17-3028,Calibration Technologists and Technicians,Calibration Technologist,17,"Management, Business, Science, and Arts Occupations" +846,17-3028,Calibration Technologists and Technicians,Hydrometer Calibrator,17,"Management, Business, Science, and Arts Occupations" +847,17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Agricultural Engineering Technician,17,"Management, Business, Science, and Arts Occupations" +848,17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Agricultural Engineering Technologist,17,"Management, Business, Science, and Arts Occupations" +849,17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Biomedical Engineering Technician,17,"Management, Business, Science, and Arts Occupations" +850,17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Biomedical Engineering Technologist,17,"Management, Business, Science, and Arts Occupations" +851,17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Chemical Engineering Technician,17,"Management, Business, Science, and Arts Occupations" +852,17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Chemical Engineering Technologist,17,"Management, Business, Science, and Arts Occupations" +853,17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Marine Engineering Technician,17,"Management, Business, Science, and Arts Occupations" +854,17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Marine Engineering Technologist,17,"Management, Business, Science, and Arts Occupations" +855,17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Materials Engineering Technician,17,"Management, Business, Science, and Arts Occupations" +856,17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Materials Engineering Technologist,17,"Management, Business, Science, and Arts Occupations" +857,17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Metallurgical Engineering Technician,17,"Management, Business, Science, and Arts Occupations" +858,17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Metallurgical Engineering Technologist,17,"Management, Business, Science, and Arts Occupations" +859,17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Non-Destructive Testing Specialist,17,"Management, Business, Science, and Arts Occupations" +860,17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Nuclear Engineering Technician,17,"Management, Business, Science, and Arts Occupations" +861,17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Nuclear Engineering Technologist,17,"Management, Business, Science, and Arts Occupations" +862,17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Optical Engineering Technician,17,"Management, Business, Science, and Arts Occupations" +863,17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Optical Engineering Technologist,17,"Management, Business, Science, and Arts Occupations" +864,17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Ordnance Engineering Technician,17,"Management, Business, Science, and Arts Occupations" +865,17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Ordnance Engineering Technologist,17,"Management, Business, Science, and Arts Occupations" +866,17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Radar Technicians,17,"Management, Business, Science, and Arts Occupations" +867,17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Salvage Engineering Technician,17,"Management, Business, Science, and Arts Occupations" +868,17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Salvage Engineering Technologist,17,"Management, Business, Science, and Arts Occupations" +869,17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Sonar Technicians,17,"Management, Business, Science, and Arts Occupations" +870,17-3031,Surveying and Mapping Technicians,Cartographic Aide,17,"Management, Business, Science, and Arts Occupations" +871,17-3031,Surveying and Mapping Technicians,Cartographic Technician,17,"Management, Business, Science, and Arts Occupations" +872,17-3031,Surveying and Mapping Technicians,Field Map Technician,17,"Management, Business, Science, and Arts Occupations" +873,17-3031,Surveying and Mapping Technicians,Geophysical Prospecting Surveying Technician,17,"Management, Business, Science, and Arts Occupations" +874,17-3031,Surveying and Mapping Technicians,GIS Mapping Technician,17,"Management, Business, Science, and Arts Occupations" +875,17-3031,Surveying and Mapping Technicians,Mapping Technician,17,"Management, Business, Science, and Arts Occupations" +876,17-3031,Surveying and Mapping Technicians,Mineral Surveying Technician,17,"Management, Business, Science, and Arts Occupations" +877,17-3031,Surveying and Mapping Technicians,Surveying Technician,17,"Management, Business, Science, and Arts Occupations" +878,17-3031,Surveying and Mapping Technicians,Topography Technician,17,"Management, Business, Science, and Arts Occupations" +879,19-1011,Animal Scientists,Animal Geneticist,19,"Management, Business, Science, and Arts Occupations" +880,19-1011,Animal Scientists,Animal Nutritionist,19,"Management, Business, Science, and Arts Occupations" +881,19-1011,Animal Scientists,Beef Cattle Nutritionist,19,"Management, Business, Science, and Arts Occupations" +882,19-1011,Animal Scientists,Dairy Scientist,19,"Management, Business, Science, and Arts Occupations" +883,19-1011,Animal Scientists,Poultry Scientist,19,"Management, Business, Science, and Arts Occupations" +884,19-1011,Animal Scientists,Swine Genetics Researcher,19,"Management, Business, Science, and Arts Occupations" +885,19-1012,Food Scientists and Technologists,Dairy Bacteriologist,19,"Management, Business, Science, and Arts Occupations" +886,19-1012,Food Scientists and Technologists,Enologist,19,"Management, Business, Science, and Arts Occupations" +887,19-1012,Food Scientists and Technologists,Food Preservation Scientist,19,"Management, Business, Science, and Arts Occupations" +888,19-1012,Food Scientists and Technologists,Food Processing Scientist,19,"Management, Business, Science, and Arts Occupations" +889,19-1012,Food Scientists and Technologists,Food Safety Scientist,19,"Management, Business, Science, and Arts Occupations" +890,19-1012,Food Scientists and Technologists,Food Scientist,19,"Management, Business, Science, and Arts Occupations" +891,19-1012,Food Scientists and Technologists,Food Technologist,19,"Management, Business, Science, and Arts Occupations" +892,19-1013,Soil and Plant Scientists,Agriculturist,19,"Management, Business, Science, and Arts Occupations" +893,19-1013,Soil and Plant Scientists,Agronomist,19,"Management, Business, Science, and Arts Occupations" +894,19-1013,Soil and Plant Scientists,Arboreal Scientist,19,"Management, Business, Science, and Arts Occupations" +895,19-1013,Soil and Plant Scientists,Crop Nutrition Scientist,19,"Management, Business, Science, and Arts Occupations" +896,19-1013,Soil and Plant Scientists,Floriculturist,19,"Management, Business, Science, and Arts Occupations" +897,19-1013,Soil and Plant Scientists,Horticulturist,19,"Management, Business, Science, and Arts Occupations" +898,19-1013,Soil and Plant Scientists,Plant Physiologist,19,"Management, Business, Science, and Arts Occupations" +899,19-1013,Soil and Plant Scientists,Plant Scientist,19,"Management, Business, Science, and Arts Occupations" +900,19-1013,Soil and Plant Scientists,Pomologist,19,"Management, Business, Science, and Arts Occupations" +901,19-1013,Soil and Plant Scientists,Soil Fertility Extension Specialist,19,"Management, Business, Science, and Arts Occupations" +902,19-1013,Soil and Plant Scientists,Soil Scientist,19,"Management, Business, Science, and Arts Occupations" +903,19-1013,Soil and Plant Scientists,Viticulturist,19,"Management, Business, Science, and Arts Occupations" +904,19-1021,Biochemists and Biophysicists,Biochemist,19,"Management, Business, Science, and Arts Occupations" +905,19-1021,Biochemists and Biophysicists,Biological Chemist,19,"Management, Business, Science, and Arts Occupations" +906,19-1021,Biochemists and Biophysicists,Biophysicist,19,"Management, Business, Science, and Arts Occupations" +907,19-1021,Biochemists and Biophysicists,Clinical Biochemist,19,"Management, Business, Science, and Arts Occupations" +908,19-1021,Biochemists and Biophysicists,Physical Biochemist,19,"Management, Business, Science, and Arts Occupations" +909,19-1022,Microbiologists,Bacteriologist,19,"Management, Business, Science, and Arts Occupations" +910,19-1022,Microbiologists,Clinical Microbiologist,19,"Management, Business, Science, and Arts Occupations" +911,19-1022,Microbiologists,Medical Microbiologist,19,"Management, Business, Science, and Arts Occupations" +912,19-1022,Microbiologists,Microbiological Analyst,19,"Management, Business, Science, and Arts Occupations" +913,19-1022,Microbiologists,Public Health Microbiologist,19,"Management, Business, Science, and Arts Occupations" +914,19-1022,Microbiologists,Quality Control Microbiologist,19,"Management, Business, Science, and Arts Occupations" +915,19-1022,Microbiologists,Virologist,19,"Management, Business, Science, and Arts Occupations" +916,19-1023,Zoologists and Wildlife Biologists,Aquatic Biologist,19,"Management, Business, Science, and Arts Occupations" +917,19-1023,Zoologists and Wildlife Biologists,Entomologist,19,"Management, Business, Science, and Arts Occupations" +918,19-1023,Zoologists and Wildlife Biologists,Fish Culturist,19,"Management, Business, Science, and Arts Occupations" +919,19-1023,Zoologists and Wildlife Biologists,Fishery Biologist,19,"Management, Business, Science, and Arts Occupations" +920,19-1023,Zoologists and Wildlife Biologists,Herpetologist,19,"Management, Business, Science, and Arts Occupations" +921,19-1023,Zoologists and Wildlife Biologists,Ichthyologist,19,"Management, Business, Science, and Arts Occupations" +922,19-1023,Zoologists and Wildlife Biologists,Lepidopterist,19,"Management, Business, Science, and Arts Occupations" +923,19-1023,Zoologists and Wildlife Biologists,Marine Biologist,19,"Management, Business, Science, and Arts Occupations" +924,19-1023,Zoologists and Wildlife Biologists,Migratory Game Bird Biologist,19,"Management, Business, Science, and Arts Occupations" +925,19-1023,Zoologists and Wildlife Biologists,Ornithologist,19,"Management, Business, Science, and Arts Occupations" +926,19-1023,Zoologists and Wildlife Biologists,Protozoologist,19,"Management, Business, Science, and Arts Occupations" +927,19-1023,Zoologists and Wildlife Biologists,Wildlife Biologist,19,"Management, Business, Science, and Arts Occupations" +928,19-1029,"Biological Scientists, All Other",Biologist,19,"Management, Business, Science, and Arts Occupations" +929,19-1029,"Biological Scientists, All Other",Bryologist,19,"Management, Business, Science, and Arts Occupations" +930,19-1029,"Biological Scientists, All Other",Embryologist,19,"Management, Business, Science, and Arts Occupations" +931,19-1029,"Biological Scientists, All Other",Osteologist,19,"Management, Business, Science, and Arts Occupations" +932,19-1029,"Biological Scientists, All Other",Paleobotanist,19,"Management, Business, Science, and Arts Occupations" +933,19-1029,"Biological Scientists, All Other",Phytopathologist,19,"Management, Business, Science, and Arts Occupations" +934,19-1029,"Biological Scientists, All Other",Plant Etiologist,19,"Management, Business, Science, and Arts Occupations" +935,19-1031,Conservation Scientists,Conservation Science Officer,19,"Management, Business, Science, and Arts Occupations" +936,19-1031,Conservation Scientists,Grassland Conservationist,19,"Management, Business, Science, and Arts Occupations" +937,19-1031,Conservation Scientists,Land Reclamation Specialist,19,"Management, Business, Science, and Arts Occupations" +938,19-1031,Conservation Scientists,Land Resource Specialist,19,"Management, Business, Science, and Arts Occupations" +939,19-1031,Conservation Scientists,Range Conservationist,19,"Management, Business, Science, and Arts Occupations" +940,19-1031,Conservation Scientists,Range Ecologist,19,"Management, Business, Science, and Arts Occupations" +941,19-1031,Conservation Scientists,Range Scientist,19,"Management, Business, Science, and Arts Occupations" +942,19-1031,Conservation Scientists,Resource Conservationist,19,"Management, Business, Science, and Arts Occupations" +943,19-1031,Conservation Scientists,Soil Conservationist,19,"Management, Business, Science, and Arts Occupations" +944,19-1031,Conservation Scientists,Water Conservationist,19,"Management, Business, Science, and Arts Occupations" +945,19-1032,Foresters,Environmental Protection Forester,19,"Management, Business, Science, and Arts Occupations" +946,19-1032,Foresters,Forest Ecologist,19,"Management, Business, Science, and Arts Occupations" +947,19-1032,Foresters,Forestry Scientist,19,"Management, Business, Science, and Arts Occupations" +948,19-1032,Foresters,Land Management Forester,19,"Management, Business, Science, and Arts Occupations" +949,19-1032,Foresters,Operations Forester,19,"Management, Business, Science, and Arts Occupations" +950,19-1032,Foresters,Resource Forester,19,"Management, Business, Science, and Arts Occupations" +951,19-1032,Foresters,Service Forester,19,"Management, Business, Science, and Arts Occupations" +952,19-1032,Foresters,Timber Management Specialist,19,"Management, Business, Science, and Arts Occupations" +953,19-1032,Foresters,Urban Forester,19,"Management, Business, Science, and Arts Occupations" +954,19-1041,Epidemiologists,Clinical Epidemiologist,19,"Management, Business, Science, and Arts Occupations" +955,19-1041,Epidemiologists,Communicable Disease Specialist,19,"Management, Business, Science, and Arts Occupations" +956,19-1041,Epidemiologists,Environmental Epidemiologist,19,"Management, Business, Science, and Arts Occupations" +957,19-1041,Epidemiologists,Epidemiology Investigator,19,"Management, Business, Science, and Arts Occupations" +958,19-1041,Epidemiologists,Malariologist,19,"Management, Business, Science, and Arts Occupations" +959,19-1041,Epidemiologists,Medical Epidemiologist,19,"Management, Business, Science, and Arts Occupations" +960,19-1041,Epidemiologists,Pharmacoepidemiologist,19,"Management, Business, Science, and Arts Occupations" +961,19-1042,"Medical Scientists, Except Epidemiologists",Cancer Researcher,19,"Management, Business, Science, and Arts Occupations" +962,19-1042,"Medical Scientists, Except Epidemiologists",Clinical Pharmacologist,19,"Management, Business, Science, and Arts Occupations" +963,19-1042,"Medical Scientists, Except Epidemiologists",Gerontologist,19,"Management, Business, Science, and Arts Occupations" +964,19-1042,"Medical Scientists, Except Epidemiologists",Histopathologist,19,"Management, Business, Science, and Arts Occupations" +965,19-1042,"Medical Scientists, Except Epidemiologists",Immunochemist,19,"Management, Business, Science, and Arts Occupations" +966,19-1042,"Medical Scientists, Except Epidemiologists",Industrial Pharmacist,19,"Management, Business, Science, and Arts Occupations" +967,19-1042,"Medical Scientists, Except Epidemiologists",Medical Health Researcher,19,"Management, Business, Science, and Arts Occupations" +968,19-1042,"Medical Scientists, Except Epidemiologists",Medical Research Scientist,19,"Management, Business, Science, and Arts Occupations" +969,19-1042,"Medical Scientists, Except Epidemiologists",Medical Scientist,19,"Management, Business, Science, and Arts Occupations" +970,19-1042,"Medical Scientists, Except Epidemiologists",Neuroscientist,19,"Management, Business, Science, and Arts Occupations" +971,19-1042,"Medical Scientists, Except Epidemiologists",Pharmacologist,19,"Management, Business, Science, and Arts Occupations" +972,19-1042,"Medical Scientists, Except Epidemiologists",Serologist,19,"Management, Business, Science, and Arts Occupations" +973,19-1042,"Medical Scientists, Except Epidemiologists",Toxicologist,19,"Management, Business, Science, and Arts Occupations" +974,19-1099,"Life Scientists, All Other",Life Science Taxonomist,19,"Management, Business, Science, and Arts Occupations" +975,19-2011,Astronomers,Astrophysicist,19,"Management, Business, Science, and Arts Occupations" +976,19-2011,Astronomers,Cosmologist,19,"Management, Business, Science, and Arts Occupations" +977,19-2011,Astronomers,Extragalactic Astronomer,19,"Management, Business, Science, and Arts Occupations" +978,19-2011,Astronomers,Galactic Astronomer,19,"Management, Business, Science, and Arts Occupations" +979,19-2011,Astronomers,High-energy Astrophysicist,19,"Management, Business, Science, and Arts Occupations" +980,19-2011,Astronomers,Optical Astronomer,19,"Management, Business, Science, and Arts Occupations" +981,19-2011,Astronomers,Planetary Astronomer,19,"Management, Business, Science, and Arts Occupations" +982,19-2011,Astronomers,Radio Astronomer,19,"Management, Business, Science, and Arts Occupations" +983,19-2011,Astronomers,Solar Astronomer,19,"Management, Business, Science, and Arts Occupations" +984,19-2011,Astronomers,Stellar Astronomer,19,"Management, Business, Science, and Arts Occupations" +985,19-2011,Astronomers,Theoretical Astronomer,19,"Management, Business, Science, and Arts Occupations" +986,19-2012,Physicists,Computational Physicist,19,"Management, Business, Science, and Arts Occupations" +987,19-2012,Physicists,Condensed Matter Physicist,19,"Management, Business, Science, and Arts Occupations" +988,19-2012,Physicists,Fluid Dynamicist,19,"Management, Business, Science, and Arts Occupations" +989,19-2012,Physicists,Health Physicist,19,"Management, Business, Science, and Arts Occupations" +990,19-2012,Physicists,Mathematical Physicist,19,"Management, Business, Science, and Arts Occupations" +991,19-2012,Physicists,Medical Physicist,19,"Management, Business, Science, and Arts Occupations" +992,19-2012,Physicists,Molecular Physicist,19,"Management, Business, Science, and Arts Occupations" +993,19-2012,Physicists,Nuclear Physicist,19,"Management, Business, Science, and Arts Occupations" +994,19-2012,Physicists,Optical Scientist,19,"Management, Business, Science, and Arts Occupations" +995,19-2012,Physicists,Plasma Physicist,19,"Management, Business, Science, and Arts Occupations" +996,19-2012,Physicists,Research Physicist,19,"Management, Business, Science, and Arts Occupations" +997,19-2012,Physicists,Rheologist,19,"Management, Business, Science, and Arts Occupations" +998,19-2012,Physicists,Thermodynamic Physicist,19,"Management, Business, Science, and Arts Occupations" +999,19-2012,Physicists,Thermodynamicist,19,"Management, Business, Science, and Arts Occupations" +1000,19-2021,Atmospheric and Space Scientists,Atmospheric Chemist,19,"Management, Business, Science, and Arts Occupations" +1001,19-2021,Atmospheric and Space Scientists,Atmospheric Scientist,19,"Management, Business, Science, and Arts Occupations" +1002,19-2021,Atmospheric and Space Scientists,Climatologist,19,"Management, Business, Science, and Arts Occupations" +1003,19-2021,Atmospheric and Space Scientists,Hurricane Tracker,19,"Management, Business, Science, and Arts Occupations" +1004,19-2021,Atmospheric and Space Scientists,Meteorologist,19,"Management, Business, Science, and Arts Occupations" +1005,19-2021,Atmospheric and Space Scientists,Oceanographic Meteorologist,19,"Management, Business, Science, and Arts Occupations" +1006,19-2021,Atmospheric and Space Scientists,Space Scientist,19,"Management, Business, Science, and Arts Occupations" +1007,19-2021,Atmospheric and Space Scientists,Storm Chaser,19,"Management, Business, Science, and Arts Occupations" +1008,19-2021,Atmospheric and Space Scientists,Tornado Chaser,19,"Management, Business, Science, and Arts Occupations" +1009,19-2021,Atmospheric and Space Scientists,Warning Coordination Meteorologist,19,"Management, Business, Science, and Arts Occupations" +1010,19-2021,Atmospheric and Space Scientists,Weather Analyst,19,"Management, Business, Science, and Arts Occupations" +1011,19-2021,Atmospheric and Space Scientists,Weather Forecaster,19,"Management, Business, Science, and Arts Occupations" +1012,19-2021,Atmospheric and Space Scientists,Weatherman,19,"Management, Business, Science, and Arts Occupations" +1013,19-2031,Chemists,Agricultural Chemist,19,"Management, Business, Science, and Arts Occupations" +1014,19-2031,Chemists,Analytical Chemist,19,"Management, Business, Science, and Arts Occupations" +1015,19-2031,Chemists,Bench Chemist,19,"Management, Business, Science, and Arts Occupations" +1016,19-2031,Chemists,Food Chemist,19,"Management, Business, Science, and Arts Occupations" +1017,19-2031,Chemists,Formulary Chemist,19,"Management, Business, Science, and Arts Occupations" +1018,19-2031,Chemists,Industrial Chemist,19,"Management, Business, Science, and Arts Occupations" +1019,19-2031,Chemists,Inorganic Chemist,19,"Management, Business, Science, and Arts Occupations" +1020,19-2031,Chemists,Laboratory Chemist,19,"Management, Business, Science, and Arts Occupations" +1021,19-2031,Chemists,Nuclear Chemist,19,"Management, Business, Science, and Arts Occupations" +1022,19-2031,Chemists,Organic Chemist,19,"Management, Business, Science, and Arts Occupations" +1023,19-2031,Chemists,Quality Control Chemist,19,"Management, Business, Science, and Arts Occupations" +1024,19-2031,Chemists,Research and Development Chemist,19,"Management, Business, Science, and Arts Occupations" +1025,19-2032,Materials Scientists,Metal Alloy Scientist,19,"Management, Business, Science, and Arts Occupations" +1026,19-2032,Materials Scientists,Plastics Scientist,19,"Management, Business, Science, and Arts Occupations" +1027,19-2041,"Environmental Scientists and Specialists, Including Health",Ecological Modeler,19,"Management, Business, Science, and Arts Occupations" +1028,19-2041,"Environmental Scientists and Specialists, Including Health",Environmental Analyst,19,"Management, Business, Science, and Arts Occupations" +1029,19-2041,"Environmental Scientists and Specialists, Including Health",Environmental Scientist,19,"Management, Business, Science, and Arts Occupations" +1030,19-2041,"Environmental Scientists and Specialists, Including Health",Hazardous Substances Scientist,19,"Management, Business, Science, and Arts Occupations" +1031,19-2041,"Environmental Scientists and Specialists, Including Health",Health Environmentalist,19,"Management, Business, Science, and Arts Occupations" +1032,19-2041,"Environmental Scientists and Specialists, Including Health",Water Pollution Scientist,19,"Management, Business, Science, and Arts Occupations" +1033,19-2041,"Environmental Scientists and Specialists, Including Health",Water Quality Analyst,19,"Management, Business, Science, and Arts Occupations" +1034,19-2042,"Geoscientists, Except Hydrologists and Geographers",Crystallographer,19,"Management, Business, Science, and Arts Occupations" +1035,19-2042,"Geoscientists, Except Hydrologists and Geographers",Development Geologist,19,"Management, Business, Science, and Arts Occupations" +1036,19-2042,"Geoscientists, Except Hydrologists and Geographers",Environmental Geologist,19,"Management, Business, Science, and Arts Occupations" +1037,19-2042,"Geoscientists, Except Hydrologists and Geographers",Exploration Geologist,19,"Management, Business, Science, and Arts Occupations" +1038,19-2042,"Geoscientists, Except Hydrologists and Geographers",Geochemist,19,"Management, Business, Science, and Arts Occupations" +1039,19-2042,"Geoscientists, Except Hydrologists and Geographers",Geodesist,19,"Management, Business, Science, and Arts Occupations" +1040,19-2042,"Geoscientists, Except Hydrologists and Geographers",Geologist,19,"Management, Business, Science, and Arts Occupations" +1041,19-2042,"Geoscientists, Except Hydrologists and Geographers",Geomagnetist,19,"Management, Business, Science, and Arts Occupations" +1042,19-2042,"Geoscientists, Except Hydrologists and Geographers",Geophysicist,19,"Management, Business, Science, and Arts Occupations" +1043,19-2042,"Geoscientists, Except Hydrologists and Geographers",Geoscientist,19,"Management, Business, Science, and Arts Occupations" +1044,19-2042,"Geoscientists, Except Hydrologists and Geographers",Mine Geologist,19,"Management, Business, Science, and Arts Occupations" +1045,19-2042,"Geoscientists, Except Hydrologists and Geographers",Mineralogist,19,"Management, Business, Science, and Arts Occupations" +1046,19-2042,"Geoscientists, Except Hydrologists and Geographers",Mining Production Geologist,19,"Management, Business, Science, and Arts Occupations" +1047,19-2042,"Geoscientists, Except Hydrologists and Geographers",Oceanographer,19,"Management, Business, Science, and Arts Occupations" +1048,19-2042,"Geoscientists, Except Hydrologists and Geographers",Oceanologist,19,"Management, Business, Science, and Arts Occupations" +1049,19-2042,"Geoscientists, Except Hydrologists and Geographers",Paleontologist,19,"Management, Business, Science, and Arts Occupations" +1050,19-2042,"Geoscientists, Except Hydrologists and Geographers",Petroleum Geologist,19,"Management, Business, Science, and Arts Occupations" +1051,19-2042,"Geoscientists, Except Hydrologists and Geographers",Petrologist,19,"Management, Business, Science, and Arts Occupations" +1052,19-2042,"Geoscientists, Except Hydrologists and Geographers",Research Geologist,19,"Management, Business, Science, and Arts Occupations" +1053,19-2042,"Geoscientists, Except Hydrologists and Geographers",Sedimentationist,19,"Management, Business, Science, and Arts Occupations" +1054,19-2042,"Geoscientists, Except Hydrologists and Geographers",Seismologist,19,"Management, Business, Science, and Arts Occupations" +1055,19-2042,"Geoscientists, Except Hydrologists and Geographers",Stratigrapher,19,"Management, Business, Science, and Arts Occupations" +1056,19-2042,"Geoscientists, Except Hydrologists and Geographers",Volcanologist,19,"Management, Business, Science, and Arts Occupations" +1057,19-2043,Hydrologists,Hydrogeologist,19,"Management, Business, Science, and Arts Occupations" +1058,19-2043,Hydrologists,Isotope Hydrologist,19,"Management, Business, Science, and Arts Occupations" +1059,19-2043,Hydrologists,Surface Hydrologist,19,"Management, Business, Science, and Arts Occupations" +1060,19-3011,Economists,Agricultural Economist,19,"Management, Business, Science, and Arts Occupations" +1061,19-3011,Economists,Econometrician,19,"Management, Business, Science, and Arts Occupations" +1062,19-3011,Economists,Economic Development Specialist,19,"Management, Business, Science, and Arts Occupations" +1063,19-3011,Economists,Economic Research Analyst,19,"Management, Business, Science, and Arts Occupations" +1064,19-3011,Economists,Environmental Economist,19,"Management, Business, Science, and Arts Occupations" +1065,19-3011,Economists,Industrial Economist,19,"Management, Business, Science, and Arts Occupations" +1066,19-3011,Economists,Labor Economist,19,"Management, Business, Science, and Arts Occupations" +1067,19-3011,Economists,Price Economist,19,"Management, Business, Science, and Arts Occupations" +1068,19-3011,Economists,Social Economist,19,"Management, Business, Science, and Arts Occupations" +1069,19-3011,Economists,Tax Economist,19,"Management, Business, Science, and Arts Occupations" +1070,19-3011,Economists,Trade Economist,19,"Management, Business, Science, and Arts Occupations" +1071,19-3022,Survey Researchers,Pollster,19,"Management, Business, Science, and Arts Occupations" +1072,19-3022,Survey Researchers,Survey Methodologist,19,"Management, Business, Science, and Arts Occupations" +1073,19-3022,Survey Researchers,Survey Questionnaire Designer,19,"Management, Business, Science, and Arts Occupations" +1074,19-3032,Industrial-Organizational Psychologists,Engineering Psychologist,19,"Management, Business, Science, and Arts Occupations" +1075,19-3032,Industrial-Organizational Psychologists,Human Resources Psychologist,19,"Management, Business, Science, and Arts Occupations" +1076,19-3032,Industrial-Organizational Psychologists,I/O Psychologist,19,"Management, Business, Science, and Arts Occupations" +1077,19-3032,Industrial-Organizational Psychologists,Industrial Psychologist,19,"Management, Business, Science, and Arts Occupations" +1078,19-3032,Industrial-Organizational Psychologists,Management Psychologist,19,"Management, Business, Science, and Arts Occupations" +1079,19-3032,Industrial-Organizational Psychologists,Organizational Psychologist,19,"Management, Business, Science, and Arts Occupations" +1080,19-3032,Industrial-Organizational Psychologists,Organizational Research Consultant,19,"Management, Business, Science, and Arts Occupations" +1081,19-3032,Industrial-Organizational Psychologists,Personnel Research Psychologist,19,"Management, Business, Science, and Arts Occupations" +1082,19-3033,Clinical and Counseling Psychologists,Eating Disorder Psychologists,19,"Management, Business, Science, and Arts Occupations" +1083,19-3033,Clinical and Counseling Psychologists,Geropsychologists,19,"Management, Business, Science, and Arts Occupations" +1084,19-3034,School Psychologists,Educational Psychologists,19,"Management, Business, Science, and Arts Occupations" +1085,19-3039,"Psychologists, All Other",Developmental Psychologist,19,"Management, Business, Science, and Arts Occupations" +1086,19-3039,"Psychologists, All Other",Experimental Psychologist,19,"Management, Business, Science, and Arts Occupations" +1087,19-3039,"Psychologists, All Other",Forensic Psychologist,19,"Management, Business, Science, and Arts Occupations" +1088,19-3039,"Psychologists, All Other",Neuropsychologist,19,"Management, Business, Science, and Arts Occupations" +1089,19-3039,"Psychologists, All Other",Psychotherapist,19,"Management, Business, Science, and Arts Occupations" +1090,19-3039,"Psychologists, All Other",Rehabilitation Psychologist,19,"Management, Business, Science, and Arts Occupations" +1091,19-3039,"Psychologists, All Other",Social Psychologist,19,"Management, Business, Science, and Arts Occupations" +1092,19-3039,"Psychologists, All Other",Sports Psychologist,19,"Management, Business, Science, and Arts Occupations" +1093,19-3041,Sociologists,Criminologist,19,"Management, Business, Science, and Arts Occupations" +1094,19-3041,Sociologists,Family Sociologist,19,"Management, Business, Science, and Arts Occupations" +1095,19-3041,Sociologists,Penologist,19,"Management, Business, Science, and Arts Occupations" +1096,19-3041,Sociologists,Rural Sociologist,19,"Management, Business, Science, and Arts Occupations" +1097,19-3041,Sociologists,Urban Sociologist,19,"Management, Business, Science, and Arts Occupations" +1098,19-3051,Urban and Regional Planners,City Planner,19,"Management, Business, Science, and Arts Occupations" +1099,19-3051,Urban and Regional Planners,Community Development Planner,19,"Management, Business, Science, and Arts Occupations" +1100,19-3051,Urban and Regional Planners,Regional Planner,19,"Management, Business, Science, and Arts Occupations" +1101,19-3051,Urban and Regional Planners,Urban Planner,19,"Management, Business, Science, and Arts Occupations" +1102,19-3091,Anthropologists and Archeologists,Anthropologist,19,"Management, Business, Science, and Arts Occupations" +1103,19-3091,Anthropologists and Archeologists,Applied Anthropologist,19,"Management, Business, Science, and Arts Occupations" +1104,19-3091,Anthropologists and Archeologists,Archaeologist,19,"Management, Business, Science, and Arts Occupations" +1105,19-3091,Anthropologists and Archeologists,Ethnoarchaeologist,19,"Management, Business, Science, and Arts Occupations" +1106,19-3091,Anthropologists and Archeologists,Medical Anthropologist,19,"Management, Business, Science, and Arts Occupations" +1107,19-3091,Anthropologists and Archeologists,Physical Anthropologist,19,"Management, Business, Science, and Arts Occupations" +1108,19-3091,Anthropologists and Archeologists,Political Anthropologist,19,"Management, Business, Science, and Arts Occupations" +1109,19-3091,Anthropologists and Archeologists,Research Anthropologist,19,"Management, Business, Science, and Arts Occupations" +1110,19-3091,Anthropologists and Archeologists,Research Archaeologist,19,"Management, Business, Science, and Arts Occupations" +1111,19-3092,Geographers,Biogeographer,19,"Management, Business, Science, and Arts Occupations" +1112,19-3092,Geographers,Economic Geographer,19,"Management, Business, Science, and Arts Occupations" +1113,19-3092,Geographers,Geomorphologist,19,"Management, Business, Science, and Arts Occupations" +1114,19-3092,Geographers,GIS Geographer,19,"Management, Business, Science, and Arts Occupations" +1115,19-3092,Geographers,Glaciologist,19,"Management, Business, Science, and Arts Occupations" +1116,19-3092,Geographers,Physical Geographer,19,"Management, Business, Science, and Arts Occupations" +1117,19-3092,Geographers,Political Geographer,19,"Management, Business, Science, and Arts Occupations" +1118,19-3093,Historians,Genealogist,19,"Management, Business, Science, and Arts Occupations" +1119,19-3093,Historians,Historiographer,19,"Management, Business, Science, and Arts Occupations" +1120,19-3093,Historians,Protohistorian,19,"Management, Business, Science, and Arts Occupations" +1121,19-3094,Political Scientists,Government Affairs Researcher,19,"Management, Business, Science, and Arts Occupations" +1122,19-3094,Political Scientists,Government Affairs Specialist,19,"Management, Business, Science, and Arts Occupations" +1123,19-3094,Political Scientists,Local Governance and Citizen Participation Specialist,19,"Management, Business, Science, and Arts Occupations" +1124,19-3094,Political Scientists,Political Consultant,19,"Management, Business, Science, and Arts Occupations" +1125,19-3094,Political Scientists,Political Research Scientist,19,"Management, Business, Science, and Arts Occupations" +1126,19-3094,Political Scientists,Political Researcher,19,"Management, Business, Science, and Arts Occupations" +1127,19-3099,"Social Scientists and Related Workers, All Other",Behavioral Scientist,19,"Management, Business, Science, and Arts Occupations" +1128,19-3099,"Social Scientists and Related Workers, All Other",Demographer,19,"Management, Business, Science, and Arts Occupations" +1129,19-3099,"Social Scientists and Related Workers, All Other",Ethnologist,19,"Management, Business, Science, and Arts Occupations" +1130,19-3099,"Social Scientists and Related Workers, All Other",Etymologist,19,"Management, Business, Science, and Arts Occupations" +1131,19-3099,"Social Scientists and Related Workers, All Other",Linguist,19,"Management, Business, Science, and Arts Occupations" +1132,19-3099,"Social Scientists and Related Workers, All Other",Philologist,19,"Management, Business, Science, and Arts Occupations" +1133,19-3099,"Social Scientists and Related Workers, All Other",Social Scientist,19,"Management, Business, Science, and Arts Occupations" +1134,19-4012,Agricultural Technicians,Agronomy Technician,19,"Management, Business, Science, and Arts Occupations" +1135,19-4012,Agricultural Technicians,Artificial Breeding Technician,19,"Management, Business, Science, and Arts Occupations" +1136,19-4012,Agricultural Technicians,Cotton Program Technician,19,"Management, Business, Science, and Arts Occupations" +1137,19-4012,Agricultural Technicians,Feed Mill Lab Technician,19,"Management, Business, Science, and Arts Occupations" +1138,19-4012,Agricultural Technicians,Feed Research Technician,19,"Management, Business, Science, and Arts Occupations" +1139,19-4012,Agricultural Technicians,Seed Analyst,19,"Management, Business, Science, and Arts Occupations" +1140,19-4012,Agricultural Technicians,Sugarcane Research Technician,19,"Management, Business, Science, and Arts Occupations" +1141,19-4012,Agricultural Technicians,Weed Science Research Technician,19,"Management, Business, Science, and Arts Occupations" +1142,19-4013,Food Science Technicians,Flavor Technician,19,"Management, Business, Science, and Arts Occupations" +1143,19-4013,Food Science Technicians,Food Quality Control Technician,19,"Management, Business, Science, and Arts Occupations" +1144,19-4013,Food Science Technicians,Food Quality Technician,19,"Management, Business, Science, and Arts Occupations" +1145,19-4021,Biological Technicians,Bacteriology Technician,19,"Management, Business, Science, and Arts Occupations" +1146,19-4021,Biological Technicians,Biochemistry Technician,19,"Management, Business, Science, and Arts Occupations" +1147,19-4021,Biological Technicians,Biology Laboratory Assistant,19,"Management, Business, Science, and Arts Occupations" +1148,19-4021,Biological Technicians,Marine Fisheries Technician,19,"Management, Business, Science, and Arts Occupations" +1149,19-4021,Biological Technicians,Microbiology Technician,19,"Management, Business, Science, and Arts Occupations" +1150,19-4021,Biological Technicians,Wildlife Technician,19,"Management, Business, Science, and Arts Occupations" +1151,19-4031,Chemical Technicians,Assayer,19,"Management, Business, Science, and Arts Occupations" +1152,19-4031,Chemical Technicians,Chemical Laboratory Technician,19,"Management, Business, Science, and Arts Occupations" +1153,19-4031,Chemical Technicians,Inorganic Chemical Technician,19,"Management, Business, Science, and Arts Occupations" +1154,19-4042,"Environmental Science and Protection Technicians, Including Health",Air Quality Technician,19,"Management, Business, Science, and Arts Occupations" +1155,19-4042,"Environmental Science and Protection Technicians, Including Health",Certified Indoor Environmentalist,19,"Management, Business, Science, and Arts Occupations" +1156,19-4042,"Environmental Science and Protection Technicians, Including Health",Environmental Science Technician,19,"Management, Business, Science, and Arts Occupations" +1157,19-4042,"Environmental Science and Protection Technicians, Including Health",Infectious Waste Technician,19,"Management, Business, Science, and Arts Occupations" +1158,19-4042,"Environmental Science and Protection Technicians, Including Health",Pollution Control Technician,19,"Management, Business, Science, and Arts Occupations" +1159,19-4042,"Environmental Science and Protection Technicians, Including Health",Public Health Sanitarian Technician,19,"Management, Business, Science, and Arts Occupations" +1160,19-4042,"Environmental Science and Protection Technicians, Including Health",Radon Inspector,19,"Management, Business, Science, and Arts Occupations" +1161,19-4043,"Geological Technicians, Except Hydrologic Technicians",Crude Tester,19,"Management, Business, Science, and Arts Occupations" +1162,19-4043,"Geological Technicians, Except Hydrologic Technicians",Geological Sample Tester,19,"Management, Business, Science, and Arts Occupations" +1163,19-4043,"Geological Technicians, Except Hydrologic Technicians",Geophysical Prospector,19,"Management, Business, Science, and Arts Occupations" +1164,19-4043,"Geological Technicians, Except Hydrologic Technicians",Magnetometer Operator,19,"Management, Business, Science, and Arts Occupations" +1165,19-4043,"Geological Technicians, Except Hydrologic Technicians",Mineral Technologist,19,"Management, Business, Science, and Arts Occupations" +1166,19-4043,"Geological Technicians, Except Hydrologic Technicians",Mining Technician,19,"Management, Business, Science, and Arts Occupations" +1167,19-4043,"Geological Technicians, Except Hydrologic Technicians",Mud Logger,19,"Management, Business, Science, and Arts Occupations" +1168,19-4043,"Geological Technicians, Except Hydrologic Technicians",Petroleum Technician,19,"Management, Business, Science, and Arts Occupations" +1169,19-4043,"Geological Technicians, Except Hydrologic Technicians",Seismic Interpreter,19,"Management, Business, Science, and Arts Occupations" +1170,19-4043,"Geological Technicians, Except Hydrologic Technicians",Seismic Observer,19,"Management, Business, Science, and Arts Occupations" +1171,19-4043,"Geological Technicians, Except Hydrologic Technicians",Seismograph Operator,19,"Management, Business, Science, and Arts Occupations" +1172,19-4044,Hydrologic Technicians,Groundwater Monitoring Technician,19,"Management, Business, Science, and Arts Occupations" +1173,19-4051,Nuclear Technicians,Nuclear Monitoring Technician,19,"Management, Business, Science, and Arts Occupations" +1174,19-4051,Nuclear Technicians,Radiation Protection Technician,19,"Management, Business, Science, and Arts Occupations" +1175,19-4051,Nuclear Technicians,Radiochemical Technician,19,"Management, Business, Science, and Arts Occupations" +1176,19-4061,Social Science Research Assistants,City Planning Aide,19,"Management, Business, Science, and Arts Occupations" +1177,19-4061,Social Science Research Assistants,Economic Research Assistant,19,"Management, Business, Science, and Arts Occupations" +1178,19-4061,Social Science Research Assistants,Economist Research Assistant,19,"Management, Business, Science, and Arts Occupations" +1179,19-4061,Social Science Research Assistants,Historian Research Assistant,19,"Management, Business, Science, and Arts Occupations" +1180,19-4061,Social Science Research Assistants,Political Science Research Assistant,19,"Management, Business, Science, and Arts Occupations" +1181,19-4061,Social Science Research Assistants,Psychologist Research Assistant,19,"Management, Business, Science, and Arts Occupations" +1182,19-4061,Social Science Research Assistants,Sociology Research Assistant,19,"Management, Business, Science, and Arts Occupations" +1183,19-4071,Forest and Conservation Technicians,Forest Technician,19,"Management, Business, Science, and Arts Occupations" +1184,19-4071,Forest and Conservation Technicians,Forestry Aide,19,"Management, Business, Science, and Arts Occupations" +1185,19-4071,Forest and Conservation Technicians,Forestry Technician,19,"Management, Business, Science, and Arts Occupations" +1186,19-4071,Forest and Conservation Technicians,Natural Resources Technician,19,"Management, Business, Science, and Arts Occupations" +1187,19-4071,Forest and Conservation Technicians,Soil Conservation Technician,19,"Management, Business, Science, and Arts Occupations" +1188,19-4071,Forest and Conservation Technicians,Timber Management Technician,19,"Management, Business, Science, and Arts Occupations" +1189,19-4092,Forensic Science Technicians,Ballistic Technician,19,"Management, Business, Science, and Arts Occupations" +1190,19-4092,Forensic Science Technicians,Ballistician,19,"Management, Business, Science, and Arts Occupations" +1191,19-4092,Forensic Science Technicians,Ballistics Expert,19,"Management, Business, Science, and Arts Occupations" +1192,19-4092,Forensic Science Technicians,Crime Lab Technician,19,"Management, Business, Science, and Arts Occupations" +1193,19-4092,Forensic Science Technicians,Crime Scene Technician,19,"Management, Business, Science, and Arts Occupations" +1194,19-4092,Forensic Science Technicians,Criminalist Technician,19,"Management, Business, Science, and Arts Occupations" +1195,19-4092,Forensic Science Technicians,Fingerprint Expert,19,"Management, Business, Science, and Arts Occupations" +1196,19-4092,Forensic Science Technicians,Forensic Analyst,19,"Management, Business, Science, and Arts Occupations" +1197,19-4092,Forensic Science Technicians,Handwriting Expert,19,"Management, Business, Science, and Arts Occupations" +1198,19-4092,Forensic Science Technicians,Trace Evidence Technician,19,"Management, Business, Science, and Arts Occupations" +1199,19-4092,Forensic Science Technicians,Wildlife Forensic Geneticist,19,"Management, Business, Science, and Arts Occupations" +1200,19-4099,"Life, Physical, and Social Science Technicians, All Other",Meteorological Aide,19,"Management, Business, Science, and Arts Occupations" +1201,19-4099,"Life, Physical, and Social Science Technicians, All Other",Polygraph Examiner,19,"Management, Business, Science, and Arts Occupations" +1202,19-5011,Occupational Health and Safety Specialists,Certified Industrial Hygienist,19,"Management, Business, Science, and Arts Occupations" +1203,19-5011,Occupational Health and Safety Specialists,Certified Professional Ergonomist,19,"Management, Business, Science, and Arts Occupations" +1204,19-5011,Occupational Health and Safety Specialists,Environmental Health Sanitarian,19,"Management, Business, Science, and Arts Occupations" +1205,19-5011,Occupational Health and Safety Specialists,Health and Safety Inspector,19,"Management, Business, Science, and Arts Occupations" +1206,19-5011,Occupational Health and Safety Specialists,Industrial Hygienist,19,"Management, Business, Science, and Arts Occupations" +1207,19-5011,Occupational Health and Safety Specialists,Industrial Safety and Health Specialist,19,"Management, Business, Science, and Arts Occupations" +1208,19-5011,Occupational Health and Safety Specialists,Occupational Safety and Health Inspector,19,"Management, Business, Science, and Arts Occupations" +1209,19-5011,Occupational Health and Safety Specialists,Radiological Health Specialist,19,"Management, Business, Science, and Arts Occupations" +1210,19-5012,Occupational Health and Safety Technicians,CHST,19,"Management, Business, Science, and Arts Occupations" +1211,19-5012,Occupational Health and Safety Technicians,Construction Health and Safety Technician,19,"Management, Business, Science, and Arts Occupations" +1212,19-5012,Occupational Health and Safety Technicians,Environmental Health Technologist,19,"Management, Business, Science, and Arts Occupations" +1213,19-5012,Occupational Health and Safety Technicians,Ergonomics Technician,19,"Management, Business, Science, and Arts Occupations" +1214,19-5012,Occupational Health and Safety Technicians,Occupational Health and Safety Technologist,19,"Management, Business, Science, and Arts Occupations" +1215,19-5012,Occupational Health and Safety Technicians,Occupational Health and Safety Technologist (OHST),19,"Management, Business, Science, and Arts Occupations" +1216,21-1011,Substance Abuse and Behavioral Disorder Counselors,Addiction Counselor,21,"Management, Business, Science, and Arts Occupations" +1217,21-1011,Substance Abuse and Behavioral Disorder Counselors,Addiction Therapist,21,"Management, Business, Science, and Arts Occupations" +1218,21-1011,Substance Abuse and Behavioral Disorder Counselors,Alcohol and Drug Counselor,21,"Management, Business, Science, and Arts Occupations" +1219,21-1011,Substance Abuse and Behavioral Disorder Counselors,Certified Abuse and Drug Addiction Counselor,21,"Management, Business, Science, and Arts Occupations" +1220,21-1011,Substance Abuse and Behavioral Disorder Counselors,Certified Alcohol and Drug Counselor,21,"Management, Business, Science, and Arts Occupations" +1221,21-1011,Substance Abuse and Behavioral Disorder Counselors,Chemical Dependency Counselor,21,"Management, Business, Science, and Arts Occupations" +1222,21-1011,Substance Abuse and Behavioral Disorder Counselors,Drug Abuse Counselor,21,"Management, Business, Science, and Arts Occupations" +1223,21-1011,Substance Abuse and Behavioral Disorder Counselors,Drug Counselor,21,"Management, Business, Science, and Arts Occupations" +1224,21-1011,Substance Abuse and Behavioral Disorder Counselors,Substance Abuse Counselor,21,"Management, Business, Science, and Arts Occupations" +1225,21-1012,"Educational, Guidance, and Career Counselors and Advisors",Admissions Counselor,21,"Management, Business, Science, and Arts Occupations" +1226,21-1012,"Educational, Guidance, and Career Counselors and Advisors",Career Counselor,21,"Management, Business, Science, and Arts Occupations" +1227,21-1012,"Educational, Guidance, and Career Counselors and Advisors",Career Technical Counselor,21,"Management, Business, Science, and Arts Occupations" +1228,21-1012,"Educational, Guidance, and Career Counselors and Advisors",Education Counselor,21,"Management, Business, Science, and Arts Occupations" +1229,21-1012,"Educational, Guidance, and Career Counselors and Advisors",Guidance Counselor,21,"Management, Business, Science, and Arts Occupations" +1230,21-1012,"Educational, Guidance, and Career Counselors and Advisors",International Student Counselor,21,"Management, Business, Science, and Arts Occupations" +1231,21-1012,"Educational, Guidance, and Career Counselors and Advisors",School Adjustment Counselor,21,"Management, Business, Science, and Arts Occupations" +1232,21-1012,"Educational, Guidance, and Career Counselors and Advisors",School Guidance Counselor,21,"Management, Business, Science, and Arts Occupations" +1233,21-1012,"Educational, Guidance, and Career Counselors and Advisors",Student Advisor,21,"Management, Business, Science, and Arts Occupations" +1234,21-1012,"Educational, Guidance, and Career Counselors and Advisors",Student Development Advisor,21,"Management, Business, Science, and Arts Occupations" +1235,21-1012,"Educational, Guidance, and Career Counselors and Advisors",Student Services Counselor,21,"Management, Business, Science, and Arts Occupations" +1236,21-1012,"Educational, Guidance, and Career Counselors and Advisors",Student Success Counselor,21,"Management, Business, Science, and Arts Occupations" +1237,21-1012,"Educational, Guidance, and Career Counselors and Advisors",Study Abroad Advisor,21,"Management, Business, Science, and Arts Occupations" +1238,21-1012,"Educational, Guidance, and Career Counselors and Advisors",Vocational Adviser,21,"Management, Business, Science, and Arts Occupations" +1239,21-1013,Marriage and Family Therapists,Child and Family Counselor,21,"Management, Business, Science, and Arts Occupations" +1240,21-1013,Marriage and Family Therapists,Couples Therapist,21,"Management, Business, Science, and Arts Occupations" +1241,21-1013,Marriage and Family Therapists,Family Counselor,21,"Management, Business, Science, and Arts Occupations" +1242,21-1013,Marriage and Family Therapists,Family Therapist,21,"Management, Business, Science, and Arts Occupations" +1243,21-1013,Marriage and Family Therapists,Marriage Counselor,21,"Management, Business, Science, and Arts Occupations" +1244,21-1013,Marriage and Family Therapists,Marriage Therapist,21,"Management, Business, Science, and Arts Occupations" +1245,21-1013,Marriage and Family Therapists,Relationship Counselor,21,"Management, Business, Science, and Arts Occupations" +1246,21-1014,Mental Health Counselors,Clinical Mental Health Counselor,21,"Management, Business, Science, and Arts Occupations" +1247,21-1014,Mental Health Counselors,Licensed Clinical Mental Health Counselor,21,"Management, Business, Science, and Arts Occupations" +1248,21-1014,Mental Health Counselors,Licensed Clinical Mental Health Counselor (LCMHC),21,"Management, Business, Science, and Arts Occupations" +1249,21-1014,Mental Health Counselors,Licensed Mental Health Counselor,21,"Management, Business, Science, and Arts Occupations" +1250,21-1014,Mental Health Counselors,Licensed Mental Health Counselor (LMHC),21,"Management, Business, Science, and Arts Occupations" +1251,21-1015,Rehabilitation Counselors,Certified Rehabilitation Counselor,21,"Management, Business, Science, and Arts Occupations" +1252,21-1015,Rehabilitation Counselors,Coordinator of Rehabilitation Services,21,"Management, Business, Science, and Arts Occupations" +1253,21-1015,Rehabilitation Counselors,Psychosocial Rehabilitation Counselor,21,"Management, Business, Science, and Arts Occupations" +1254,21-1015,Rehabilitation Counselors,Veterans Rehabilitation Counselor,21,"Management, Business, Science, and Arts Occupations" +1255,21-1015,Rehabilitation Counselors,Vocational Rehabilitation Counselor,21,"Management, Business, Science, and Arts Occupations" +1256,21-1015,Rehabilitation Counselors,Vocational Rehabilitation Job Coach,21,"Management, Business, Science, and Arts Occupations" +1257,21-1019,"Counselors, All Other",AIDS Counselor,21,"Management, Business, Science, and Arts Occupations" +1258,21-1019,"Counselors, All Other",Anger Control Counselor,21,"Management, Business, Science, and Arts Occupations" +1259,21-1019,"Counselors, All Other",Grief Counselor,21,"Management, Business, Science, and Arts Occupations" +1260,21-1019,"Counselors, All Other",HIV Counselor,21,"Management, Business, Science, and Arts Occupations" +1261,21-1019,"Counselors, All Other",Sexual Assault Counselor,21,"Management, Business, Science, and Arts Occupations" +1262,21-1021,"Child, Family, and School Social Workers",C-CYFSW,21,"Management, Business, Science, and Arts Occupations" +1263,21-1021,"Child, Family, and School Social Workers","Certified Children, Youth, and Family Social Worker",21,"Management, Business, Science, and Arts Occupations" +1264,21-1021,"Child, Family, and School Social Workers",Child Abuse Worker,21,"Management, Business, Science, and Arts Occupations" +1265,21-1021,"Child, Family, and School Social Workers",Child and Family Services Worker,21,"Management, Business, Science, and Arts Occupations" +1266,21-1021,"Child, Family, and School Social Workers",Child Protective Services Social Worker,21,"Management, Business, Science, and Arts Occupations" +1267,21-1021,"Child, Family, and School Social Workers",Child Protective Services Specialist,21,"Management, Business, Science, and Arts Occupations" +1268,21-1021,"Child, Family, and School Social Workers",Child Welfare Social Worker,21,"Management, Business, Science, and Arts Occupations" +1269,21-1021,"Child, Family, and School Social Workers",Child Welfare Worker,21,"Management, Business, Science, and Arts Occupations" +1270,21-1021,"Child, Family, and School Social Workers",Family Preservation Caseworker,21,"Management, Business, Science, and Arts Occupations" +1271,21-1021,"Child, Family, and School Social Workers",Family Preservation Worker,21,"Management, Business, Science, and Arts Occupations" +1272,21-1021,"Child, Family, and School Social Workers",Family Service Caseworker,21,"Management, Business, Science, and Arts Occupations" +1273,21-1021,"Child, Family, and School Social Workers",Foster Care Social Worker,21,"Management, Business, Science, and Arts Occupations" +1274,21-1021,"Child, Family, and School Social Workers",Foster Care Worker,21,"Management, Business, Science, and Arts Occupations" +1275,21-1021,"Child, Family, and School Social Workers",School Social Worker,21,"Management, Business, Science, and Arts Occupations" +1276,21-1022,Healthcare Social Workers,AIDS Social Worker,21,"Management, Business, Science, and Arts Occupations" +1277,21-1022,Healthcare Social Workers,Certified Social Workers In Health Care,21,"Management, Business, Science, and Arts Occupations" +1278,21-1022,Healthcare Social Workers,C-SWHC,21,"Management, Business, Science, and Arts Occupations" +1279,21-1022,Healthcare Social Workers,Hospice Home Care Social Worker,21,"Management, Business, Science, and Arts Occupations" +1280,21-1022,Healthcare Social Workers,Hospice Social Worker,21,"Management, Business, Science, and Arts Occupations" +1281,21-1022,Healthcare Social Workers,Hospital Social Worker,21,"Management, Business, Science, and Arts Occupations" +1282,21-1022,Healthcare Social Workers,Medical Social Worker,21,"Management, Business, Science, and Arts Occupations" +1283,21-1022,Healthcare Social Workers,Neonatal Social Worker,21,"Management, Business, Science, and Arts Occupations" +1284,21-1022,Healthcare Social Workers,Nephrology Social Worker,21,"Management, Business, Science, and Arts Occupations" +1285,21-1022,Healthcare Social Workers,Oncology Social Worker,21,"Management, Business, Science, and Arts Occupations" +1286,21-1022,Healthcare Social Workers,Pediatric Social Worker,21,"Management, Business, Science, and Arts Occupations" +1287,21-1022,Healthcare Social Workers,Public Health Social Worker,21,"Management, Business, Science, and Arts Occupations" +1288,21-1022,Healthcare Social Workers,Renal Social Worker,21,"Management, Business, Science, and Arts Occupations" +1289,21-1023,Mental Health and Substance Abuse Social Workers,Community Mental Health Social Worker,21,"Management, Business, Science, and Arts Occupations" +1290,21-1023,Mental Health and Substance Abuse Social Workers,Drug Abuse Social Worker,21,"Management, Business, Science, and Arts Occupations" +1291,21-1023,Mental Health and Substance Abuse Social Workers,Psychiatric Social Worker,21,"Management, Business, Science, and Arts Occupations" +1292,21-1023,Mental Health and Substance Abuse Social Workers,Psychotherapist Social Worker,21,"Management, Business, Science, and Arts Occupations" +1293,21-1029,"Social Workers, All Other",Adult Protective Service Social Worker,21,"Management, Business, Science, and Arts Occupations" +1294,21-1029,"Social Workers, All Other",Criminal Justice Social Worker,21,"Management, Business, Science, and Arts Occupations" +1295,21-1029,"Social Workers, All Other",Forensic Social Worker,21,"Management, Business, Science, and Arts Occupations" +1296,21-1029,"Social Workers, All Other",Sexual Assault Social Worker,21,"Management, Business, Science, and Arts Occupations" +1297,21-1091,Health Education Specialists,Certified Diabetes Educator,21,"Management, Business, Science, and Arts Occupations" +1298,21-1091,Health Education Specialists,Certified Health Education Specialist,21,"Management, Business, Science, and Arts Occupations" +1299,21-1091,Health Education Specialists,Community Health Education Coordinator,21,"Management, Business, Science, and Arts Occupations" +1300,21-1091,Health Education Specialists,Diabetes Educator,21,"Management, Business, Science, and Arts Occupations" +1301,21-1091,Health Education Specialists,Health Educator,21,"Management, Business, Science, and Arts Occupations" +1302,21-1091,Health Education Specialists,Public Health Educator,21,"Management, Business, Science, and Arts Occupations" +1303,21-1092,Probation Officers and Correctional Treatment Specialists,Correctional Treatment Specialist,21,"Management, Business, Science, and Arts Occupations" +1304,21-1092,Probation Officers and Correctional Treatment Specialists,Juvenile Probation Officer,21,"Management, Business, Science, and Arts Occupations" +1305,21-1092,Probation Officers and Correctional Treatment Specialists,Parole Agent,21,"Management, Business, Science, and Arts Occupations" +1306,21-1092,Probation Officers and Correctional Treatment Specialists,Parole Officer,21,"Management, Business, Science, and Arts Occupations" +1307,21-1092,Probation Officers and Correctional Treatment Specialists,Probation Officer,21,"Management, Business, Science, and Arts Occupations" +1308,21-1093,Social and Human Service Assistants,Addictions Counselor Assistant,21,"Management, Business, Science, and Arts Occupations" +1309,21-1093,Social and Human Service Assistants,Case Work Aide,21,"Management, Business, Science, and Arts Occupations" +1310,21-1093,Social and Human Service Assistants,Clinical Social Work Aide,21,"Management, Business, Science, and Arts Occupations" +1311,21-1093,Social and Human Service Assistants,Family Service Assistant,21,"Management, Business, Science, and Arts Occupations" +1312,21-1093,Social and Human Service Assistants,Human Services Worker,21,"Management, Business, Science, and Arts Occupations" +1313,21-1093,Social and Human Service Assistants,Social Work Assistant,21,"Management, Business, Science, and Arts Occupations" +1314,21-1094,Community Health Workers,CHW,21,"Management, Business, Science, and Arts Occupations" +1315,21-1094,Community Health Workers,Community Health Advisor,21,"Management, Business, Science, and Arts Occupations" +1316,21-1094,Community Health Workers,Community Health Representative,21,"Management, Business, Science, and Arts Occupations" +1317,21-1094,Community Health Workers,Lay Health Advocate,21,"Management, Business, Science, and Arts Occupations" +1318,21-1094,Community Health Workers,Peer Health Promoter,21,"Management, Business, Science, and Arts Occupations" +1319,21-1094,Community Health Workers,Promotor(a),21,"Management, Business, Science, and Arts Occupations" +1320,21-1099,"Community and Social Service Specialists, All Other",Community Organization Worker,21,"Management, Business, Science, and Arts Occupations" +1321,21-1099,"Community and Social Service Specialists, All Other",Veterans Service Officer,21,"Management, Business, Science, and Arts Occupations" +1322,21-2011,Clergy,Cantor,21,"Management, Business, Science, and Arts Occupations" +1323,21-2011,Clergy,Children's Pastor,21,"Management, Business, Science, and Arts Occupations" +1324,21-2011,Clergy,College Chaplain,21,"Management, Business, Science, and Arts Occupations" +1325,21-2011,Clergy,Hebrew Cantor,21,"Management, Business, Science, and Arts Occupations" +1326,21-2011,Clergy,Hospital Chaplain,21,"Management, Business, Science, and Arts Occupations" +1327,21-2011,Clergy,Imam,21,"Management, Business, Science, and Arts Occupations" +1328,21-2011,Clergy,Minister,21,"Management, Business, Science, and Arts Occupations" +1329,21-2011,Clergy,Parish Priest,21,"Management, Business, Science, and Arts Occupations" +1330,21-2011,Clergy,Pastor,21,"Management, Business, Science, and Arts Occupations" +1331,21-2011,Clergy,Priest,21,"Management, Business, Science, and Arts Occupations" +1332,21-2011,Clergy,Rabbi,21,"Management, Business, Science, and Arts Occupations" +1333,21-2011,Clergy,Reverend,21,"Management, Business, Science, and Arts Occupations" +1334,21-2011,Clergy,Vicar,21,"Management, Business, Science, and Arts Occupations" +1335,21-2011,Clergy,Youth Pastor,21,"Management, Business, Science, and Arts Occupations" +1336,21-2021,"Directors, Religious Activities and Education",Campus Ministry Director,21,"Management, Business, Science, and Arts Occupations" +1337,21-2021,"Directors, Religious Activities and Education",Christian Education Minister,21,"Management, Business, Science, and Arts Occupations" +1338,21-2021,"Directors, Religious Activities and Education",Education Minister,21,"Management, Business, Science, and Arts Occupations" +1339,21-2021,"Directors, Religious Activities and Education",Parish Religious Education Director,21,"Management, Business, Science, and Arts Occupations" +1340,21-2021,"Directors, Religious Activities and Education",Religious Activities Director,21,"Management, Business, Science, and Arts Occupations" +1341,21-2021,"Directors, Religious Activities and Education",Religious Education Coordinator,21,"Management, Business, Science, and Arts Occupations" +1342,21-2021,"Directors, Religious Activities and Education",Religious Education Director,21,"Management, Business, Science, and Arts Occupations" +1343,21-2021,"Directors, Religious Activities and Education",Student Ministries Director,21,"Management, Business, Science, and Arts Occupations" +1344,21-2021,"Directors, Religious Activities and Education",Youth Ministry Director,21,"Management, Business, Science, and Arts Occupations" +1345,21-2099,"Religious Workers, All Other",Buddhist Monk,21,"Management, Business, Science, and Arts Occupations" +1346,21-2099,"Religious Workers, All Other",Christian Science Nurse,21,"Management, Business, Science, and Arts Occupations" +1347,21-2099,"Religious Workers, All Other",Missionary,21,"Management, Business, Science, and Arts Occupations" +1348,21-2099,"Religious Workers, All Other",Mohel,21,"Management, Business, Science, and Arts Occupations" +1349,21-2099,"Religious Workers, All Other",Nun,21,"Management, Business, Science, and Arts Occupations" +1350,21-2099,"Religious Workers, All Other",Pastoral Worker,21,"Management, Business, Science, and Arts Occupations" +1351,21-2099,"Religious Workers, All Other",Prior,21,"Management, Business, Science, and Arts Occupations" +1352,21-2099,"Religious Workers, All Other",Sacristan,21,"Management, Business, Science, and Arts Occupations" +1353,21-2099,"Religious Workers, All Other",Sunday School Missionary,21,"Management, Business, Science, and Arts Occupations" +1354,21-2099,"Religious Workers, All Other",Traveling Missionary,21,"Management, Business, Science, and Arts Occupations" +1355,21-2099,"Religious Workers, All Other",Verger,21,"Management, Business, Science, and Arts Occupations" +1356,23-1011,Lawyers,Agency Legal Counsel,23,"Management, Business, Science, and Arts Occupations" +1357,23-1011,Lawyers,Assistant Attorney General,23,"Management, Business, Science, and Arts Occupations" +1358,23-1011,Lawyers,Assistant Corporation Counsel,23,"Management, Business, Science, and Arts Occupations" +1359,23-1011,Lawyers,Assistant Counsel,23,"Management, Business, Science, and Arts Occupations" +1360,23-1011,Lawyers,Associate Attorney,23,"Management, Business, Science, and Arts Occupations" +1361,23-1011,Lawyers,Attorney,23,"Management, Business, Science, and Arts Occupations" +1362,23-1011,Lawyers,Attorney At Law,23,"Management, Business, Science, and Arts Occupations" +1363,23-1011,Lawyers,Attorney General,23,"Management, Business, Science, and Arts Occupations" +1364,23-1011,Lawyers,Brief Writer,23,"Management, Business, Science, and Arts Occupations" +1365,23-1011,Lawyers,City Attorney,23,"Management, Business, Science, and Arts Occupations" +1366,23-1011,Lawyers,Civil Lawyer,23,"Management, Business, Science, and Arts Occupations" +1367,23-1011,Lawyers,Commonwealth Attorney,23,"Management, Business, Science, and Arts Occupations" +1368,23-1011,Lawyers,Corporate Attorney,23,"Management, Business, Science, and Arts Occupations" +1369,23-1011,Lawyers,Corporate Counsel,23,"Management, Business, Science, and Arts Occupations" +1370,23-1011,Lawyers,Corporate Counselor,23,"Management, Business, Science, and Arts Occupations" +1371,23-1011,Lawyers,County Attorney,23,"Management, Business, Science, and Arts Occupations" +1372,23-1011,Lawyers,Defense Attorney,23,"Management, Business, Science, and Arts Occupations" +1373,23-1011,Lawyers,Deputy Attorney General,23,"Management, Business, Science, and Arts Occupations" +1374,23-1011,Lawyers,Deputy Chief Counsel,23,"Management, Business, Science, and Arts Occupations" +1375,23-1011,Lawyers,District Attorney,23,"Management, Business, Science, and Arts Occupations" +1376,23-1011,Lawyers,Environmental Attorney,23,"Management, Business, Science, and Arts Occupations" +1377,23-1011,Lawyers,Estate Conservator,23,"Management, Business, Science, and Arts Occupations" +1378,23-1011,Lawyers,General Counsel,23,"Management, Business, Science, and Arts Occupations" +1379,23-1011,Lawyers,Insurance Attorney,23,"Management, Business, Science, and Arts Occupations" +1380,23-1011,Lawyers,Legal Counsel,23,"Management, Business, Science, and Arts Occupations" +1381,23-1011,Lawyers,Probate Lawyer,23,"Management, Business, Science, and Arts Occupations" +1382,23-1011,Lawyers,Prosecutor,23,"Management, Business, Science, and Arts Occupations" +1383,23-1011,Lawyers,Public Defender,23,"Management, Business, Science, and Arts Occupations" +1384,23-1011,Lawyers,Real Estate Attorney,23,"Management, Business, Science, and Arts Occupations" +1385,23-1011,Lawyers,Sports Attorney,23,"Management, Business, Science, and Arts Occupations" +1386,23-1011,Lawyers,Tax Attorney,23,"Management, Business, Science, and Arts Occupations" +1387,23-1011,Lawyers,Trial Attorney,23,"Management, Business, Science, and Arts Occupations" +1388,23-1011,Lawyers,Trial Lawyer,23,"Management, Business, Science, and Arts Occupations" +1389,23-1012,Judicial Law Clerks,Judicial Clerk,23,"Management, Business, Science, and Arts Occupations" +1390,23-1021,"Administrative Law Judges, Adjudicators, and Hearing Officers",Appeals Examiner,23,"Management, Business, Science, and Arts Occupations" +1391,23-1021,"Administrative Law Judges, Adjudicators, and Hearing Officers",Appeals Referee,23,"Management, Business, Science, and Arts Occupations" +1392,23-1021,"Administrative Law Judges, Adjudicators, and Hearing Officers",Appellate Conferee,23,"Management, Business, Science, and Arts Occupations" +1393,23-1021,"Administrative Law Judges, Adjudicators, and Hearing Officers",Hearing Examiner,23,"Management, Business, Science, and Arts Occupations" +1394,23-1021,"Administrative Law Judges, Adjudicators, and Hearing Officers",Hearing Officer,23,"Management, Business, Science, and Arts Occupations" +1395,23-1021,"Administrative Law Judges, Adjudicators, and Hearing Officers",Justice of The Peace,23,"Management, Business, Science, and Arts Occupations" +1396,23-1021,"Administrative Law Judges, Adjudicators, and Hearing Officers",Traffic Court Referee,23,"Management, Business, Science, and Arts Occupations" +1397,23-1022,"Arbitrators, Mediators, and Conciliators",Alternative Dispute Resolution Coordinator,23,"Management, Business, Science, and Arts Occupations" +1398,23-1022,"Arbitrators, Mediators, and Conciliators",Mediation Commissioner,23,"Management, Business, Science, and Arts Occupations" +1399,23-1022,"Arbitrators, Mediators, and Conciliators",Ombudsman,23,"Management, Business, Science, and Arts Occupations" +1400,23-1023,"Judges, Magistrate Judges, and Magistrates",Administrative Court Justice,23,"Management, Business, Science, and Arts Occupations" +1401,23-1023,"Judges, Magistrate Judges, and Magistrates",Circuit Court Judge,23,"Management, Business, Science, and Arts Occupations" +1402,23-1023,"Judges, Magistrate Judges, and Magistrates",County Court Judge,23,"Management, Business, Science, and Arts Occupations" +1403,23-1023,"Judges, Magistrate Judges, and Magistrates",Criminal Court Judge,23,"Management, Business, Science, and Arts Occupations" +1404,23-1023,"Judges, Magistrate Judges, and Magistrates",District Court Judge,23,"Management, Business, Science, and Arts Occupations" +1405,23-1023,"Judges, Magistrate Judges, and Magistrates",Jurist,23,"Management, Business, Science, and Arts Occupations" +1406,23-1023,"Judges, Magistrate Judges, and Magistrates",Justice,23,"Management, Business, Science, and Arts Occupations" +1407,23-1023,"Judges, Magistrate Judges, and Magistrates",Probate Judge,23,"Management, Business, Science, and Arts Occupations" +1408,23-1023,"Judges, Magistrate Judges, and Magistrates",Trial Court Judge,23,"Management, Business, Science, and Arts Occupations" +1409,23-1023,"Judges, Magistrate Judges, and Magistrates",Tribal Judge,23,"Management, Business, Science, and Arts Occupations" +1410,23-2011,Paralegals and Legal Assistants,Assistant Paralegal,23,"Management, Business, Science, and Arts Occupations" +1411,23-2011,Paralegals and Legal Assistants,Legal Aide,23,"Management, Business, Science, and Arts Occupations" +1412,23-2011,Paralegals and Legal Assistants,Legal Assistant,23,"Management, Business, Science, and Arts Occupations" +1413,23-2011,Paralegals and Legal Assistants,Paralegal,23,"Management, Business, Science, and Arts Occupations" +1414,23-2011,Paralegals and Legal Assistants,Summer Associate,23,"Management, Business, Science, and Arts Occupations" +1415,23-2093,"Title Examiners, Abstractors, and Searchers",Abstract Searcher,23,"Management, Business, Science, and Arts Occupations" +1416,23-2093,"Title Examiners, Abstractors, and Searchers",Abstract Writer,23,"Management, Business, Science, and Arts Occupations" +1417,23-2093,"Title Examiners, Abstractors, and Searchers",Advisory Title Officer,23,"Management, Business, Science, and Arts Occupations" +1418,23-2093,"Title Examiners, Abstractors, and Searchers",Escrow Officer,23,"Management, Business, Science, and Arts Occupations" +1419,23-2093,"Title Examiners, Abstractors, and Searchers",Land Title Examiner,23,"Management, Business, Science, and Arts Occupations" +1420,23-2093,"Title Examiners, Abstractors, and Searchers",Lease Examiner,23,"Management, Business, Science, and Arts Occupations" +1421,23-2093,"Title Examiners, Abstractors, and Searchers",Lien Searcher,23,"Management, Business, Science, and Arts Occupations" +1422,23-2093,"Title Examiners, Abstractors, and Searchers",Title Agent,23,"Management, Business, Science, and Arts Occupations" +1423,23-2093,"Title Examiners, Abstractors, and Searchers",Title Checker,23,"Management, Business, Science, and Arts Occupations" +1424,23-2093,"Title Examiners, Abstractors, and Searchers",Title Examiner,23,"Management, Business, Science, and Arts Occupations" +1425,23-2093,"Title Examiners, Abstractors, and Searchers",Title Inspector,23,"Management, Business, Science, and Arts Occupations" +1426,23-2093,"Title Examiners, Abstractors, and Searchers",Title Investigator,23,"Management, Business, Science, and Arts Occupations" +1427,23-2093,"Title Examiners, Abstractors, and Searchers",Title Officer,23,"Management, Business, Science, and Arts Occupations" +1428,23-2093,"Title Examiners, Abstractors, and Searchers",Title Searcher,23,"Management, Business, Science, and Arts Occupations" +1429,23-2099,"Legal Support Workers, All Other",Legal Technician,23,"Management, Business, Science, and Arts Occupations" +1430,25-1011,"Business Teachers, Postsecondary",Accounting Professor,25,"Management, Business, Science, and Arts Occupations" +1431,25-1011,"Business Teachers, Postsecondary",Banking and Finance Instructor,25,"Management, Business, Science, and Arts Occupations" +1432,25-1011,"Business Teachers, Postsecondary",Business Administration Professor,25,"Management, Business, Science, and Arts Occupations" +1433,25-1011,"Business Teachers, Postsecondary",Finance Professor,25,"Management, Business, Science, and Arts Occupations" +1434,25-1011,"Business Teachers, Postsecondary",Management Professor,25,"Management, Business, Science, and Arts Occupations" +1435,25-1011,"Business Teachers, Postsecondary",Marketing Instructor,25,"Management, Business, Science, and Arts Occupations" +1436,25-1011,"Business Teachers, Postsecondary",Marketing Professor,25,"Management, Business, Science, and Arts Occupations" +1437,25-1021,"Computer Science Teachers, Postsecondary",C++ Professor,25,"Management, Business, Science, and Arts Occupations" +1438,25-1021,"Computer Science Teachers, Postsecondary",Computer Information Systems Professor,25,"Management, Business, Science, and Arts Occupations" +1439,25-1021,"Computer Science Teachers, Postsecondary",Computer Programming Professor,25,"Management, Business, Science, and Arts Occupations" +1440,25-1021,"Computer Science Teachers, Postsecondary",Information Systems Professor,25,"Management, Business, Science, and Arts Occupations" +1441,25-1021,"Computer Science Teachers, Postsecondary",Information Technology Professor,25,"Management, Business, Science, and Arts Occupations" +1442,25-1021,"Computer Science Teachers, Postsecondary",IT Professor,25,"Management, Business, Science, and Arts Occupations" +1443,25-1021,"Computer Science Teachers, Postsecondary",Java Programming Professor,25,"Management, Business, Science, and Arts Occupations" +1444,25-1022,"Mathematical Science Teachers, Postsecondary",Actuarial Science Professor,25,"Management, Business, Science, and Arts Occupations" +1445,25-1022,"Mathematical Science Teachers, Postsecondary",Biostatistics Professor,25,"Management, Business, Science, and Arts Occupations" +1446,25-1022,"Mathematical Science Teachers, Postsecondary",Calculus Professor,25,"Management, Business, Science, and Arts Occupations" +1447,25-1022,"Mathematical Science Teachers, Postsecondary",Geometry Professor,25,"Management, Business, Science, and Arts Occupations" +1448,25-1022,"Mathematical Science Teachers, Postsecondary",Mathematics Professor,25,"Management, Business, Science, and Arts Occupations" +1449,25-1022,"Mathematical Science Teachers, Postsecondary",Statistical Methods Professor,25,"Management, Business, Science, and Arts Occupations" +1450,25-1022,"Mathematical Science Teachers, Postsecondary",Statistics Professor,25,"Management, Business, Science, and Arts Occupations" +1451,25-1022,"Mathematical Science Teachers, Postsecondary",Topology Professor,25,"Management, Business, Science, and Arts Occupations" +1452,25-1031,"Architecture Teachers, Postsecondary",Architectural Design Professor,25,"Management, Business, Science, and Arts Occupations" +1453,25-1031,"Architecture Teachers, Postsecondary",Architecture Professor,25,"Management, Business, Science, and Arts Occupations" +1454,25-1031,"Architecture Teachers, Postsecondary",Interior Design Professor,25,"Management, Business, Science, and Arts Occupations" +1455,25-1031,"Architecture Teachers, Postsecondary",Landscape Architecture Professor,25,"Management, Business, Science, and Arts Occupations" +1456,25-1032,"Engineering Teachers, Postsecondary",Aeronautical Engineering Professor,25,"Management, Business, Science, and Arts Occupations" +1457,25-1032,"Engineering Teachers, Postsecondary",Ceramic Engineering Professor,25,"Management, Business, Science, and Arts Occupations" +1458,25-1032,"Engineering Teachers, Postsecondary",Chemical Engineering Professor,25,"Management, Business, Science, and Arts Occupations" +1459,25-1032,"Engineering Teachers, Postsecondary",Civil Engineering Professor,25,"Management, Business, Science, and Arts Occupations" +1460,25-1032,"Engineering Teachers, Postsecondary",Electrical Engineering Professor,25,"Management, Business, Science, and Arts Occupations" +1461,25-1032,"Engineering Teachers, Postsecondary",Electronics Engineering Professor,25,"Management, Business, Science, and Arts Occupations" +1462,25-1032,"Engineering Teachers, Postsecondary",Industrial Engineering Professor,25,"Management, Business, Science, and Arts Occupations" +1463,25-1032,"Engineering Teachers, Postsecondary",Manufacturing Engineering Professor,25,"Management, Business, Science, and Arts Occupations" +1464,25-1032,"Engineering Teachers, Postsecondary",Marine Engineering Professor,25,"Management, Business, Science, and Arts Occupations" +1465,25-1032,"Engineering Teachers, Postsecondary",Mechanical Engineering Professor,25,"Management, Business, Science, and Arts Occupations" +1466,25-1032,"Engineering Teachers, Postsecondary",Petroleum Engineering Professor,25,"Management, Business, Science, and Arts Occupations" +1467,25-1041,"Agricultural Sciences Teachers, Postsecondary",Agricultural Soil Conservation Professor,25,"Management, Business, Science, and Arts Occupations" +1468,25-1041,"Agricultural Sciences Teachers, Postsecondary",Agronomy Professor,25,"Management, Business, Science, and Arts Occupations" +1469,25-1041,"Agricultural Sciences Teachers, Postsecondary",Animal Husbandry Professor,25,"Management, Business, Science, and Arts Occupations" +1470,25-1041,"Agricultural Sciences Teachers, Postsecondary",Animal Science Professor,25,"Management, Business, Science, and Arts Occupations" +1471,25-1041,"Agricultural Sciences Teachers, Postsecondary",Aquaculture and Fisheries Professor,25,"Management, Business, Science, and Arts Occupations" +1472,25-1041,"Agricultural Sciences Teachers, Postsecondary",Farm Management Professor,25,"Management, Business, Science, and Arts Occupations" +1473,25-1041,"Agricultural Sciences Teachers, Postsecondary",Floriculture Professor,25,"Management, Business, Science, and Arts Occupations" +1474,25-1041,"Agricultural Sciences Teachers, Postsecondary",Horticulture Instructor,25,"Management, Business, Science, and Arts Occupations" +1475,25-1041,"Agricultural Sciences Teachers, Postsecondary",Olericulture Professor,25,"Management, Business, Science, and Arts Occupations" +1476,25-1042,"Biological Science Teachers, Postsecondary",Anatomy Professor,25,"Management, Business, Science, and Arts Occupations" +1477,25-1042,"Biological Science Teachers, Postsecondary",Bacteriology Professor,25,"Management, Business, Science, and Arts Occupations" +1478,25-1042,"Biological Science Teachers, Postsecondary",Biochemistry Professor,25,"Management, Business, Science, and Arts Occupations" +1479,25-1042,"Biological Science Teachers, Postsecondary",Botany Professor,25,"Management, Business, Science, and Arts Occupations" +1480,25-1042,"Biological Science Teachers, Postsecondary",Embryology Professor,25,"Management, Business, Science, and Arts Occupations" +1481,25-1042,"Biological Science Teachers, Postsecondary",Microbiology Professor,25,"Management, Business, Science, and Arts Occupations" +1482,25-1042,"Biological Science Teachers, Postsecondary",Zoology Professor,25,"Management, Business, Science, and Arts Occupations" +1483,25-1043,"Forestry and Conservation Science Teachers, Postsecondary",Ecology Professor,25,"Management, Business, Science, and Arts Occupations" +1484,25-1043,"Forestry and Conservation Science Teachers, Postsecondary",Environmental Conservation Professor,25,"Management, Business, Science, and Arts Occupations" +1485,25-1043,"Forestry and Conservation Science Teachers, Postsecondary",Forest Biometrics Professor,25,"Management, Business, Science, and Arts Occupations" +1486,25-1043,"Forestry and Conservation Science Teachers, Postsecondary",Forest Ecology Professor,25,"Management, Business, Science, and Arts Occupations" +1487,25-1043,"Forestry and Conservation Science Teachers, Postsecondary",Forest Management Professor,25,"Management, Business, Science, and Arts Occupations" +1488,25-1043,"Forestry and Conservation Science Teachers, Postsecondary",Forest Pathology Professor,25,"Management, Business, Science, and Arts Occupations" +1489,25-1043,"Forestry and Conservation Science Teachers, Postsecondary",Forest Resources Professor,25,"Management, Business, Science, and Arts Occupations" +1490,25-1043,"Forestry and Conservation Science Teachers, Postsecondary",Forest Technology Professor,25,"Management, Business, Science, and Arts Occupations" +1491,25-1043,"Forestry and Conservation Science Teachers, Postsecondary",Silviculture Professor,25,"Management, Business, Science, and Arts Occupations" +1492,25-1043,"Forestry and Conservation Science Teachers, Postsecondary",Timber Management Professor,25,"Management, Business, Science, and Arts Occupations" +1493,25-1043,"Forestry and Conservation Science Teachers, Postsecondary",Wildlife Conservation Professor,25,"Management, Business, Science, and Arts Occupations" +1494,25-1051,"Atmospheric, Earth, Marine, and Space Sciences Teachers, Postsecondary",Climatology Professor,25,"Management, Business, Science, and Arts Occupations" +1495,25-1051,"Atmospheric, Earth, Marine, and Space Sciences Teachers, Postsecondary",Earth Science Professor,25,"Management, Business, Science, and Arts Occupations" +1496,25-1051,"Atmospheric, Earth, Marine, and Space Sciences Teachers, Postsecondary",Geology Professor,25,"Management, Business, Science, and Arts Occupations" +1497,25-1051,"Atmospheric, Earth, Marine, and Space Sciences Teachers, Postsecondary",Geoscience Professor,25,"Management, Business, Science, and Arts Occupations" +1498,25-1051,"Atmospheric, Earth, Marine, and Space Sciences Teachers, Postsecondary",Meteorology Professor,25,"Management, Business, Science, and Arts Occupations" +1499,25-1051,"Atmospheric, Earth, Marine, and Space Sciences Teachers, Postsecondary",Mineralogy Professor,25,"Management, Business, Science, and Arts Occupations" +1500,25-1051,"Atmospheric, Earth, Marine, and Space Sciences Teachers, Postsecondary",Oceanic Sciences Professor,25,"Management, Business, Science, and Arts Occupations" +1501,25-1051,"Atmospheric, Earth, Marine, and Space Sciences Teachers, Postsecondary",Oceanography Professor,25,"Management, Business, Science, and Arts Occupations" +1502,25-1051,"Atmospheric, Earth, Marine, and Space Sciences Teachers, Postsecondary",Volcanology Professor,25,"Management, Business, Science, and Arts Occupations" +1503,25-1052,"Chemistry Teachers, Postsecondary",Chemistry Professor,25,"Management, Business, Science, and Arts Occupations" +1504,25-1052,"Chemistry Teachers, Postsecondary",Inorganic Chemistry Professor,25,"Management, Business, Science, and Arts Occupations" +1505,25-1052,"Chemistry Teachers, Postsecondary",Organic Chemistry Professor,25,"Management, Business, Science, and Arts Occupations" +1506,25-1052,"Chemistry Teachers, Postsecondary",Physical Chemistry Professor,25,"Management, Business, Science, and Arts Occupations" +1507,25-1052,"Chemistry Teachers, Postsecondary",Phytochemistry Professor,25,"Management, Business, Science, and Arts Occupations" +1508,25-1053,"Environmental Science Teachers, Postsecondary",Environmental Science Professor,25,"Management, Business, Science, and Arts Occupations" +1509,25-1053,"Environmental Science Teachers, Postsecondary","Environmental Science, Management and Policy Professor",25,"Management, Business, Science, and Arts Occupations" +1510,25-1053,"Environmental Science Teachers, Postsecondary",Environmental Studies Professor,25,"Management, Business, Science, and Arts Occupations" +1511,25-1054,"Physics Teachers, Postsecondary",Aerodynamics Professor,25,"Management, Business, Science, and Arts Occupations" +1512,25-1054,"Physics Teachers, Postsecondary",Astrophysics Professor,25,"Management, Business, Science, and Arts Occupations" +1513,25-1054,"Physics Teachers, Postsecondary",Atomic Physics Professor,25,"Management, Business, Science, and Arts Occupations" +1514,25-1054,"Physics Teachers, Postsecondary",Ballistics Professor,25,"Management, Business, Science, and Arts Occupations" +1515,25-1054,"Physics Teachers, Postsecondary",Hydrodynamics Professor,25,"Management, Business, Science, and Arts Occupations" +1516,25-1054,"Physics Teachers, Postsecondary",Medical Physics Professor,25,"Management, Business, Science, and Arts Occupations" +1517,25-1054,"Physics Teachers, Postsecondary",Nuclear Physics Professor,25,"Management, Business, Science, and Arts Occupations" +1518,25-1054,"Physics Teachers, Postsecondary",Thermodynamics Professor,25,"Management, Business, Science, and Arts Occupations" +1519,25-1061,"Anthropology and Archeology Teachers, Postsecondary",Cultural Anthropology Professor,25,"Management, Business, Science, and Arts Occupations" +1520,25-1061,"Anthropology and Archeology Teachers, Postsecondary",Ethnoarchaeology Professor,25,"Management, Business, Science, and Arts Occupations" +1521,25-1061,"Anthropology and Archeology Teachers, Postsecondary",Near East Archeology Professor,25,"Management, Business, Science, and Arts Occupations" +1522,25-1061,"Anthropology and Archeology Teachers, Postsecondary",Paleology Professor,25,"Management, Business, Science, and Arts Occupations" +1523,25-1061,"Anthropology and Archeology Teachers, Postsecondary",Sociocultural Anthropology Professor,25,"Management, Business, Science, and Arts Occupations" +1524,25-1062,"Area, Ethnic, and Cultural Studies Teachers, Postsecondary",African Studies Professor,25,"Management, Business, Science, and Arts Occupations" +1525,25-1062,"Area, Ethnic, and Cultural Studies Teachers, Postsecondary",Asian Studies Professor,25,"Management, Business, Science, and Arts Occupations" +1526,25-1062,"Area, Ethnic, and Cultural Studies Teachers, Postsecondary",Black Studies Professor,25,"Management, Business, Science, and Arts Occupations" +1527,25-1062,"Area, Ethnic, and Cultural Studies Teachers, Postsecondary",Ethnology Professor,25,"Management, Business, Science, and Arts Occupations" +1528,25-1062,"Area, Ethnic, and Cultural Studies Teachers, Postsecondary",Gender Studies Professor,25,"Management, Business, Science, and Arts Occupations" +1529,25-1062,"Area, Ethnic, and Cultural Studies Teachers, Postsecondary",Latin American Studies Professor,25,"Management, Business, Science, and Arts Occupations" +1530,25-1062,"Area, Ethnic, and Cultural Studies Teachers, Postsecondary",Women's Studies Professor,25,"Management, Business, Science, and Arts Occupations" +1531,25-1063,"Economics Teachers, Postsecondary",Agricultural Economics Professor,25,"Management, Business, Science, and Arts Occupations" +1532,25-1063,"Economics Teachers, Postsecondary",Econometrics Professor,25,"Management, Business, Science, and Arts Occupations" +1533,25-1063,"Economics Teachers, Postsecondary",Industrial Economics Professor,25,"Management, Business, Science, and Arts Occupations" +1534,25-1063,"Economics Teachers, Postsecondary",Labor Economics Professor,25,"Management, Business, Science, and Arts Occupations" +1535,25-1063,"Economics Teachers, Postsecondary",Macroeconomics Professor,25,"Management, Business, Science, and Arts Occupations" +1536,25-1063,"Economics Teachers, Postsecondary",Microeconomics Professor,25,"Management, Business, Science, and Arts Occupations" +1537,25-1064,"Geography Teachers, Postsecondary",Cartography Professor,25,"Management, Business, Science, and Arts Occupations" +1538,25-1064,"Geography Teachers, Postsecondary",Geographic Information Systems Professor,25,"Management, Business, Science, and Arts Occupations" +1539,25-1064,"Geography Teachers, Postsecondary",Geomatics Professor,25,"Management, Business, Science, and Arts Occupations" +1540,25-1064,"Geography Teachers, Postsecondary",GIS Professor,25,"Management, Business, Science, and Arts Occupations" +1541,25-1065,"Political Science Teachers, Postsecondary",Government Professor,25,"Management, Business, Science, and Arts Occupations" +1542,25-1065,"Political Science Teachers, Postsecondary",International Relations Professor,25,"Management, Business, Science, and Arts Occupations" +1543,25-1065,"Political Science Teachers, Postsecondary",Political Theory Professor,25,"Management, Business, Science, and Arts Occupations" +1544,25-1065,"Political Science Teachers, Postsecondary",Public Policy Professor,25,"Management, Business, Science, and Arts Occupations" +1545,25-1066,"Psychology Teachers, Postsecondary",Applied Psychology Professor,25,"Management, Business, Science, and Arts Occupations" +1546,25-1066,"Psychology Teachers, Postsecondary",Child Development Professor,25,"Management, Business, Science, and Arts Occupations" +1547,25-1066,"Psychology Teachers, Postsecondary",Clinical Psychology Professor,25,"Management, Business, Science, and Arts Occupations" +1548,25-1066,"Psychology Teachers, Postsecondary",Educational Psychology Professor,25,"Management, Business, Science, and Arts Occupations" +1549,25-1066,"Psychology Teachers, Postsecondary",Human Relations Professor,25,"Management, Business, Science, and Arts Occupations" +1550,25-1066,"Psychology Teachers, Postsecondary",Industrial Psychology Professor,25,"Management, Business, Science, and Arts Occupations" +1551,25-1066,"Psychology Teachers, Postsecondary",Industrial/Organizational Psychology Professor,25,"Management, Business, Science, and Arts Occupations" +1552,25-1066,"Psychology Teachers, Postsecondary",Psychology Professor,25,"Management, Business, Science, and Arts Occupations" +1553,25-1067,"Sociology Teachers, Postsecondary",Comparative Sociology Professor,25,"Management, Business, Science, and Arts Occupations" +1554,25-1067,"Sociology Teachers, Postsecondary",Race Relations Professor,25,"Management, Business, Science, and Arts Occupations" +1555,25-1067,"Sociology Teachers, Postsecondary",Social Organization Professor,25,"Management, Business, Science, and Arts Occupations" +1556,25-1069,"Social Sciences Teachers, Postsecondary, All Other",Social Science Professor,25,"Management, Business, Science, and Arts Occupations" +1557,25-1069,"Social Sciences Teachers, Postsecondary, All Other",Survey Research Professor,25,"Management, Business, Science, and Arts Occupations" +1558,25-1069,"Social Sciences Teachers, Postsecondary, All Other",Urban Planning Professor,25,"Management, Business, Science, and Arts Occupations" +1559,25-1071,"Health Specialties Teachers, Postsecondary",Clinical Laboratory Science Professor,25,"Management, Business, Science, and Arts Occupations" +1560,25-1071,"Health Specialties Teachers, Postsecondary",Clinical Sciences Professor,25,"Management, Business, Science, and Arts Occupations" +1561,25-1071,"Health Specialties Teachers, Postsecondary",Dentistry Professor,25,"Management, Business, Science, and Arts Occupations" +1562,25-1071,"Health Specialties Teachers, Postsecondary",Gastroenterology Professor,25,"Management, Business, Science, and Arts Occupations" +1563,25-1071,"Health Specialties Teachers, Postsecondary",Neurology Professor,25,"Management, Business, Science, and Arts Occupations" +1564,25-1071,"Health Specialties Teachers, Postsecondary",Nutrition Professor,25,"Management, Business, Science, and Arts Occupations" +1565,25-1071,"Health Specialties Teachers, Postsecondary",Occupational Therapy Professor,25,"Management, Business, Science, and Arts Occupations" +1566,25-1071,"Health Specialties Teachers, Postsecondary",Optometry Professor,25,"Management, Business, Science, and Arts Occupations" +1567,25-1071,"Health Specialties Teachers, Postsecondary",Pharmacology Professor,25,"Management, Business, Science, and Arts Occupations" +1568,25-1071,"Health Specialties Teachers, Postsecondary",Physical Therapy Professor,25,"Management, Business, Science, and Arts Occupations" +1569,25-1071,"Health Specialties Teachers, Postsecondary",Podiatric Medicine Professor,25,"Management, Business, Science, and Arts Occupations" +1570,25-1071,"Health Specialties Teachers, Postsecondary",Podiatry Professor,25,"Management, Business, Science, and Arts Occupations" +1571,25-1071,"Health Specialties Teachers, Postsecondary",Public Health Professor,25,"Management, Business, Science, and Arts Occupations" +1572,25-1072,"Nursing Instructors and Teachers, Postsecondary",Advanced Nursing Professor,25,"Management, Business, Science, and Arts Occupations" +1573,25-1072,"Nursing Instructors and Teachers, Postsecondary",Clinical Nursing Instructor,25,"Management, Business, Science, and Arts Occupations" +1574,25-1072,"Nursing Instructors and Teachers, Postsecondary",Clinical Nursing Professor,25,"Management, Business, Science, and Arts Occupations" +1575,25-1072,"Nursing Instructors and Teachers, Postsecondary",Registered Nursing Professor,25,"Management, Business, Science, and Arts Occupations" +1576,25-1081,"Education Teachers, Postsecondary",Literacy Education Professor,25,"Management, Business, Science, and Arts Occupations" +1577,25-1081,"Education Teachers, Postsecondary",Mathematics Education Professor,25,"Management, Business, Science, and Arts Occupations" +1578,25-1081,"Education Teachers, Postsecondary",Primary Education Professor,25,"Management, Business, Science, and Arts Occupations" +1579,25-1081,"Education Teachers, Postsecondary",Science Education Professor,25,"Management, Business, Science, and Arts Occupations" +1580,25-1081,"Education Teachers, Postsecondary",Secondary Education Professor,25,"Management, Business, Science, and Arts Occupations" +1581,25-1081,"Education Teachers, Postsecondary",Special Education Professor,25,"Management, Business, Science, and Arts Occupations" +1582,25-1082,"Library Science Teachers, Postsecondary",Library and Information Science Professor,25,"Management, Business, Science, and Arts Occupations" +1583,25-1082,"Library Science Teachers, Postsecondary",Library and Information Technology Instructor,25,"Management, Business, Science, and Arts Occupations" +1584,25-1082,"Library Science Teachers, Postsecondary",Medical Records Library Professor,25,"Management, Business, Science, and Arts Occupations" +1585,25-1111,"Criminal Justice and Law Enforcement Teachers, Postsecondary",Criminal Justice Professor,25,"Management, Business, Science, and Arts Occupations" +1586,25-1111,"Criminal Justice and Law Enforcement Teachers, Postsecondary",Criminology Professor,25,"Management, Business, Science, and Arts Occupations" +1587,25-1111,"Criminal Justice and Law Enforcement Teachers, Postsecondary",Penology Professor,25,"Management, Business, Science, and Arts Occupations" +1588,25-1112,"Law Teachers, Postsecondary",Constitutional Law Professor,25,"Management, Business, Science, and Arts Occupations" +1589,25-1112,"Law Teachers, Postsecondary",Contracts Law Professor,25,"Management, Business, Science, and Arts Occupations" +1590,25-1112,"Law Teachers, Postsecondary",Criminal Law Professor,25,"Management, Business, Science, and Arts Occupations" +1591,25-1112,"Law Teachers, Postsecondary",Environmental Law Professor,25,"Management, Business, Science, and Arts Occupations" +1592,25-1112,"Law Teachers, Postsecondary",Labor Law Professor,25,"Management, Business, Science, and Arts Occupations" +1593,25-1112,"Law Teachers, Postsecondary",Torts Law Professor,25,"Management, Business, Science, and Arts Occupations" +1594,25-1113,"Social Work Teachers, Postsecondary",Family Welfare Social Work Professor,25,"Management, Business, Science, and Arts Occupations" +1595,25-1113,"Social Work Teachers, Postsecondary",Geriatric Social Work Professor,25,"Management, Business, Science, and Arts Occupations" +1596,25-1113,"Social Work Teachers, Postsecondary",Health Social Work Professor,25,"Management, Business, Science, and Arts Occupations" +1597,25-1113,"Social Work Teachers, Postsecondary",Social Work Professor,25,"Management, Business, Science, and Arts Occupations" +1598,25-1121,"Art, Drama, and Music Teachers, Postsecondary",Ballet Professor,25,"Management, Business, Science, and Arts Occupations" +1599,25-1121,"Art, Drama, and Music Teachers, Postsecondary",Graphic Design Professor,25,"Management, Business, Science, and Arts Occupations" +1600,25-1121,"Art, Drama, and Music Teachers, Postsecondary",Media Arts Professor,25,"Management, Business, Science, and Arts Occupations" +1601,25-1121,"Art, Drama, and Music Teachers, Postsecondary",Music Professor,25,"Management, Business, Science, and Arts Occupations" +1602,25-1121,"Art, Drama, and Music Teachers, Postsecondary",Photography Professor,25,"Management, Business, Science, and Arts Occupations" +1603,25-1121,"Art, Drama, and Music Teachers, Postsecondary",Piano Performance and Pedagogy Professor,25,"Management, Business, Science, and Arts Occupations" +1604,25-1121,"Art, Drama, and Music Teachers, Postsecondary",Piano Professor,25,"Management, Business, Science, and Arts Occupations" +1605,25-1121,"Art, Drama, and Music Teachers, Postsecondary",Scene and Lighting Design Lecturer,25,"Management, Business, Science, and Arts Occupations" +1606,25-1121,"Art, Drama, and Music Teachers, Postsecondary",Stagecraft Professor,25,"Management, Business, Science, and Arts Occupations" +1607,25-1121,"Art, Drama, and Music Teachers, Postsecondary",Theatre Professor,25,"Management, Business, Science, and Arts Occupations" +1608,25-1121,"Art, Drama, and Music Teachers, Postsecondary",Voice Professor,25,"Management, Business, Science, and Arts Occupations" +1609,25-1122,"Communications Teachers, Postsecondary",Interpersonal Communications Professor,25,"Management, Business, Science, and Arts Occupations" +1610,25-1122,"Communications Teachers, Postsecondary",Journalism Professor,25,"Management, Business, Science, and Arts Occupations" +1611,25-1122,"Communications Teachers, Postsecondary",Professor of Communication and Writing,25,"Management, Business, Science, and Arts Occupations" +1612,25-1122,"Communications Teachers, Postsecondary",Professor of Rhetoric,25,"Management, Business, Science, and Arts Occupations" +1613,25-1122,"Communications Teachers, Postsecondary",Public Speaking Professor,25,"Management, Business, Science, and Arts Occupations" +1614,25-1122,"Communications Teachers, Postsecondary",Speech Professor,25,"Management, Business, Science, and Arts Occupations" +1615,25-1123,"English Language and Literature Teachers, Postsecondary",Children's Literature Professor,25,"Management, Business, Science, and Arts Occupations" +1616,25-1123,"English Language and Literature Teachers, Postsecondary",Composition Professor,25,"Management, Business, Science, and Arts Occupations" +1617,25-1123,"English Language and Literature Teachers, Postsecondary",Contemporary English Literature Professor,25,"Management, Business, Science, and Arts Occupations" +1618,25-1123,"English Language and Literature Teachers, Postsecondary",Creative Writing English Professor,25,"Management, Business, Science, and Arts Occupations" +1619,25-1123,"English Language and Literature Teachers, Postsecondary",Etymology Professor,25,"Management, Business, Science, and Arts Occupations" +1620,25-1123,"English Language and Literature Teachers, Postsecondary",Medieval English Literature Professor,25,"Management, Business, Science, and Arts Occupations" +1621,25-1123,"English Language and Literature Teachers, Postsecondary",Seventeenth-Century English Literature Professor,25,"Management, Business, Science, and Arts Occupations" +1622,25-1123,"English Language and Literature Teachers, Postsecondary",Victorian Literature Professor,25,"Management, Business, Science, and Arts Occupations" +1623,25-1124,"Foreign Language and Literature Teachers, Postsecondary",Arabic Professor,25,"Management, Business, Science, and Arts Occupations" +1624,25-1124,"Foreign Language and Literature Teachers, Postsecondary",Biblical Languages Professor,25,"Management, Business, Science, and Arts Occupations" +1625,25-1124,"Foreign Language and Literature Teachers, Postsecondary",Chinese Language Professor,25,"Management, Business, Science, and Arts Occupations" +1626,25-1124,"Foreign Language and Literature Teachers, Postsecondary",French Professor,25,"Management, Business, Science, and Arts Occupations" +1627,25-1124,"Foreign Language and Literature Teachers, Postsecondary",German Professor,25,"Management, Business, Science, and Arts Occupations" +1628,25-1124,"Foreign Language and Literature Teachers, Postsecondary",Greek Professor,25,"Management, Business, Science, and Arts Occupations" +1629,25-1124,"Foreign Language and Literature Teachers, Postsecondary",Hebrew Professor,25,"Management, Business, Science, and Arts Occupations" +1630,25-1124,"Foreign Language and Literature Teachers, Postsecondary",Japanese Professor,25,"Management, Business, Science, and Arts Occupations" +1631,25-1124,"Foreign Language and Literature Teachers, Postsecondary",Russian Language Professor,25,"Management, Business, Science, and Arts Occupations" +1632,25-1124,"Foreign Language and Literature Teachers, Postsecondary",Spanish Literature Professor,25,"Management, Business, Science, and Arts Occupations" +1633,25-1125,"History Teachers, Postsecondary",African History Professor,25,"Management, Business, Science, and Arts Occupations" +1634,25-1125,"History Teachers, Postsecondary",American History Professor,25,"Management, Business, Science, and Arts Occupations" +1635,25-1125,"History Teachers, Postsecondary",Historiography Professor,25,"Management, Business, Science, and Arts Occupations" +1636,25-1125,"History Teachers, Postsecondary",Jewish History Professor,25,"Management, Business, Science, and Arts Occupations" +1637,25-1125,"History Teachers, Postsecondary",Russian History Professor,25,"Management, Business, Science, and Arts Occupations" +1638,25-1125,"History Teachers, Postsecondary",South Asian History Professor,25,"Management, Business, Science, and Arts Occupations" +1639,25-1126,"Philosophy and Religion Teachers, Postsecondary",Biblical Studies Professor,25,"Management, Business, Science, and Arts Occupations" +1640,25-1126,"Philosophy and Religion Teachers, Postsecondary",Divinity Professor,25,"Management, Business, Science, and Arts Occupations" +1641,25-1126,"Philosophy and Religion Teachers, Postsecondary",Eastern Philosophy Professor,25,"Management, Business, Science, and Arts Occupations" +1642,25-1126,"Philosophy and Religion Teachers, Postsecondary",Ethics Professor,25,"Management, Business, Science, and Arts Occupations" +1643,25-1126,"Philosophy and Religion Teachers, Postsecondary",Old Testament Professor,25,"Management, Business, Science, and Arts Occupations" +1644,25-1126,"Philosophy and Religion Teachers, Postsecondary",Pastoral Ministries Professor,25,"Management, Business, Science, and Arts Occupations" +1645,25-1126,"Philosophy and Religion Teachers, Postsecondary",Religious Studies Professor,25,"Management, Business, Science, and Arts Occupations" +1646,25-1126,"Philosophy and Religion Teachers, Postsecondary",Theology Professor,25,"Management, Business, Science, and Arts Occupations" +1647,25-1126,"Philosophy and Religion Teachers, Postsecondary",Western Philosophy Professor,25,"Management, Business, Science, and Arts Occupations" +1648,25-1192,"Family and Consumer Sciences Teachers, Postsecondary",Family and Consumer Sciences Professor,25,"Management, Business, Science, and Arts Occupations" +1649,25-1192,"Family and Consumer Sciences Teachers, Postsecondary",Family Resource Management Professor,25,"Management, Business, Science, and Arts Occupations" +1650,25-1192,"Family and Consumer Sciences Teachers, Postsecondary",Home and Family Living Professor,25,"Management, Business, Science, and Arts Occupations" +1651,25-1192,"Family and Consumer Sciences Teachers, Postsecondary",Home Economics Professor,25,"Management, Business, Science, and Arts Occupations" +1652,25-1193,"Recreation and Fitness Studies Teachers, Postsecondary",Health and Physical Education Professor,25,"Management, Business, Science, and Arts Occupations" +1653,25-1193,"Recreation and Fitness Studies Teachers, Postsecondary",Human Performance Professor,25,"Management, Business, Science, and Arts Occupations" +1654,25-1193,"Recreation and Fitness Studies Teachers, Postsecondary",Kinesiology Professor,25,"Management, Business, Science, and Arts Occupations" +1655,25-1193,"Recreation and Fitness Studies Teachers, Postsecondary",Leisure Studies Professor,25,"Management, Business, Science, and Arts Occupations" +1656,25-1193,"Recreation and Fitness Studies Teachers, Postsecondary",Physical Education (PE) Professor,25,"Management, Business, Science, and Arts Occupations" +1657,25-1193,"Recreation and Fitness Studies Teachers, Postsecondary",Physical Education Professor,25,"Management, Business, Science, and Arts Occupations" +1658,25-1193,"Recreation and Fitness Studies Teachers, Postsecondary",Swimming Professor,25,"Management, Business, Science, and Arts Occupations" +1659,25-1194,"Career/Technical Education Teachers, Postsecondary",Architectural Drafting Instructor,25,"Management, Business, Science, and Arts Occupations" +1660,25-1194,"Career/Technical Education Teachers, Postsecondary",Automotive Technology Instructor,25,"Management, Business, Science, and Arts Occupations" +1661,25-1194,"Career/Technical Education Teachers, Postsecondary",Aviation Maintenance Instructor,25,"Management, Business, Science, and Arts Occupations" +1662,25-1194,"Career/Technical Education Teachers, Postsecondary",Barbering Instructor,25,"Management, Business, Science, and Arts Occupations" +1663,25-1194,"Career/Technical Education Teachers, Postsecondary",Building Trades Instructor,25,"Management, Business, Science, and Arts Occupations" +1664,25-1194,"Career/Technical Education Teachers, Postsecondary",Carpentry Instructor,25,"Management, Business, Science, and Arts Occupations" +1665,25-1194,"Career/Technical Education Teachers, Postsecondary",Computer-Aided Drafting and Design Instructor,25,"Management, Business, Science, and Arts Occupations" +1666,25-1194,"Career/Technical Education Teachers, Postsecondary",Cosmetology Instructor,25,"Management, Business, Science, and Arts Occupations" +1667,25-1194,"Career/Technical Education Teachers, Postsecondary",Electrical Technology Instructor,25,"Management, Business, Science, and Arts Occupations" +1668,25-1194,"Career/Technical Education Teachers, Postsecondary",Electronics Technology Instructor,25,"Management, Business, Science, and Arts Occupations" +1669,25-1194,"Career/Technical Education Teachers, Postsecondary",HVAC Instructor,25,"Management, Business, Science, and Arts Occupations" +1670,25-1194,"Career/Technical Education Teachers, Postsecondary",Industrial Electrical Technology Instructor,25,"Management, Business, Science, and Arts Occupations" +1671,25-1194,"Career/Technical Education Teachers, Postsecondary",Industrial Maintenance Instructor,25,"Management, Business, Science, and Arts Occupations" +1672,25-1194,"Career/Technical Education Teachers, Postsecondary",Machine Tool Technician Instructor,25,"Management, Business, Science, and Arts Occupations" +1673,25-1194,"Career/Technical Education Teachers, Postsecondary",Masonry Instructor,25,"Management, Business, Science, and Arts Occupations" +1674,25-1194,"Career/Technical Education Teachers, Postsecondary",Mechanical Maintenance Instructor,25,"Management, Business, Science, and Arts Occupations" +1675,25-1194,"Career/Technical Education Teachers, Postsecondary",Paralegal Instructor,25,"Management, Business, Science, and Arts Occupations" +1676,25-1194,"Career/Technical Education Teachers, Postsecondary",Residential Construction Instructor,25,"Management, Business, Science, and Arts Occupations" +1677,25-1194,"Career/Technical Education Teachers, Postsecondary",Skin Care Instructor,25,"Management, Business, Science, and Arts Occupations" +1678,25-1194,"Career/Technical Education Teachers, Postsecondary",Upholstery Instructor,25,"Management, Business, Science, and Arts Occupations" +1679,25-1194,"Career/Technical Education Teachers, Postsecondary",Vocational Horticulture Instructor,25,"Management, Business, Science, and Arts Occupations" +1680,25-1194,"Career/Technical Education Teachers, Postsecondary",Welding Instructor,25,"Management, Business, Science, and Arts Occupations" +1681,25-1199,"Postsecondary Teachers, All Other",Flight Simulator Instructor,25,"Management, Business, Science, and Arts Occupations" +1682,25-1199,"Postsecondary Teachers, All Other",Military Science Instructor,25,"Management, Business, Science, and Arts Occupations" +1683,25-1199,"Postsecondary Teachers, All Other",Packaging Professor,25,"Management, Business, Science, and Arts Occupations" +1684,25-2011,"Preschool Teachers, Except Special Education",Early Childhood Teacher,25,"Management, Business, Science, and Arts Occupations" +1685,25-2011,"Preschool Teachers, Except Special Education",Head Start Teacher,25,"Management, Business, Science, and Arts Occupations" +1686,25-2011,"Preschool Teachers, Except Special Education",Home-based Preschool Teacher,25,"Management, Business, Science, and Arts Occupations" +1687,25-2011,"Preschool Teachers, Except Special Education",Nursery School Teacher,25,"Management, Business, Science, and Arts Occupations" +1688,25-2011,"Preschool Teachers, Except Special Education",Nursery Teacher,25,"Management, Business, Science, and Arts Occupations" +1689,25-2011,"Preschool Teachers, Except Special Education",Pre-K Teacher,25,"Management, Business, Science, and Arts Occupations" +1690,25-2011,"Preschool Teachers, Except Special Education",Pre-Kindergarten Teacher,25,"Management, Business, Science, and Arts Occupations" +1691,25-2011,"Preschool Teachers, Except Special Education",Preschool Head Start Teacher,25,"Management, Business, Science, and Arts Occupations" +1692,25-2011,"Preschool Teachers, Except Special Education",Preschool Teacher,25,"Management, Business, Science, and Arts Occupations" +1693,25-2012,"Kindergarten Teachers, Except Special Education",Bilingual Education Kindergarten Teacher,25,"Management, Business, Science, and Arts Occupations" +1694,25-2012,"Kindergarten Teachers, Except Special Education",Kindergarten Teacher,25,"Management, Business, Science, and Arts Occupations" +1695,25-2021,"Elementary School Teachers, Except Special Education",3rd Grade Reading Teacher,25,"Management, Business, Science, and Arts Occupations" +1696,25-2021,"Elementary School Teachers, Except Special Education",4th Grade Math Teacher,25,"Management, Business, Science, and Arts Occupations" +1697,25-2021,"Elementary School Teachers, Except Special Education",Elementary School Music Teacher,25,"Management, Business, Science, and Arts Occupations" +1698,25-2021,"Elementary School Teachers, Except Special Education",Elementary School Teacher,25,"Management, Business, Science, and Arts Occupations" +1699,25-2021,"Elementary School Teachers, Except Special Education",Grades 1 Through 5 Teacher,25,"Management, Business, Science, and Arts Occupations" +1700,25-2022,"Middle School Teachers, Except Special and Career/Technical Education",Intermediate School Social Studies Teacher,25,"Management, Business, Science, and Arts Occupations" +1701,25-2022,"Middle School Teachers, Except Special and Career/Technical Education",Junior High School Teacher,25,"Management, Business, Science, and Arts Occupations" +1702,25-2022,"Middle School Teachers, Except Special and Career/Technical Education",Middle School PE Teacher,25,"Management, Business, Science, and Arts Occupations" +1703,25-2022,"Middle School Teachers, Except Special and Career/Technical Education",Middle School Science Teacher,25,"Management, Business, Science, and Arts Occupations" +1704,25-2023,"Career/Technical Education Teachers, Middle School",Junior High School Business Teacher,25,"Management, Business, Science, and Arts Occupations" +1705,25-2023,"Career/Technical Education Teachers, Middle School",Middle School Technology Education Teacher,25,"Management, Business, Science, and Arts Occupations" +1706,25-2031,"Secondary School Teachers, Except Special and Career/Technical Education",High School Algebra Teacher,25,"Management, Business, Science, and Arts Occupations" +1707,25-2031,"Secondary School Teachers, Except Special and Career/Technical Education",High School Biology Teacher,25,"Management, Business, Science, and Arts Occupations" +1708,25-2031,"Secondary School Teachers, Except Special and Career/Technical Education",High School English Teacher,25,"Management, Business, Science, and Arts Occupations" +1709,25-2031,"Secondary School Teachers, Except Special and Career/Technical Education",High School French Teacher,25,"Management, Business, Science, and Arts Occupations" +1710,25-2031,"Secondary School Teachers, Except Special and Career/Technical Education",High School History Teacher,25,"Management, Business, Science, and Arts Occupations" +1711,25-2031,"Secondary School Teachers, Except Special and Career/Technical Education",High School Math Teacher,25,"Management, Business, Science, and Arts Occupations" +1712,25-2031,"Secondary School Teachers, Except Special and Career/Technical Education",High School Teacher,25,"Management, Business, Science, and Arts Occupations" +1713,25-2032,"Career/Technical Education Teachers, Secondary School",High School Auto Repair Teacher,25,"Management, Business, Science, and Arts Occupations" +1714,25-2032,"Career/Technical Education Teachers, Secondary School",High School Cosmetology Teacher,25,"Management, Business, Science, and Arts Occupations" +1715,25-2051,"Special Education Teachers, Preschool",Early Childhood Special Education Teacher,25,"Management, Business, Science, and Arts Occupations" +1716,25-2051,"Special Education Teachers, Preschool",Early Childhood Special Educator,25,"Management, Business, Science, and Arts Occupations" +1717,25-2051,"Special Education Teachers, Preschool",Pre-K Special Education Teacher,25,"Management, Business, Science, and Arts Occupations" +1718,25-2051,"Special Education Teachers, Preschool",Pre-Kindergarten Education Intervention Teacher,25,"Management, Business, Science, and Arts Occupations" +1719,25-2051,"Special Education Teachers, Preschool",Pre-Kindergarten Special Education Teacher,25,"Management, Business, Science, and Arts Occupations" +1720,25-2051,"Special Education Teachers, Preschool",Special Education Preschool Teacher,25,"Management, Business, Science, and Arts Occupations" +1721,25-2055,"Special Education Teachers, Kindergarten",Kindergarten Special Education Teacher,25,"Management, Business, Science, and Arts Occupations" +1722,25-2056,"Special Education Teachers, Elementary School",Elementary School Inclusion Teacher,25,"Management, Business, Science, and Arts Occupations" +1723,25-2057,"Special Education Teachers, Middle School",Junior High School Special Education Teacher,25,"Management, Business, Science, and Arts Occupations" +1724,25-2057,"Special Education Teachers, Middle School",Middle School Special Education Teacher,25,"Management, Business, Science, and Arts Occupations" +1725,25-2058,"Special Education Teachers, Secondary School",High School Special Education Resource Teacher,25,"Management, Business, Science, and Arts Occupations" +1726,25-2059,"Special Education Teachers, All Other",Special Education Teacher for Adults with Disabilities,25,"Management, Business, Science, and Arts Occupations" +1727,25-3011,"Adult Basic Education, Adult Secondary Education, and English as a Second Language Instructors",Adult Basic Studies Teacher,25,"Management, Business, Science, and Arts Occupations" +1728,25-3011,"Adult Basic Education, Adult Secondary Education, and English as a Second Language Instructors",Adult Education Teacher,25,"Management, Business, Science, and Arts Occupations" +1729,25-3011,"Adult Basic Education, Adult Secondary Education, and English as a Second Language Instructors",Adult English as a Second Language (ESL) Teacher,25,"Management, Business, Science, and Arts Occupations" +1730,25-3011,"Adult Basic Education, Adult Secondary Education, and English as a Second Language Instructors",Adult Literacy Instructor,25,"Management, Business, Science, and Arts Occupations" +1731,25-3011,"Adult Basic Education, Adult Secondary Education, and English as a Second Language Instructors",Adult Literacy Teacher,25,"Management, Business, Science, and Arts Occupations" +1732,25-3011,"Adult Basic Education, Adult Secondary Education, and English as a Second Language Instructors",Adult Remedial Education Instructor,25,"Management, Business, Science, and Arts Occupations" +1733,25-3011,"Adult Basic Education, Adult Secondary Education, and English as a Second Language Instructors",GED® Instructor,25,"Management, Business, Science, and Arts Occupations" +1734,25-3011,"Adult Basic Education, Adult Secondary Education, and English as a Second Language Instructors",General Educational Development (GED®) Teacher,25,"Management, Business, Science, and Arts Occupations" +1735,25-3011,"Adult Basic Education, Adult Secondary Education, and English as a Second Language Instructors",General Educational Development Teacher,25,"Management, Business, Science, and Arts Occupations" +1736,25-3021,Self-Enrichment Teachers,Citizenship Teacher,25,"Management, Business, Science, and Arts Occupations" +1737,25-3021,Self-Enrichment Teachers,Driver Education Instructor,25,"Management, Business, Science, and Arts Occupations" +1738,25-3021,Self-Enrichment Teachers,Knitting Instructor,25,"Management, Business, Science, and Arts Occupations" +1739,25-3021,Self-Enrichment Teachers,Recreational Activities Instructor,25,"Management, Business, Science, and Arts Occupations" +1740,25-3031,"Substitute Teachers, Short-Term",Elementary School Substitute Teacher,25,"Management, Business, Science, and Arts Occupations" +1741,25-3031,"Substitute Teachers, Short-Term",English Substitute Teacher,25,"Management, Business, Science, and Arts Occupations" +1742,25-3041,Tutors,Algebra Tutor,25,"Management, Business, Science, and Arts Occupations" +1743,25-3041,Tutors,Reading Tutor,25,"Management, Business, Science, and Arts Occupations" +1744,25-3041,Tutors,Spanish Tutor,25,"Management, Business, Science, and Arts Occupations" +1745,25-3041,Tutors,Standardized Test Tutor,25,"Management, Business, Science, and Arts Occupations" +1746,25-3099,"Teachers and Instructors, All Other",Sunday School Teacher,25,"Management, Business, Science, and Arts Occupations" +1747,25-4011,Archivists,Digital Archivist,25,"Management, Business, Science, and Arts Occupations" +1748,25-4011,Archivists,Film Archivist,25,"Management, Business, Science, and Arts Occupations" +1749,25-4011,Archivists,Historical Records Administrator,25,"Management, Business, Science, and Arts Occupations" +1750,25-4011,Archivists,Image Archivist,25,"Management, Business, Science, and Arts Occupations" +1751,25-4011,Archivists,Museum Archivist,25,"Management, Business, Science, and Arts Occupations" +1752,25-4011,Archivists,Processing Archivist,25,"Management, Business, Science, and Arts Occupations" +1753,25-4011,Archivists,Reference Archivist,25,"Management, Business, Science, and Arts Occupations" +1754,25-4011,Archivists,State Archivist,25,"Management, Business, Science, and Arts Occupations" +1755,25-4012,Curators,Collections and Archives Director,25,"Management, Business, Science, and Arts Occupations" +1756,25-4012,Curators,Collections Curator,25,"Management, Business, Science, and Arts Occupations" +1757,25-4012,Curators,Educational Institution Curator,25,"Management, Business, Science, and Arts Occupations" +1758,25-4012,Curators,Exhibitions and Collections Manager,25,"Management, Business, Science, and Arts Occupations" +1759,25-4012,Curators,Herbarium Curator,25,"Management, Business, Science, and Arts Occupations" +1760,25-4012,Curators,Museum Curator,25,"Management, Business, Science, and Arts Occupations" +1761,25-4012,Curators,Photography and Prints Curator,25,"Management, Business, Science, and Arts Occupations" +1762,25-4013,Museum Technicians and Conservators,Art Conservator,25,"Management, Business, Science, and Arts Occupations" +1763,25-4013,Museum Technicians and Conservators,Art Handler,25,"Management, Business, Science, and Arts Occupations" +1764,25-4013,Museum Technicians and Conservators,Conservation Technician,25,"Management, Business, Science, and Arts Occupations" +1765,25-4013,Museum Technicians and Conservators,Ethnographic Materials Conservator,25,"Management, Business, Science, and Arts Occupations" +1766,25-4013,Museum Technicians and Conservators,Museum Exhibit Technician,25,"Management, Business, Science, and Arts Occupations" +1767,25-4013,Museum Technicians and Conservators,Objects Conservator,25,"Management, Business, Science, and Arts Occupations" +1768,25-4013,Museum Technicians and Conservators,Paintings Conservator,25,"Management, Business, Science, and Arts Occupations" +1769,25-4013,Museum Technicians and Conservators,Paper Conservator,25,"Management, Business, Science, and Arts Occupations" +1770,25-4013,Museum Technicians and Conservators,Textile Conservator,25,"Management, Business, Science, and Arts Occupations" +1771,25-4022,Librarians and Media Collections Specialists,Acquisitions Librarian,25,"Management, Business, Science, and Arts Occupations" +1772,25-4022,Librarians and Media Collections Specialists,Audio-Visual Collections Coordinator,25,"Management, Business, Science, and Arts Occupations" +1773,25-4022,Librarians and Media Collections Specialists,Catalog Librarian,25,"Management, Business, Science, and Arts Occupations" +1774,25-4022,Librarians and Media Collections Specialists,Children's Librarian,25,"Management, Business, Science, and Arts Occupations" +1775,25-4022,Librarians and Media Collections Specialists,Collection Development Librarian,25,"Management, Business, Science, and Arts Occupations" +1776,25-4022,Librarians and Media Collections Specialists,College Librarian,25,"Management, Business, Science, and Arts Occupations" +1777,25-4022,Librarians and Media Collections Specialists,Electronic Resources Librarian,25,"Management, Business, Science, and Arts Occupations" +1778,25-4022,Librarians and Media Collections Specialists,Film Librarian,25,"Management, Business, Science, and Arts Occupations" +1779,25-4022,Librarians and Media Collections Specialists,Government Documents Librarian,25,"Management, Business, Science, and Arts Occupations" +1780,25-4022,Librarians and Media Collections Specialists,High School Librarian,25,"Management, Business, Science, and Arts Occupations" +1781,25-4022,Librarians and Media Collections Specialists,Interlibrary Loan Services Librarian,25,"Management, Business, Science, and Arts Occupations" +1782,25-4022,Librarians and Media Collections Specialists,Law Librarian,25,"Management, Business, Science, and Arts Occupations" +1783,25-4022,Librarians and Media Collections Specialists,Library Media Specialist,25,"Management, Business, Science, and Arts Occupations" +1784,25-4022,Librarians and Media Collections Specialists,Medical Librarian,25,"Management, Business, Science, and Arts Occupations" +1785,25-4022,Librarians and Media Collections Specialists,Multimedia Services Coordinator,25,"Management, Business, Science, and Arts Occupations" +1786,25-4022,Librarians and Media Collections Specialists,Music Librarian,25,"Management, Business, Science, and Arts Occupations" +1787,25-4022,Librarians and Media Collections Specialists,Periodicals Librarian,25,"Management, Business, Science, and Arts Occupations" +1788,25-4022,Librarians and Media Collections Specialists,Record Librarian,25,"Management, Business, Science, and Arts Occupations" +1789,25-4022,Librarians and Media Collections Specialists,Reference Librarian,25,"Management, Business, Science, and Arts Occupations" +1790,25-4022,Librarians and Media Collections Specialists,Research Librarian,25,"Management, Business, Science, and Arts Occupations" +1791,25-4022,Librarians and Media Collections Specialists,School Librarian,25,"Management, Business, Science, and Arts Occupations" +1792,25-4022,Librarians and Media Collections Specialists,Serials Librarian,25,"Management, Business, Science, and Arts Occupations" +1793,25-4022,Librarians and Media Collections Specialists,Technical Services Librarian,25,"Management, Business, Science, and Arts Occupations" +1794,25-4022,Librarians and Media Collections Specialists,University Librarian,25,"Management, Business, Science, and Arts Occupations" +1795,25-4022,Librarians and Media Collections Specialists,Youth Services Librarian,25,"Management, Business, Science, and Arts Occupations" +1796,25-4031,Library Technicians,Cataloging Library Technical Assistant,25,"Management, Business, Science, and Arts Occupations" +1797,25-4031,Library Technicians,Library Acquisitions Technician,25,"Management, Business, Science, and Arts Occupations" +1798,25-4031,Library Technicians,Library Cataloging Technician,25,"Management, Business, Science, and Arts Occupations" +1799,25-4031,Library Technicians,Library Circulation Technician,25,"Management, Business, Science, and Arts Occupations" +1800,25-4031,Library Technicians,Library Technical Assistant,25,"Management, Business, Science, and Arts Occupations" +1801,25-4031,Library Technicians,Serials or Bindery Library Technical Assistant,25,"Management, Business, Science, and Arts Occupations" +1802,25-9021,Farm and Home Management Educators,4-H Youth Development Specialist,25,"Management, Business, Science, and Arts Occupations" +1803,25-9021,Farm and Home Management Educators,Agricultural Agent,25,"Management, Business, Science, and Arts Occupations" +1804,25-9021,Farm and Home Management Educators,Agricultural Extension Educator,25,"Management, Business, Science, and Arts Occupations" +1805,25-9021,Farm and Home Management Educators,Extension Service Advisor,25,"Management, Business, Science, and Arts Occupations" +1806,25-9021,Farm and Home Management Educators,Family and Consumer Sciences Extension Agent,25,"Management, Business, Science, and Arts Occupations" +1807,25-9021,Farm and Home Management Educators,Family Resource Management Specialist,25,"Management, Business, Science, and Arts Occupations" +1808,25-9021,Farm and Home Management Educators,Farm Business Management Agent,25,"Management, Business, Science, and Arts Occupations" +1809,25-9021,Farm and Home Management Educators,Farm Management Specialist,25,"Management, Business, Science, and Arts Occupations" +1810,25-9021,Farm and Home Management Educators,Feed Management Advisor,25,"Management, Business, Science, and Arts Occupations" +1811,25-9021,Farm and Home Management Educators,Home Economics Expert,25,"Management, Business, Science, and Arts Occupations" +1812,25-9031,Instructional Coordinators,Curriculum and Assessment Director,25,"Management, Business, Science, and Arts Occupations" +1813,25-9031,Instructional Coordinators,Curriculum and Instruction Director,25,"Management, Business, Science, and Arts Occupations" +1814,25-9031,Instructional Coordinators,Curriculum Coordinator,25,"Management, Business, Science, and Arts Occupations" +1815,25-9031,Instructional Coordinators,Curriculum Designer,25,"Management, Business, Science, and Arts Occupations" +1816,25-9031,Instructional Coordinators,Curriculum Specialist,25,"Management, Business, Science, and Arts Occupations" +1817,25-9031,Instructional Coordinators,Instructional Materials Director,25,"Management, Business, Science, and Arts Occupations" +1818,25-9031,Instructional Coordinators,School Curriculum Developer,25,"Management, Business, Science, and Arts Occupations" +1819,25-9031,Instructional Coordinators,Special Education Curriculum Specialist,25,"Management, Business, Science, and Arts Occupations" +1820,25-9042,"Teaching Assistants, Preschool, Elementary, Middle, and Secondary School, Except Special Education",Elementary Learning Support Aide,25,"Management, Business, Science, and Arts Occupations" +1821,25-9042,"Teaching Assistants, Preschool, Elementary, Middle, and Secondary School, Except Special Education",Elementary School Reading Aide,25,"Management, Business, Science, and Arts Occupations" +1822,25-9042,"Teaching Assistants, Preschool, Elementary, Middle, and Secondary School, Except Special Education",High School Basic Skills Improvement Program Instructional Aide,25,"Management, Business, Science, and Arts Occupations" +1823,25-9042,"Teaching Assistants, Preschool, Elementary, Middle, and Secondary School, Except Special Education",Middle School Paraeducator,25,"Management, Business, Science, and Arts Occupations" +1824,25-9042,"Teaching Assistants, Preschool, Elementary, Middle, and Secondary School, Except Special Education",Secondary School Assistant Teacher,25,"Management, Business, Science, and Arts Occupations" +1825,25-9043,"Teaching Assistants, Special Education",Special Education Aide,25,"Management, Business, Science, and Arts Occupations" +1826,25-9043,"Teaching Assistants, Special Education",Special Education Classroom Aide,25,"Management, Business, Science, and Arts Occupations" +1827,25-9043,"Teaching Assistants, Special Education",Special Education Instructional Assistant,25,"Management, Business, Science, and Arts Occupations" +1828,25-9043,"Teaching Assistants, Special Education",Special Education Paraeducator,25,"Management, Business, Science, and Arts Occupations" +1829,25-9043,"Teaching Assistants, Special Education",Special Education Paraprofessional,25,"Management, Business, Science, and Arts Occupations" +1830,25-9043,"Teaching Assistants, Special Education",Special Education Teaching Assistant,25,"Management, Business, Science, and Arts Occupations" +1831,25-9044,"Teaching Assistants, Postsecondary",Assistant Instructor,25,"Management, Business, Science, and Arts Occupations" +1832,25-9044,"Teaching Assistants, Postsecondary",College Biology Teaching Assistant,25,"Management, Business, Science, and Arts Occupations" +1833,25-9044,"Teaching Assistants, Postsecondary",University Teaching Assistant,25,"Management, Business, Science, and Arts Occupations" +1834,25-9049,"Teaching Assistants, All Other",Adult ESL Teacher Aide,25,"Management, Business, Science, and Arts Occupations" +1835,25-9049,"Teaching Assistants, All Other",Adult Literacy Teaching Aide,25,"Management, Business, Science, and Arts Occupations" +1836,25-9049,"Teaching Assistants, All Other",Sunday School Teacher Aide,25,"Management, Business, Science, and Arts Occupations" +1837,25-9099,"Educational Instruction and Library Workers, All Other",Aptitude Test (SAT) Grader,25,"Management, Business, Science, and Arts Occupations" +1838,25-9099,"Educational Instruction and Library Workers, All Other",General Educational Development (GED®) Examiner,25,"Management, Business, Science, and Arts Occupations" +1839,27-1011,Art Directors,Magazine Designer,27,"Management, Business, Science, and Arts Occupations" +1840,27-1012,Craft Artists,Hand Potter,27,"Management, Business, Science, and Arts Occupations" +1841,27-1012,Craft Artists,Metal Crafts Artist,27,"Management, Business, Science, and Arts Occupations" +1842,27-1012,Craft Artists,Quilter,27,"Management, Business, Science, and Arts Occupations" +1843,27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Book Illustrator,27,"Management, Business, Science, and Arts Occupations" +1844,27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Caricature Artist,27,"Management, Business, Science, and Arts Occupations" +1845,27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Comic Artist,27,"Management, Business, Science, and Arts Occupations" +1846,27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Comic Book Artist,27,"Management, Business, Science, and Arts Occupations" +1847,27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Comic Illustrator,27,"Management, Business, Science, and Arts Occupations" +1848,27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Commercial Artist,27,"Management, Business, Science, and Arts Occupations" +1849,27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Concrete Sculptor,27,"Management, Business, Science, and Arts Occupations" +1850,27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Editorial Cartoonist,27,"Management, Business, Science, and Arts Occupations" +1851,27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Fashion Illustrator,27,"Management, Business, Science, and Arts Occupations" +1852,27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Free Lance Artist,27,"Management, Business, Science, and Arts Occupations" +1853,27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Fresco Artist,27,"Management, Business, Science, and Arts Occupations" +1854,27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Glass Artist,27,"Management, Business, Science, and Arts Occupations" +1855,27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Ice Sculptor,27,"Management, Business, Science, and Arts Occupations" +1856,27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Medical Illustrator,27,"Management, Business, Science, and Arts Occupations" +1857,27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Mural Painter,27,"Management, Business, Science, and Arts Occupations" +1858,27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Muralist,27,"Management, Business, Science, and Arts Occupations" +1859,27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Non-Representational Metal Sculptor,27,"Management, Business, Science, and Arts Occupations" +1860,27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Oil Painter,27,"Management, Business, Science, and Arts Occupations" +1861,27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Pattern Illustrator,27,"Management, Business, Science, and Arts Occupations" +1862,27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Political Cartoonist,27,"Management, Business, Science, and Arts Occupations" +1863,27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Portrait Artist,27,"Management, Business, Science, and Arts Occupations" +1864,27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Portrait Painter,27,"Management, Business, Science, and Arts Occupations" +1865,27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Scientific Illustrator,27,"Management, Business, Science, and Arts Occupations" +1866,27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Sketch Artist,27,"Management, Business, Science, and Arts Occupations" +1867,27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Sports Cartoonist,27,"Management, Business, Science, and Arts Occupations" +1868,27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Stained Glass Artist,27,"Management, Business, Science, and Arts Occupations" +1869,27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Water Colorist,27,"Management, Business, Science, and Arts Occupations" +1870,27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Watercolor Artist,27,"Management, Business, Science, and Arts Occupations" +1871,27-1014,Special Effects Artists and Animators,3D Animator,27,"Management, Business, Science, and Arts Occupations" +1872,27-1014,Special Effects Artists and Animators,Animator,27,"Management, Business, Science, and Arts Occupations" +1873,27-1014,Special Effects Artists and Animators,Multimedia Artist,27,"Management, Business, Science, and Arts Occupations" +1874,27-1014,Special Effects Artists and Animators,Special Effects Artist,27,"Management, Business, Science, and Arts Occupations" +1875,27-1019,"Artists and Related Workers, All Other",Calligrapher,27,"Management, Business, Science, and Arts Occupations" +1876,27-1019,"Artists and Related Workers, All Other",Tattoo Artist,27,"Management, Business, Science, and Arts Occupations" +1877,27-1021,Commercial and Industrial Designers,Automobile Designer,27,"Management, Business, Science, and Arts Occupations" +1878,27-1021,Commercial and Industrial Designers,Bank Note Designer,27,"Management, Business, Science, and Arts Occupations" +1879,27-1021,Commercial and Industrial Designers,Bicycle Designer,27,"Management, Business, Science, and Arts Occupations" +1880,27-1021,Commercial and Industrial Designers,Car Body Designer,27,"Management, Business, Science, and Arts Occupations" +1881,27-1021,Commercial and Industrial Designers,Ceramic Designer,27,"Management, Business, Science, and Arts Occupations" +1882,27-1021,Commercial and Industrial Designers,Ceramic Mold Designer,27,"Management, Business, Science, and Arts Occupations" +1883,27-1021,Commercial and Industrial Designers,Furniture Designer,27,"Management, Business, Science, and Arts Occupations" +1884,27-1021,Commercial and Industrial Designers,Package Designer,27,"Management, Business, Science, and Arts Occupations" +1885,27-1021,Commercial and Industrial Designers,Rug Designer,27,"Management, Business, Science, and Arts Occupations" +1886,27-1021,Commercial and Industrial Designers,Snowboard Designer,27,"Management, Business, Science, and Arts Occupations" +1887,27-1021,Commercial and Industrial Designers,Textile Designer,27,"Management, Business, Science, and Arts Occupations" +1888,27-1021,Commercial and Industrial Designers,Tile Designer,27,"Management, Business, Science, and Arts Occupations" +1889,27-1021,Commercial and Industrial Designers,Toy Designer,27,"Management, Business, Science, and Arts Occupations" +1890,27-1022,Fashion Designers,Apparel Designer,27,"Management, Business, Science, and Arts Occupations" +1891,27-1022,Fashion Designers,Clothes Designer,27,"Management, Business, Science, and Arts Occupations" +1892,27-1022,Fashion Designers,Clothing Designer,27,"Management, Business, Science, and Arts Occupations" +1893,27-1022,Fashion Designers,Costume Designer,27,"Management, Business, Science, and Arts Occupations" +1894,27-1022,Fashion Designers,Custom Furrier,27,"Management, Business, Science, and Arts Occupations" +1895,27-1022,Fashion Designers,Dance Costume Designer,27,"Management, Business, Science, and Arts Occupations" +1896,27-1022,Fashion Designers,Dress Designer,27,"Management, Business, Science, and Arts Occupations" +1897,27-1022,Fashion Designers,Hat Designer,27,"Management, Business, Science, and Arts Occupations" +1898,27-1022,Fashion Designers,Sweater Designer,27,"Management, Business, Science, and Arts Occupations" +1899,27-1022,Fashion Designers,Uniform Designer,27,"Management, Business, Science, and Arts Occupations" +1900,27-1023,Floral Designers,Corsage Maker,27,"Management, Business, Science, and Arts Occupations" +1901,27-1023,Floral Designers,Floral Arranger,27,"Management, Business, Science, and Arts Occupations" +1902,27-1023,Floral Designers,Floral Artist,27,"Management, Business, Science, and Arts Occupations" +1903,27-1023,Floral Designers,Floral Decorator,27,"Management, Business, Science, and Arts Occupations" +1904,27-1023,Floral Designers,Florist,27,"Management, Business, Science, and Arts Occupations" +1905,27-1023,Floral Designers,Florist Designer,27,"Management, Business, Science, and Arts Occupations" +1906,27-1023,Floral Designers,Flower Arranger,27,"Management, Business, Science, and Arts Occupations" +1907,27-1024,Graphic Designers,Graphic Artist,27,"Management, Business, Science, and Arts Occupations" +1908,27-1024,Graphic Designers,Visual Designer,27,"Management, Business, Science, and Arts Occupations" +1909,27-1025,Interior Designers,Certified Kitchen Designer,27,"Management, Business, Science, and Arts Occupations" +1910,27-1025,Interior Designers,Furniture Arranger,27,"Management, Business, Science, and Arts Occupations" +1911,27-1025,Interior Designers,Home Lighting Adviser,27,"Management, Business, Science, and Arts Occupations" +1912,27-1025,Interior Designers,Interior Decorator,27,"Management, Business, Science, and Arts Occupations" +1913,27-1025,Interior Designers,Interior Designer,27,"Management, Business, Science, and Arts Occupations" +1914,27-1025,Interior Designers,Kitchen and Bath Designer,27,"Management, Business, Science, and Arts Occupations" +1915,27-1025,Interior Designers,Kitchen Designer,27,"Management, Business, Science, and Arts Occupations" +1916,27-1026,Merchandise Displayers and Window Trimmers,Display Artist,27,"Management, Business, Science, and Arts Occupations" +1917,27-1026,Merchandise Displayers and Window Trimmers,Display Decorator,27,"Management, Business, Science, and Arts Occupations" +1918,27-1026,Merchandise Displayers and Window Trimmers,Display Designer,27,"Management, Business, Science, and Arts Occupations" +1919,27-1026,Merchandise Displayers and Window Trimmers,Display Specialist,27,"Management, Business, Science, and Arts Occupations" +1920,27-1026,Merchandise Displayers and Window Trimmers,Mannequin Decorator,27,"Management, Business, Science, and Arts Occupations" +1921,27-1026,Merchandise Displayers and Window Trimmers,Merchandise Displayer,27,"Management, Business, Science, and Arts Occupations" +1922,27-1026,Merchandise Displayers and Window Trimmers,Show Floor Decorator,27,"Management, Business, Science, and Arts Occupations" +1923,27-1026,Merchandise Displayers and Window Trimmers,Visual Merchandiser,27,"Management, Business, Science, and Arts Occupations" +1924,27-1026,Merchandise Displayers and Window Trimmers,Visual Merchandising Specialist,27,"Management, Business, Science, and Arts Occupations" +1925,27-1026,Merchandise Displayers and Window Trimmers,Window Decorator,27,"Management, Business, Science, and Arts Occupations" +1926,27-1026,Merchandise Displayers and Window Trimmers,Window Draper,27,"Management, Business, Science, and Arts Occupations" +1927,27-1026,Merchandise Displayers and Window Trimmers,Window Dresser,27,"Management, Business, Science, and Arts Occupations" +1928,27-1026,Merchandise Displayers and Window Trimmers,Window Trimmer,27,"Management, Business, Science, and Arts Occupations" +1929,27-1027,Set and Exhibit Designers,Scenic Designer,27,"Management, Business, Science, and Arts Occupations" +1930,27-1027,Set and Exhibit Designers,Set Decorator,27,"Management, Business, Science, and Arts Occupations" +1931,27-1027,Set and Exhibit Designers,Set Designer,27,"Management, Business, Science, and Arts Occupations" +1932,27-1027,Set and Exhibit Designers,Stage Scenery Designer,27,"Management, Business, Science, and Arts Occupations" +1933,27-1027,Set and Exhibit Designers,Theater Set Production Designer,27,"Management, Business, Science, and Arts Occupations" +1934,27-1029,"Designers, All Other",Memorial Marker Designer,27,"Management, Business, Science, and Arts Occupations" +1935,27-2011,Actors,Actor Understudy,27,"Management, Business, Science, and Arts Occupations" +1936,27-2011,Actors,Actress,27,"Management, Business, Science, and Arts Occupations" +1937,27-2011,Actors,Dramatic Reader,27,"Management, Business, Science, and Arts Occupations" +1938,27-2011,Actors,Elocutionist,27,"Management, Business, Science, and Arts Occupations" +1939,27-2011,Actors,Monologist,27,"Management, Business, Science, and Arts Occupations" +1940,27-2011,Actors,Vaudeville Actor,27,"Management, Business, Science, and Arts Occupations" +1941,27-2011,Actors,Voice-Over Artist,27,"Management, Business, Science, and Arts Occupations" +1942,27-2012,Producers and Directors,Broadcast Producer,27,"Management, Business, Science, and Arts Occupations" +1943,27-2012,Producers and Directors,Casting Director,27,"Management, Business, Science, and Arts Occupations" +1944,27-2012,Producers and Directors,Film Maker,27,"Management, Business, Science, and Arts Occupations" +1945,27-2012,Producers and Directors,Independent Film Maker,27,"Management, Business, Science, and Arts Occupations" +1946,27-2012,Producers and Directors,Independent Video Producer,27,"Management, Business, Science, and Arts Occupations" +1947,27-2012,Producers and Directors,Motion Picture Director,27,"Management, Business, Science, and Arts Occupations" +1948,27-2012,Producers and Directors,Movie Producer,27,"Management, Business, Science, and Arts Occupations" +1949,27-2012,Producers and Directors,Music Video Director,27,"Management, Business, Science, and Arts Occupations" +1950,27-2012,Producers and Directors,Music Video Producer,27,"Management, Business, Science, and Arts Occupations" +1951,27-2012,Producers and Directors,News Production Supervisor,27,"Management, Business, Science, and Arts Occupations" +1952,27-2012,Producers and Directors,Newscast Director,27,"Management, Business, Science, and Arts Occupations" +1953,27-2012,Producers and Directors,Newscast Producer,27,"Management, Business, Science, and Arts Occupations" +1954,27-2012,Producers and Directors,On-Air Director,27,"Management, Business, Science, and Arts Occupations" +1955,27-2012,Producers and Directors,Pageant Director,27,"Management, Business, Science, and Arts Occupations" +1956,27-2012,Producers and Directors,Radio and Television Technical Director,27,"Management, Business, Science, and Arts Occupations" +1957,27-2012,Producers and Directors,Radio Producer,27,"Management, Business, Science, and Arts Occupations" +1958,27-2012,Producers and Directors,Stage Manager,27,"Management, Business, Science, and Arts Occupations" +1959,27-2012,Producers and Directors,Television News Producer,27,"Management, Business, Science, and Arts Occupations" +1960,27-2012,Producers and Directors,Television Newscast Director,27,"Management, Business, Science, and Arts Occupations" +1961,27-2012,Producers and Directors,Television Producer,27,"Management, Business, Science, and Arts Occupations" +1962,27-2012,Producers and Directors,Television Program Director,27,"Management, Business, Science, and Arts Occupations" +1963,27-2012,Producers and Directors,Theater Company Producer,27,"Management, Business, Science, and Arts Occupations" +1964,27-2012,Producers and Directors,Video Producer,27,"Management, Business, Science, and Arts Occupations" +1965,27-2021,Athletes and Sports Competitors,National Association for Stock Car Auto Racing Driver,27,"Management, Business, Science, and Arts Occupations" +1966,27-2021,Athletes and Sports Competitors,Profession Cyclist,27,"Management, Business, Science, and Arts Occupations" +1967,27-2021,Athletes and Sports Competitors,Professional All Terrain Vehicle Racer,27,"Management, Business, Science, and Arts Occupations" +1968,27-2021,Athletes and Sports Competitors,Professional Athlete,27,"Management, Business, Science, and Arts Occupations" +1969,27-2021,Athletes and Sports Competitors,Professional Auto Racer,27,"Management, Business, Science, and Arts Occupations" +1970,27-2021,Athletes and Sports Competitors,Professional Baseball Pitcher,27,"Management, Business, Science, and Arts Occupations" +1971,27-2021,Athletes and Sports Competitors,Professional Baseball Player,27,"Management, Business, Science, and Arts Occupations" +1972,27-2021,Athletes and Sports Competitors,Professional Basketball Player,27,"Management, Business, Science, and Arts Occupations" +1973,27-2021,Athletes and Sports Competitors,Professional Bass Fisher,27,"Management, Business, Science, and Arts Occupations" +1974,27-2021,Athletes and Sports Competitors,Professional Bicycle Racer,27,"Management, Business, Science, and Arts Occupations" +1975,27-2021,Athletes and Sports Competitors,Professional Bicyclist,27,"Management, Business, Science, and Arts Occupations" +1976,27-2021,Athletes and Sports Competitors,Professional Billiard Player,27,"Management, Business, Science, and Arts Occupations" +1977,27-2021,Athletes and Sports Competitors,Professional Bowler,27,"Management, Business, Science, and Arts Occupations" +1978,27-2021,Athletes and Sports Competitors,Professional Bull Rider,27,"Management, Business, Science, and Arts Occupations" +1979,27-2021,Athletes and Sports Competitors,Professional Car Racer,27,"Management, Business, Science, and Arts Occupations" +1980,27-2021,Athletes and Sports Competitors,Professional Dirt Bike Racer,27,"Management, Business, Science, and Arts Occupations" +1981,27-2021,Athletes and Sports Competitors,Professional Drag Car Racer,27,"Management, Business, Science, and Arts Occupations" +1982,27-2021,Athletes and Sports Competitors,Professional Figure Skater,27,"Management, Business, Science, and Arts Occupations" +1983,27-2021,Athletes and Sports Competitors,Professional Football Player,27,"Management, Business, Science, and Arts Occupations" +1984,27-2021,Athletes and Sports Competitors,Professional Golfer,27,"Management, Business, Science, and Arts Occupations" +1985,27-2021,Athletes and Sports Competitors,Professional Hockey Player,27,"Management, Business, Science, and Arts Occupations" +1986,27-2021,Athletes and Sports Competitors,Professional Horse Racer,27,"Management, Business, Science, and Arts Occupations" +1987,27-2021,Athletes and Sports Competitors,Professional Ice Skater,27,"Management, Business, Science, and Arts Occupations" +1988,27-2021,Athletes and Sports Competitors,Professional Jockey,27,"Management, Business, Science, and Arts Occupations" +1989,27-2021,Athletes and Sports Competitors,Professional Kick Boxer,27,"Management, Business, Science, and Arts Occupations" +1990,27-2021,Athletes and Sports Competitors,Professional Motocross Racer,27,"Management, Business, Science, and Arts Occupations" +1991,27-2021,Athletes and Sports Competitors,Professional Prize Fighter,27,"Management, Business, Science, and Arts Occupations" +1992,27-2021,Athletes and Sports Competitors,Professional Pugilist,27,"Management, Business, Science, and Arts Occupations" +1993,27-2021,Athletes and Sports Competitors,Professional Race Car Driver,27,"Management, Business, Science, and Arts Occupations" +1994,27-2021,Athletes and Sports Competitors,Professional Roller Skater,27,"Management, Business, Science, and Arts Occupations" +1995,27-2021,Athletes and Sports Competitors,Professional Skater,27,"Management, Business, Science, and Arts Occupations" +1996,27-2021,Athletes and Sports Competitors,Professional Skier,27,"Management, Business, Science, and Arts Occupations" +1997,27-2021,Athletes and Sports Competitors,Professional Snowboarder,27,"Management, Business, Science, and Arts Occupations" +1998,27-2021,Athletes and Sports Competitors,Professional Soccer Player,27,"Management, Business, Science, and Arts Occupations" +1999,27-2021,Athletes and Sports Competitors,Professional Softball Player,27,"Management, Business, Science, and Arts Occupations" +2000,27-2021,Athletes and Sports Competitors,Professional Stock Car Driver,27,"Management, Business, Science, and Arts Occupations" +2001,27-2021,Athletes and Sports Competitors,Professional Surfer,27,"Management, Business, Science, and Arts Occupations" +2002,27-2021,Athletes and Sports Competitors,Professional Swimmer,27,"Management, Business, Science, and Arts Occupations" +2003,27-2021,Athletes and Sports Competitors,Professional Tennis Player,27,"Management, Business, Science, and Arts Occupations" +2004,27-2021,Athletes and Sports Competitors,Professional Volleyball Player,27,"Management, Business, Science, and Arts Occupations" +2005,27-2021,Athletes and Sports Competitors,Professional Wrestler,27,"Management, Business, Science, and Arts Occupations" +2006,27-2022,Coaches and Scouts,Athletic Coach,27,"Management, Business, Science, and Arts Occupations" +2007,27-2022,Coaches and Scouts,Baseball Coach,27,"Management, Business, Science, and Arts Occupations" +2008,27-2022,Coaches and Scouts,Baseball Scout,27,"Management, Business, Science, and Arts Occupations" +2009,27-2022,Coaches and Scouts,Basketball Coach,27,"Management, Business, Science, and Arts Occupations" +2010,27-2022,Coaches and Scouts,Boxing Coach,27,"Management, Business, Science, and Arts Occupations" +2011,27-2022,Coaches and Scouts,Coach,27,"Management, Business, Science, and Arts Occupations" +2012,27-2022,Coaches and Scouts,Football Coach,27,"Management, Business, Science, and Arts Occupations" +2013,27-2022,Coaches and Scouts,Hockey Scout,27,"Management, Business, Science, and Arts Occupations" +2014,27-2022,Coaches and Scouts,Ice Skating Coach,27,"Management, Business, Science, and Arts Occupations" +2015,27-2022,Coaches and Scouts,Riding Coach,27,"Management, Business, Science, and Arts Occupations" +2016,27-2022,Coaches and Scouts,Ski Coach,27,"Management, Business, Science, and Arts Occupations" +2017,27-2022,Coaches and Scouts,Tennis Coach,27,"Management, Business, Science, and Arts Occupations" +2018,27-2023,"Umpires, Referees, and Other Sports Officials",Athletic Events Scorer,27,"Management, Business, Science, and Arts Occupations" +2019,27-2023,"Umpires, Referees, and Other Sports Officials",Baseball Umpire,27,"Management, Business, Science, and Arts Occupations" +2020,27-2023,"Umpires, Referees, and Other Sports Officials",Diving Judge,27,"Management, Business, Science, and Arts Occupations" +2021,27-2023,"Umpires, Referees, and Other Sports Officials",Dressage Judge,27,"Management, Business, Science, and Arts Occupations" +2022,27-2023,"Umpires, Referees, and Other Sports Officials",Equestrian Events Judge,27,"Management, Business, Science, and Arts Occupations" +2023,27-2023,"Umpires, Referees, and Other Sports Officials",Handicapper,27,"Management, Business, Science, and Arts Occupations" +2024,27-2023,"Umpires, Referees, and Other Sports Officials",Horse Show Judge,27,"Management, Business, Science, and Arts Occupations" +2025,27-2023,"Umpires, Referees, and Other Sports Officials",Paddock Judge,27,"Management, Business, Science, and Arts Occupations" +2026,27-2023,"Umpires, Referees, and Other Sports Officials",Pit Steward,27,"Management, Business, Science, and Arts Occupations" +2027,27-2023,"Umpires, Referees, and Other Sports Officials",Placing Judge,27,"Management, Business, Science, and Arts Occupations" +2028,27-2023,"Umpires, Referees, and Other Sports Officials",Race Starter,27,"Management, Business, Science, and Arts Occupations" +2029,27-2031,Dancers,Ballerina,27,"Management, Business, Science, and Arts Occupations" +2030,27-2031,Dancers,Ballet Company Member,27,"Management, Business, Science, and Arts Occupations" +2031,27-2031,Dancers,Ballet Dancer,27,"Management, Business, Science, and Arts Occupations" +2032,27-2031,Dancers,Ballet Soloist,27,"Management, Business, Science, and Arts Occupations" +2033,27-2031,Dancers,Burlesque Dancer,27,"Management, Business, Science, and Arts Occupations" +2034,27-2031,Dancers,Dance Artist,27,"Management, Business, Science, and Arts Occupations" +2035,27-2031,Dancers,Discotheque Dancer,27,"Management, Business, Science, and Arts Occupations" +2036,27-2031,Dancers,Exotic Dancer,27,"Management, Business, Science, and Arts Occupations" +2037,27-2031,Dancers,Go-Go Dancer,27,"Management, Business, Science, and Arts Occupations" +2038,27-2031,Dancers,Line Dancer,27,"Management, Business, Science, and Arts Occupations" +2039,27-2031,Dancers,Soft Shoe Dancer,27,"Management, Business, Science, and Arts Occupations" +2040,27-2031,Dancers,Tap Dancer,27,"Management, Business, Science, and Arts Occupations" +2041,27-2032,Choreographers,Dance Director,27,"Management, Business, Science, and Arts Occupations" +2042,27-2032,Choreographers,Dance Master,27,"Management, Business, Science, and Arts Occupations" +2043,27-2041,Music Directors and Composers,Choir Director,27,"Management, Business, Science, and Arts Occupations" +2044,27-2041,Music Directors and Composers,Choirmaster,27,"Management, Business, Science, and Arts Occupations" +2045,27-2041,Music Directors and Composers,Chorus Master,27,"Management, Business, Science, and Arts Occupations" +2046,27-2041,Music Directors and Composers,Composer,27,"Management, Business, Science, and Arts Occupations" +2047,27-2041,Music Directors and Composers,Maestro,27,"Management, Business, Science, and Arts Occupations" +2048,27-2041,Music Directors and Composers,Music Adapter,27,"Management, Business, Science, and Arts Occupations" +2049,27-2041,Music Directors and Composers,Music Arranger,27,"Management, Business, Science, and Arts Occupations" +2050,27-2041,Music Directors and Composers,Music Copyist,27,"Management, Business, Science, and Arts Occupations" +2051,27-2041,Music Directors and Composers,Music Director,27,"Management, Business, Science, and Arts Occupations" +2052,27-2041,Music Directors and Composers,Music Minister,27,"Management, Business, Science, and Arts Occupations" +2053,27-2041,Music Directors and Composers,Music Pastor,27,"Management, Business, Science, and Arts Occupations" +2054,27-2041,Music Directors and Composers,Orchestra Conductor,27,"Management, Business, Science, and Arts Occupations" +2055,27-2041,Music Directors and Composers,Orchestra Director,27,"Management, Business, Science, and Arts Occupations" +2056,27-2041,Music Directors and Composers,Orchestrator,27,"Management, Business, Science, and Arts Occupations" +2057,27-2041,Music Directors and Composers,Songwriter,27,"Management, Business, Science, and Arts Occupations" +2058,27-2042,Musicians and Singers,Accompanist,27,"Management, Business, Science, and Arts Occupations" +2059,27-2042,Musicians and Singers,Baritone,27,"Management, Business, Science, and Arts Occupations" +2060,27-2042,Musicians and Singers,Bassoonist,27,"Management, Business, Science, and Arts Occupations" +2061,27-2042,Musicians and Singers,Bugler,27,"Management, Business, Science, and Arts Occupations" +2062,27-2042,Musicians and Singers,Cellist,27,"Management, Business, Science, and Arts Occupations" +2063,27-2042,Musicians and Singers,Choir Member,27,"Management, Business, Science, and Arts Occupations" +2064,27-2042,Musicians and Singers,Church Organist,27,"Management, Business, Science, and Arts Occupations" +2065,27-2042,Musicians and Singers,Clarinetist,27,"Management, Business, Science, and Arts Occupations" +2066,27-2042,Musicians and Singers,Concert Pianist,27,"Management, Business, Science, and Arts Occupations" +2067,27-2042,Musicians and Singers,Concert Singer,27,"Management, Business, Science, and Arts Occupations" +2068,27-2042,Musicians and Singers,Double Bass Player,27,"Management, Business, Science, and Arts Occupations" +2069,27-2042,Musicians and Singers,English Horn Player,27,"Management, Business, Science, and Arts Occupations" +2070,27-2042,Musicians and Singers,Flutist,27,"Management, Business, Science, and Arts Occupations" +2071,27-2042,Musicians and Singers,Guitar Player,27,"Management, Business, Science, and Arts Occupations" +2072,27-2042,Musicians and Singers,Guitarist,27,"Management, Business, Science, and Arts Occupations" +2073,27-2042,Musicians and Singers,Harpist,27,"Management, Business, Science, and Arts Occupations" +2074,27-2042,Musicians and Singers,Horn Player,27,"Management, Business, Science, and Arts Occupations" +2075,27-2042,Musicians and Singers,Instrumentalist,27,"Management, Business, Science, and Arts Occupations" +2076,27-2042,Musicians and Singers,Musician,27,"Management, Business, Science, and Arts Occupations" +2077,27-2042,Musicians and Singers,Oboist,27,"Management, Business, Science, and Arts Occupations" +2078,27-2042,Musicians and Singers,Opera Singer,27,"Management, Business, Science, and Arts Occupations" +2079,27-2042,Musicians and Singers,Organist,27,"Management, Business, Science, and Arts Occupations" +2080,27-2042,Musicians and Singers,Percussionist,27,"Management, Business, Science, and Arts Occupations" +2081,27-2042,Musicians and Singers,Pianist,27,"Management, Business, Science, and Arts Occupations" +2082,27-2042,Musicians and Singers,Piano Player,27,"Management, Business, Science, and Arts Occupations" +2083,27-2042,Musicians and Singers,Piccoloist,27,"Management, Business, Science, and Arts Occupations" +2084,27-2042,Musicians and Singers,Rapper,27,"Management, Business, Science, and Arts Occupations" +2085,27-2042,Musicians and Singers,Soloist,27,"Management, Business, Science, and Arts Occupations" +2086,27-2042,Musicians and Singers,Tenor,27,"Management, Business, Science, and Arts Occupations" +2087,27-2042,Musicians and Singers,Timpanist,27,"Management, Business, Science, and Arts Occupations" +2088,27-2042,Musicians and Singers,Trombonist,27,"Management, Business, Science, and Arts Occupations" +2089,27-2042,Musicians and Singers,Trumpet Player,27,"Management, Business, Science, and Arts Occupations" +2090,27-2042,Musicians and Singers,Trumpeter,27,"Management, Business, Science, and Arts Occupations" +2091,27-2042,Musicians and Singers,Violinist,27,"Management, Business, Science, and Arts Occupations" +2092,27-2042,Musicians and Singers,Violist,27,"Management, Business, Science, and Arts Occupations" +2093,27-2042,Musicians and Singers,Vocalist,27,"Management, Business, Science, and Arts Occupations" +2094,27-2091,"Disc Jockeys, Except Radio",Club DJ,27,"Management, Business, Science, and Arts Occupations" +2095,27-2091,"Disc Jockeys, Except Radio",Deejay,27,"Management, Business, Science, and Arts Occupations" +2096,27-2091,"Disc Jockeys, Except Radio",DJ,27,"Management, Business, Science, and Arts Occupations" +2097,27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Acrobat,27,"Management, Business, Science, and Arts Occupations" +2098,27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Aerialist,27,"Management, Business, Science, and Arts Occupations" +2099,27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Amusement Park Entertainer,27,"Management, Business, Science, and Arts Occupations" +2100,27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Bareback Rider,27,"Management, Business, Science, and Arts Occupations" +2101,27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Baton Twirler,27,"Management, Business, Science, and Arts Occupations" +2102,27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Clown,27,"Management, Business, Science, and Arts Occupations" +2103,27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Comedian,27,"Management, Business, Science, and Arts Occupations" +2104,27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Fortune Teller,27,"Management, Business, Science, and Arts Occupations" +2105,27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Impersonator,27,"Management, Business, Science, and Arts Occupations" +2106,27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Juggler,27,"Management, Business, Science, and Arts Occupations" +2107,27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Magician,27,"Management, Business, Science, and Arts Occupations" +2108,27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Marionette Performer,27,"Management, Business, Science, and Arts Occupations" +2109,27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Palmist,27,"Management, Business, Science, and Arts Occupations" +2110,27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Professional Poker Player,27,"Management, Business, Science, and Arts Occupations" +2111,27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Prompter,27,"Management, Business, Science, and Arts Occupations" +2112,27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Puppeteer,27,"Management, Business, Science, and Arts Occupations" +2113,27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Ringmaster,27,"Management, Business, Science, and Arts Occupations" +2114,27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Rodeo Performer,27,"Management, Business, Science, and Arts Occupations" +2115,27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Story Teller,27,"Management, Business, Science, and Arts Occupations" +2116,27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Stunt Performer,27,"Management, Business, Science, and Arts Occupations" +2117,27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Tumbler,27,"Management, Business, Science, and Arts Occupations" +2118,27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Ventriloquist,27,"Management, Business, Science, and Arts Occupations" +2119,27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Wire Walker,27,"Management, Business, Science, and Arts Occupations" +2120,27-3011,Broadcast Announcers and Radio Disc Jockeys,Commercial Announcer,27,"Management, Business, Science, and Arts Occupations" +2121,27-3011,Broadcast Announcers and Radio Disc Jockeys,Game Show Host,27,"Management, Business, Science, and Arts Occupations" +2122,27-3011,Broadcast Announcers and Radio Disc Jockeys,Radio Artist,27,"Management, Business, Science, and Arts Occupations" +2123,27-3011,Broadcast Announcers and Radio Disc Jockeys,Radio Disc Jockey,27,"Management, Business, Science, and Arts Occupations" +2124,27-3011,Broadcast Announcers and Radio Disc Jockeys,Radio Host,27,"Management, Business, Science, and Arts Occupations" +2125,27-3011,Broadcast Announcers and Radio Disc Jockeys,Talk Show Host,27,"Management, Business, Science, and Arts Occupations" +2126,27-3011,Broadcast Announcers and Radio Disc Jockeys,Television Host,27,"Management, Business, Science, and Arts Occupations" +2127,27-3023,"News Analysts, Reporters, and Journalists",Book Critic,27,"Management, Business, Science, and Arts Occupations" +2128,27-3023,"News Analysts, Reporters, and Journalists",Book Reviewer,27,"Management, Business, Science, and Arts Occupations" +2129,27-3023,"News Analysts, Reporters, and Journalists",Columnist,27,"Management, Business, Science, and Arts Occupations" +2130,27-3023,"News Analysts, Reporters, and Journalists",Correspondent,27,"Management, Business, Science, and Arts Occupations" +2131,27-3023,"News Analysts, Reporters, and Journalists",Desk Reporter,27,"Management, Business, Science, and Arts Occupations" +2132,27-3023,"News Analysts, Reporters, and Journalists",Film Critic,27,"Management, Business, Science, and Arts Occupations" +2133,27-3023,"News Analysts, Reporters, and Journalists",Foreign Correspondent,27,"Management, Business, Science, and Arts Occupations" +2134,27-3023,"News Analysts, Reporters, and Journalists",Investigative Reporter,27,"Management, Business, Science, and Arts Occupations" +2135,27-3023,"News Analysts, Reporters, and Journalists",Journalist,27,"Management, Business, Science, and Arts Occupations" +2136,27-3023,"News Analysts, Reporters, and Journalists",Market News Reporter,27,"Management, Business, Science, and Arts Occupations" +2137,27-3023,"News Analysts, Reporters, and Journalists",Movie Critic,27,"Management, Business, Science, and Arts Occupations" +2138,27-3023,"News Analysts, Reporters, and Journalists",News Anchor,27,"Management, Business, Science, and Arts Occupations" +2139,27-3023,"News Analysts, Reporters, and Journalists",News Commentator,27,"Management, Business, Science, and Arts Occupations" +2140,27-3023,"News Analysts, Reporters, and Journalists",News Reporter,27,"Management, Business, Science, and Arts Occupations" +2141,27-3023,"News Analysts, Reporters, and Journalists",Newscaster,27,"Management, Business, Science, and Arts Occupations" +2142,27-3023,"News Analysts, Reporters, and Journalists",Newspaper Columnist,27,"Management, Business, Science, and Arts Occupations" +2143,27-3023,"News Analysts, Reporters, and Journalists",Newspaper Correspondent,27,"Management, Business, Science, and Arts Occupations" +2144,27-3023,"News Analysts, Reporters, and Journalists",Political Reporter,27,"Management, Business, Science, and Arts Occupations" +2145,27-3023,"News Analysts, Reporters, and Journalists",Press Writer,27,"Management, Business, Science, and Arts Occupations" +2146,27-3023,"News Analysts, Reporters, and Journalists",Society Reporter,27,"Management, Business, Science, and Arts Occupations" +2147,27-3031,Public Relations Specialists,Environmental Communications Specialist,27,"Management, Business, Science, and Arts Occupations" +2148,27-3031,Public Relations Specialists,Lobbyist,27,"Management, Business, Science, and Arts Occupations" +2149,27-3031,Public Relations Specialists,Media Relations Specialist,27,"Management, Business, Science, and Arts Occupations" +2150,27-3031,Public Relations Specialists,Press Agent,27,"Management, Business, Science, and Arts Occupations" +2151,27-3031,Public Relations Specialists,Press Secretary,27,"Management, Business, Science, and Arts Occupations" +2152,27-3031,Public Relations Specialists,Public Affairs Officer,27,"Management, Business, Science, and Arts Occupations" +2153,27-3031,Public Relations Specialists,Public Relations Counselor,27,"Management, Business, Science, and Arts Occupations" +2154,27-3031,Public Relations Specialists,Public Relations Officer,27,"Management, Business, Science, and Arts Occupations" +2155,27-3031,Public Relations Specialists,Public Relations Representative,27,"Management, Business, Science, and Arts Occupations" +2156,27-3031,Public Relations Specialists,Publicist,27,"Management, Business, Science, and Arts Occupations" +2157,27-3031,Public Relations Specialists,Publicity Agent,27,"Management, Business, Science, and Arts Occupations" +2158,27-3031,Public Relations Specialists,Publicity Writer,27,"Management, Business, Science, and Arts Occupations" +2159,27-3041,Editors,Advertising Editor,27,"Management, Business, Science, and Arts Occupations" +2160,27-3041,Editors,Art Editor,27,"Management, Business, Science, and Arts Occupations" +2161,27-3041,Editors,Book Editor,27,"Management, Business, Science, and Arts Occupations" +2162,27-3041,Editors,Copy Desk Chief,27,"Management, Business, Science, and Arts Occupations" +2163,27-3041,Editors,Copy Editor,27,"Management, Business, Science, and Arts Occupations" +2164,27-3041,Editors,Index Editor,27,"Management, Business, Science, and Arts Occupations" +2165,27-3041,Editors,Manuscript Editor,27,"Management, Business, Science, and Arts Occupations" +2166,27-3041,Editors,Newspaper Photo Editor,27,"Management, Business, Science, and Arts Occupations" +2167,27-3041,Editors,Publications Editor,27,"Management, Business, Science, and Arts Occupations" +2168,27-3041,Editors,Rewrite Editor,27,"Management, Business, Science, and Arts Occupations" +2169,27-3041,Editors,Scientific Publications Editor,27,"Management, Business, Science, and Arts Occupations" +2170,27-3041,Editors,Sports Editor,27,"Management, Business, Science, and Arts Occupations" +2171,27-3041,Editors,Technical Editor,27,"Management, Business, Science, and Arts Occupations" +2172,27-3042,Technical Writers,Assembly Instructions Writer,27,"Management, Business, Science, and Arts Occupations" +2173,27-3042,Technical Writers,Documentation Writer,27,"Management, Business, Science, and Arts Occupations" +2174,27-3042,Technical Writers,Engineering Writer,27,"Management, Business, Science, and Arts Occupations" +2175,27-3042,Technical Writers,Handbook Writer,27,"Management, Business, Science, and Arts Occupations" +2176,27-3042,Technical Writers,Specifications Writer,27,"Management, Business, Science, and Arts Occupations" +2177,27-3042,Technical Writers,Technical Communicator,27,"Management, Business, Science, and Arts Occupations" +2178,27-3043,Writers and Authors,Advertising Copy Writer,27,"Management, Business, Science, and Arts Occupations" +2179,27-3043,Writers and Authors,Advertising Copywriter,27,"Management, Business, Science, and Arts Occupations" +2180,27-3043,Writers and Authors,Author,27,"Management, Business, Science, and Arts Occupations" +2181,27-3043,Writers and Authors,Biographer,27,"Management, Business, Science, and Arts Occupations" +2182,27-3043,Writers and Authors,Copy Writer,27,"Management, Business, Science, and Arts Occupations" +2183,27-3043,Writers and Authors,Copywriter,27,"Management, Business, Science, and Arts Occupations" +2184,27-3043,Writers and Authors,Lyricist,27,"Management, Business, Science, and Arts Occupations" +2185,27-3043,Writers and Authors,Novelist,27,"Management, Business, Science, and Arts Occupations" +2186,27-3043,Writers and Authors,Playwright,27,"Management, Business, Science, and Arts Occupations" +2187,27-3043,Writers and Authors,Poet,27,"Management, Business, Science, and Arts Occupations" +2188,27-3043,Writers and Authors,Program Writer,27,"Management, Business, Science, and Arts Occupations" +2189,27-3043,Writers and Authors,Radio Script Writer,27,"Management, Business, Science, and Arts Occupations" +2190,27-3043,Writers and Authors,Screen Writer,27,"Management, Business, Science, and Arts Occupations" +2191,27-3043,Writers and Authors,Short Story Writer,27,"Management, Business, Science, and Arts Occupations" +2192,27-3043,Writers and Authors,Song Lyricist,27,"Management, Business, Science, and Arts Occupations" +2193,27-3043,Writers and Authors,Television Writer,27,"Management, Business, Science, and Arts Occupations" +2194,27-3043,Writers and Authors,Verse Writer,27,"Management, Business, Science, and Arts Occupations" +2195,27-3091,Interpreters and Translators,American Sign Language Interpreter,27,"Management, Business, Science, and Arts Occupations" +2196,27-3091,Interpreters and Translators,Court Interpreter,27,"Management, Business, Science, and Arts Occupations" +2197,27-3091,Interpreters and Translators,Deaf Interpreter,27,"Management, Business, Science, and Arts Occupations" +2198,27-3091,Interpreters and Translators,Diplomatic Interpreter,27,"Management, Business, Science, and Arts Occupations" +2199,27-3091,Interpreters and Translators,Language Translator,27,"Management, Business, Science, and Arts Occupations" +2200,27-3091,Interpreters and Translators,Translator,27,"Management, Business, Science, and Arts Occupations" +2201,27-3092,Court Reporters and Simultaneous Captioners,Court Recording Monitor,27,"Management, Business, Science, and Arts Occupations" +2202,27-3092,Court Reporters and Simultaneous Captioners,Court Stenographer,27,"Management, Business, Science, and Arts Occupations" +2203,27-3092,Court Reporters and Simultaneous Captioners,Court Transcriber,27,"Management, Business, Science, and Arts Occupations" +2204,27-3092,Court Reporters and Simultaneous Captioners,Deposition Reporter,27,"Management, Business, Science, and Arts Occupations" +2205,27-3092,Court Reporters and Simultaneous Captioners,Realtime Captioner,27,"Management, Business, Science, and Arts Occupations" +2206,27-3092,Court Reporters and Simultaneous Captioners,Stenocaptioner,27,"Management, Business, Science, and Arts Occupations" +2207,27-3092,Court Reporters and Simultaneous Captioners,Voice Writing Reporter,27,"Management, Business, Science, and Arts Occupations" +2208,27-3099,"Media and Communication Workers, All Other",Public Address Announcer,27,"Management, Business, Science, and Arts Occupations" +2209,27-3099,"Media and Communication Workers, All Other",Stage Technician,27,"Management, Business, Science, and Arts Occupations" +2210,27-3099,"Media and Communication Workers, All Other",Train Announcer,27,"Management, Business, Science, and Arts Occupations" +2211,27-3099,"Media and Communication Workers, All Other",Train Caller,27,"Management, Business, Science, and Arts Occupations" +2212,27-4011,Audio and Video Technicians,Audio-Visual Production Specialist,27,"Management, Business, Science, and Arts Occupations" +2213,27-4011,Audio and Video Technicians,Event AV Operator,27,"Management, Business, Science, and Arts Occupations" +2214,27-4011,Audio and Video Technicians,Video Control Operator,27,"Management, Business, Science, and Arts Occupations" +2215,27-4011,Audio and Video Technicians,Video Equipment Technician,27,"Management, Business, Science, and Arts Occupations" +2216,27-4011,Audio and Video Technicians,Video Production Assistant,27,"Management, Business, Science, and Arts Occupations" +2217,27-4012,Broadcast Technicians,Broadcast Engineer,27,"Management, Business, Science, and Arts Occupations" +2218,27-4012,Broadcast Technicians,Broadcast Maintenance Engineer,27,"Management, Business, Science, and Arts Occupations" +2219,27-4012,Broadcast Technicians,Broadcast Operations Engineer,27,"Management, Business, Science, and Arts Occupations" +2220,27-4012,Broadcast Technicians,Radio Station Audio Engineer,27,"Management, Business, Science, and Arts Occupations" +2221,27-4012,Broadcast Technicians,Radio/Television Technician,27,"Management, Business, Science, and Arts Occupations" +2222,27-4012,Broadcast Technicians,Remote Broadcast Engineer,27,"Management, Business, Science, and Arts Occupations" +2223,27-4012,Broadcast Technicians,Telecasting Engineer,27,"Management, Business, Science, and Arts Occupations" +2224,27-4012,Broadcast Technicians,Television Audio Engineer,27,"Management, Business, Science, and Arts Occupations" +2225,27-4014,Sound Engineering Technicians,Audio Recording Engineer,27,"Management, Business, Science, and Arts Occupations" +2226,27-4014,Sound Engineering Technicians,Disc Recordist,27,"Management, Business, Science, and Arts Occupations" +2227,27-4014,Sound Engineering Technicians,Dub Room Engineer,27,"Management, Business, Science, and Arts Occupations" +2228,27-4014,Sound Engineering Technicians,Film Sound Engineer,27,"Management, Business, Science, and Arts Occupations" +2229,27-4014,Sound Engineering Technicians,Play Back Operator,27,"Management, Business, Science, and Arts Occupations" +2230,27-4014,Sound Engineering Technicians,Recording Engineer,27,"Management, Business, Science, and Arts Occupations" +2231,27-4014,Sound Engineering Technicians,Sound Assistant,27,"Management, Business, Science, and Arts Occupations" +2232,27-4014,Sound Engineering Technicians,Sound Cutter,27,"Management, Business, Science, and Arts Occupations" +2233,27-4014,Sound Engineering Technicians,Sound Designer,27,"Management, Business, Science, and Arts Occupations" +2234,27-4014,Sound Engineering Technicians,Sound Editor,27,"Management, Business, Science, and Arts Occupations" +2235,27-4014,Sound Engineering Technicians,Sound Effects Technician,27,"Management, Business, Science, and Arts Occupations" +2236,27-4015,Lighting Technicians,Dimmer Board Operator,27,"Management, Business, Science, and Arts Occupations" +2237,27-4015,Lighting Technicians,Gaffer,27,"Management, Business, Science, and Arts Occupations" +2238,27-4015,Lighting Technicians,Lamp Operator,27,"Management, Business, Science, and Arts Occupations" +2239,27-4015,Lighting Technicians,Spotlight Operator,27,"Management, Business, Science, and Arts Occupations" +2240,27-4021,Photographers,Advertising Photographer,27,"Management, Business, Science, and Arts Occupations" +2241,27-4021,Photographers,Aerial Photographer,27,"Management, Business, Science, and Arts Occupations" +2242,27-4021,Photographers,Industrial Photographer,27,"Management, Business, Science, and Arts Occupations" +2243,27-4021,Photographers,Marine Photographer,27,"Management, Business, Science, and Arts Occupations" +2244,27-4021,Photographers,Medical Photographer,27,"Management, Business, Science, and Arts Occupations" +2245,27-4021,Photographers,News Photographer,27,"Management, Business, Science, and Arts Occupations" +2246,27-4021,Photographers,Newspaper Photojournalist,27,"Management, Business, Science, and Arts Occupations" +2247,27-4021,Photographers,Photojournalist,27,"Management, Business, Science, and Arts Occupations" +2248,27-4021,Photographers,Portrait Photographer,27,"Management, Business, Science, and Arts Occupations" +2249,27-4021,Photographers,School Photographer,27,"Management, Business, Science, and Arts Occupations" +2250,27-4021,Photographers,Wedding Photographer,27,"Management, Business, Science, and Arts Occupations" +2251,27-4031,"Camera Operators, Television, Video, and Film",Electronic News Gathering Camera Operator,27,"Management, Business, Science, and Arts Occupations" +2252,27-4031,"Camera Operators, Television, Video, and Film",Motion Picture Camera Operator,27,"Management, Business, Science, and Arts Occupations" +2253,27-4031,"Camera Operators, Television, Video, and Film",Movie Shot Camera Operator,27,"Management, Business, Science, and Arts Occupations" +2254,27-4031,"Camera Operators, Television, Video, and Film",News Camera Operator,27,"Management, Business, Science, and Arts Occupations" +2255,27-4031,"Camera Operators, Television, Video, and Film",News Videographer,27,"Management, Business, Science, and Arts Occupations" +2256,27-4031,"Camera Operators, Television, Video, and Film",Television Camera Operator,27,"Management, Business, Science, and Arts Occupations" +2257,27-4031,"Camera Operators, Television, Video, and Film",Video Camera Operator,27,"Management, Business, Science, and Arts Occupations" +2258,27-4032,Film and Video Editors,Cue Selector,27,"Management, Business, Science, and Arts Occupations" +2259,27-4032,Film and Video Editors,Electronic News Gathering Editor,27,"Management, Business, Science, and Arts Occupations" +2260,27-4032,Film and Video Editors,Film Editor,27,"Management, Business, Science, and Arts Occupations" +2261,27-4032,Film and Video Editors,Movie Editor,27,"Management, Business, Science, and Arts Occupations" +2262,27-4032,Film and Video Editors,News Video Editor,27,"Management, Business, Science, and Arts Occupations" +2263,27-4032,Film and Video Editors,News Videotape Editor,27,"Management, Business, Science, and Arts Occupations" +2264,27-4032,Film and Video Editors,Tape Editor,27,"Management, Business, Science, and Arts Occupations" +2265,27-4032,Film and Video Editors,Television News Video Editor,27,"Management, Business, Science, and Arts Occupations" +2266,27-4032,Film and Video Editors,Video Tape Transferrer,27,"Management, Business, Science, and Arts Occupations" +2267,27-4099,"Media and Communication Equipment Workers, All Other",Satellite Communications Operator,27,"Management, Business, Science, and Arts Occupations" +2268,29-1011,Chiropractors,Chiropractic Doctor,29,"Management, Business, Science, and Arts Occupations" +2269,29-1011,Chiropractors,Chiropractic Physician,29,"Management, Business, Science, and Arts Occupations" +2270,29-1021,"Dentists, General",Family Dentist,29,"Management, Business, Science, and Arts Occupations" +2271,29-1022,Oral and Maxillofacial Surgeons,Dental Surgeon,29,"Management, Business, Science, and Arts Occupations" +2272,29-1022,Oral and Maxillofacial Surgeons,Maxillofacial Surgeon,29,"Management, Business, Science, and Arts Occupations" +2273,29-1022,Oral and Maxillofacial Surgeons,Oral Surgeon,29,"Management, Business, Science, and Arts Occupations" +2274,29-1023,Orthodontists,Dentofacial Orthopedics Dentist,29,"Management, Business, Science, and Arts Occupations" +2275,29-1023,Orthodontists,Invisible Braces Orthodontist,29,"Management, Business, Science, and Arts Occupations" +2276,29-1023,Orthodontists,Pediatric Orthodontist,29,"Management, Business, Science, and Arts Occupations" +2277,29-1024,Prosthodontists,Maxillofacial Prosthetics Dentist,29,"Management, Business, Science, and Arts Occupations" +2278,29-1024,Prosthodontists,Maxillofacial Prosthodontist,29,"Management, Business, Science, and Arts Occupations" +2279,29-1024,Prosthodontists,Reconstructive Dentist,29,"Management, Business, Science, and Arts Occupations" +2280,29-1029,"Dentists, All Other Specialists",Endodontist,29,"Management, Business, Science, and Arts Occupations" +2281,29-1029,"Dentists, All Other Specialists",Maxillofacial Pathology,29,"Management, Business, Science, and Arts Occupations" +2282,29-1029,"Dentists, All Other Specialists",Oral Pathologist,29,"Management, Business, Science, and Arts Occupations" +2283,29-1029,"Dentists, All Other Specialists",Pediatric Dentist,29,"Management, Business, Science, and Arts Occupations" +2284,29-1029,"Dentists, All Other Specialists",Pedodontist,29,"Management, Business, Science, and Arts Occupations" +2285,29-1029,"Dentists, All Other Specialists",Periodontist,29,"Management, Business, Science, and Arts Occupations" +2286,29-1029,"Dentists, All Other Specialists",Public Health Dentist,29,"Management, Business, Science, and Arts Occupations" +2287,29-1031,Dietitians and Nutritionists,Clinical Dietitian,29,"Management, Business, Science, and Arts Occupations" +2288,29-1031,Dietitians and Nutritionists,Dietitian,29,"Management, Business, Science, and Arts Occupations" +2289,29-1031,Dietitians and Nutritionists,Nutritionist,29,"Management, Business, Science, and Arts Occupations" +2290,29-1031,Dietitians and Nutritionists,Pediatric Dietician,29,"Management, Business, Science, and Arts Occupations" +2291,29-1031,Dietitians and Nutritionists,Public Health Dietitian,29,"Management, Business, Science, and Arts Occupations" +2292,29-1031,Dietitians and Nutritionists,Public Health Nutritionist,29,"Management, Business, Science, and Arts Occupations" +2293,29-1031,Dietitians and Nutritionists,Research Dietitian,29,"Management, Business, Science, and Arts Occupations" +2294,29-1031,Dietitians and Nutritionists,Sports Nutritionist,29,"Management, Business, Science, and Arts Occupations" +2295,29-1031,Dietitians and Nutritionists,Therapeutic Dietitian,29,"Management, Business, Science, and Arts Occupations" +2296,29-1041,Optometrists,Doctor of Optometry,29,"Management, Business, Science, and Arts Occupations" +2297,29-1051,Pharmacists,Apothecary,29,"Management, Business, Science, and Arts Occupations" +2298,29-1051,Pharmacists,Clinical Pharmacist,29,"Management, Business, Science, and Arts Occupations" +2299,29-1051,Pharmacists,Druggist,29,"Management, Business, Science, and Arts Occupations" +2300,29-1051,Pharmacists,Hospital Pharmacist,29,"Management, Business, Science, and Arts Occupations" +2301,29-1051,Pharmacists,Registered Pharmacist,29,"Management, Business, Science, and Arts Occupations" +2302,29-1071,Physician Assistants,Anesthesiologist Assistant,29,"Management, Business, Science, and Arts Occupations" +2303,29-1071,Physician Assistants,Certified Physician's Assistant,29,"Management, Business, Science, and Arts Occupations" +2304,29-1071,Physician Assistants,Family Practice Physician Assistant,29,"Management, Business, Science, and Arts Occupations" +2305,29-1071,Physician Assistants,Orthopaedic Physician Assistant,29,"Management, Business, Science, and Arts Occupations" +2306,29-1071,Physician Assistants,Orthopedic Physician Assistant,29,"Management, Business, Science, and Arts Occupations" +2307,29-1071,Physician Assistants,Pediatric Physician Assistant,29,"Management, Business, Science, and Arts Occupations" +2308,29-1071,Physician Assistants,Radiology Practitioner Assistant,29,"Management, Business, Science, and Arts Occupations" +2309,29-1081,Podiatrists,Chiropodist,29,"Management, Business, Science, and Arts Occupations" +2310,29-1081,Podiatrists,Doctor of Podiatric Medicine,29,"Management, Business, Science, and Arts Occupations" +2311,29-1081,Podiatrists,Foot and Ankle Surgeon,29,"Management, Business, Science, and Arts Occupations" +2312,29-1081,Podiatrists,Foot Doctor,29,"Management, Business, Science, and Arts Occupations" +2313,29-1081,Podiatrists,Foot Orthopedist,29,"Management, Business, Science, and Arts Occupations" +2314,29-1081,Podiatrists,Orthopedic Podiatrist,29,"Management, Business, Science, and Arts Occupations" +2315,29-1081,Podiatrists,Podiatric Physician,29,"Management, Business, Science, and Arts Occupations" +2316,29-1122,Occupational Therapists,Occupational Therapist,29,"Management, Business, Science, and Arts Occupations" +2317,29-1122,Occupational Therapists,OT,29,"Management, Business, Science, and Arts Occupations" +2318,29-1122,Occupational Therapists,Registered Occupational Therapist,29,"Management, Business, Science, and Arts Occupations" +2319,29-1123,Physical Therapists,Cardiopulmonary Physical Therapist,29,"Management, Business, Science, and Arts Occupations" +2320,29-1123,Physical Therapists,Geriatric Physical Therapist,29,"Management, Business, Science, and Arts Occupations" +2321,29-1123,Physical Therapists,Orthopedic Physical Therapist,29,"Management, Business, Science, and Arts Occupations" +2322,29-1123,Physical Therapists,Pediatric Physical Therapist,29,"Management, Business, Science, and Arts Occupations" +2323,29-1123,Physical Therapists,Physiotherapist,29,"Management, Business, Science, and Arts Occupations" +2324,29-1123,Physical Therapists,PT,29,"Management, Business, Science, and Arts Occupations" +2325,29-1123,Physical Therapists,Pulmonary Physical Therapist,29,"Management, Business, Science, and Arts Occupations" +2326,29-1123,Physical Therapists,Sports Physical Therapist,29,"Management, Business, Science, and Arts Occupations" +2327,29-1124,Radiation Therapists,Radiation Therapy Technologist,29,"Management, Business, Science, and Arts Occupations" +2328,29-1124,Radiation Therapists,Registered Radiation Therapist,29,"Management, Business, Science, and Arts Occupations" +2329,29-1125,Recreational Therapists,Certified Recreational Therapist,29,"Management, Business, Science, and Arts Occupations" +2330,29-1125,Recreational Therapists,Certified Therapeutic Recreation Specialist,29,"Management, Business, Science, and Arts Occupations" +2331,29-1125,Recreational Therapists,CTRS,29,"Management, Business, Science, and Arts Occupations" +2332,29-1125,Recreational Therapists,Drama Therapist,29,"Management, Business, Science, and Arts Occupations" +2333,29-1125,Recreational Therapists,Therapeutic Recreation Specialist,29,"Management, Business, Science, and Arts Occupations" +2334,29-1126,Respiratory Therapists,Certified Respiratory Therapist,29,"Management, Business, Science, and Arts Occupations" +2335,29-1126,Respiratory Therapists,CRT,29,"Management, Business, Science, and Arts Occupations" +2336,29-1126,Respiratory Therapists,Inhalation Therapist,29,"Management, Business, Science, and Arts Occupations" +2337,29-1126,Respiratory Therapists,Oxygen Therapist,29,"Management, Business, Science, and Arts Occupations" +2338,29-1126,Respiratory Therapists,Registered Respiratory Therapist,29,"Management, Business, Science, and Arts Occupations" +2339,29-1126,Respiratory Therapists,Respiratory Therapist,29,"Management, Business, Science, and Arts Occupations" +2340,29-1126,Respiratory Therapists,RRT,29,"Management, Business, Science, and Arts Occupations" +2341,29-1127,Speech-Language Pathologists,Language Pathologist,29,"Management, Business, Science, and Arts Occupations" +2342,29-1127,Speech-Language Pathologists,Public School Speech Clinician,29,"Management, Business, Science, and Arts Occupations" +2343,29-1127,Speech-Language Pathologists,Public School Speech Therapist,29,"Management, Business, Science, and Arts Occupations" +2344,29-1127,Speech-Language Pathologists,Speech and Language Specialist,29,"Management, Business, Science, and Arts Occupations" +2345,29-1127,Speech-Language Pathologists,Speech Clinician,29,"Management, Business, Science, and Arts Occupations" +2346,29-1127,Speech-Language Pathologists,Speech Pathologist,29,"Management, Business, Science, and Arts Occupations" +2347,29-1127,Speech-Language Pathologists,Speech Therapist,29,"Management, Business, Science, and Arts Occupations" +2348,29-1128,Exercise Physiologists,Applied Exercise Physiologist,29,"Management, Business, Science, and Arts Occupations" +2349,29-1128,Exercise Physiologists,Clinical Exercise Physiologist,29,"Management, Business, Science, and Arts Occupations" +2350,29-1128,Exercise Physiologists,Kinesiotherapist,29,"Management, Business, Science, and Arts Occupations" +2351,29-1129,"Therapists, All Other",Art Therapist,29,"Management, Business, Science, and Arts Occupations" +2352,29-1129,"Therapists, All Other",Auriculotherapist,29,"Management, Business, Science, and Arts Occupations" +2353,29-1129,"Therapists, All Other",Educational Therapist,29,"Management, Business, Science, and Arts Occupations" +2354,29-1129,"Therapists, All Other",Hydrotherapist,29,"Management, Business, Science, and Arts Occupations" +2355,29-1129,"Therapists, All Other",Music Therapist,29,"Management, Business, Science, and Arts Occupations" +2356,29-1129,"Therapists, All Other",Peripatologist,29,"Management, Business, Science, and Arts Occupations" +2357,29-1131,Veterinarians,Animal Pathologist,29,"Management, Business, Science, and Arts Occupations" +2358,29-1131,Veterinarians,Animal Surgeon,29,"Management, Business, Science, and Arts Occupations" +2359,29-1131,Veterinarians,Doctor of Veterinary Medicine,29,"Management, Business, Science, and Arts Occupations" +2360,29-1131,Veterinarians,Doctor of Veterinary Medicine (DVM),29,"Management, Business, Science, and Arts Occupations" +2361,29-1131,Veterinarians,Equine Veterinarian,29,"Management, Business, Science, and Arts Occupations" +2362,29-1131,Veterinarians,Large Animal Veterinarian,29,"Management, Business, Science, and Arts Occupations" +2363,29-1131,Veterinarians,Poultry Pathologist,29,"Management, Business, Science, and Arts Occupations" +2364,29-1131,Veterinarians,Public Health Veterinarian,29,"Management, Business, Science, and Arts Occupations" +2365,29-1131,Veterinarians,Small Animal Veterinarian,29,"Management, Business, Science, and Arts Occupations" +2366,29-1131,Veterinarians,Veterinary Cardiologist,29,"Management, Business, Science, and Arts Occupations" +2367,29-1131,Veterinarians,Veterinary Medicine Scientist,29,"Management, Business, Science, and Arts Occupations" +2368,29-1131,Veterinarians,Veterinary Radiologist,29,"Management, Business, Science, and Arts Occupations" +2369,29-1131,Veterinarians,Wildlife Veterinarian,29,"Management, Business, Science, and Arts Occupations" +2370,29-1141,Registered Nurses,CCU Nurse,29,"Management, Business, Science, and Arts Occupations" +2371,29-1141,Registered Nurses,Clinical Nurse Specialist,29,"Management, Business, Science, and Arts Occupations" +2372,29-1141,Registered Nurses,CNS,29,"Management, Business, Science, and Arts Occupations" +2373,29-1141,Registered Nurses,Community Health Nurse,29,"Management, Business, Science, and Arts Occupations" +2374,29-1141,Registered Nurses,Coronary Care Unit Nurse,29,"Management, Business, Science, and Arts Occupations" +2375,29-1141,Registered Nurses,Emergency Room RN,29,"Management, Business, Science, and Arts Occupations" +2376,29-1141,Registered Nurses,Endoscopy Registered Nurse,29,"Management, Business, Science, and Arts Occupations" +2377,29-1141,Registered Nurses,Hospice Registered Nurse,29,"Management, Business, Science, and Arts Occupations" +2378,29-1141,Registered Nurses,Obstetrical Nurse,29,"Management, Business, Science, and Arts Occupations" +2379,29-1141,Registered Nurses,Oncology Registered Nurse,29,"Management, Business, Science, and Arts Occupations" +2380,29-1141,Registered Nurses,PACU Nurse,29,"Management, Business, Science, and Arts Occupations" +2381,29-1141,Registered Nurses,Pediatric Registered Nurse,29,"Management, Business, Science, and Arts Occupations" +2382,29-1141,Registered Nurses,Post-Anesthesia Care Unit Nurse,29,"Management, Business, Science, and Arts Occupations" +2383,29-1141,Registered Nurses,Psychiatric Nurse,29,"Management, Business, Science, and Arts Occupations" +2384,29-1141,Registered Nurses,RN,29,"Management, Business, Science, and Arts Occupations" +2385,29-1141,Registered Nurses,Triage Registered Nurse,29,"Management, Business, Science, and Arts Occupations" +2386,29-1151,Nurse Anesthetists,Certified Registered Nurse Anesthetist,29,"Management, Business, Science, and Arts Occupations" +2387,29-1151,Nurse Anesthetists,Certified Registered Nurse Anesthetist (CRNA),29,"Management, Business, Science, and Arts Occupations" +2388,29-1151,Nurse Anesthetists,DNAP,29,"Management, Business, Science, and Arts Occupations" +2389,29-1151,Nurse Anesthetists,Doctor of Nurse Anesthesia Practice,29,"Management, Business, Science, and Arts Occupations" +2390,29-1161,Nurse Midwives,Certified Nurse Midwife,29,"Management, Business, Science, and Arts Occupations" +2391,29-1161,Nurse Midwives,Certified Nurse Midwife (CNM),29,"Management, Business, Science, and Arts Occupations" +2392,29-1171,Nurse Practitioners,Acute Care Nurse Practitioner,29,"Management, Business, Science, and Arts Occupations" +2393,29-1171,Nurse Practitioners,Adult Nurse Practitioner,29,"Management, Business, Science, and Arts Occupations" +2394,29-1171,Nurse Practitioners,Cardiology Nurse Practitioner,29,"Management, Business, Science, and Arts Occupations" +2395,29-1171,Nurse Practitioners,Certified Nurse Practitioner,29,"Management, Business, Science, and Arts Occupations" +2396,29-1171,Nurse Practitioners,Certified Pediatric Nurse Practitioner,29,"Management, Business, Science, and Arts Occupations" +2397,29-1171,Nurse Practitioners,Certified Registered Nurse Practitioner,29,"Management, Business, Science, and Arts Occupations" +2398,29-1171,Nurse Practitioners,Dermatology Nurse Practitioner,29,"Management, Business, Science, and Arts Occupations" +2399,29-1171,Nurse Practitioners,Electrophysiology Nurse Practitioner,29,"Management, Business, Science, and Arts Occupations" +2400,29-1171,Nurse Practitioners,Emergency Medicine Nurse Practitioner,29,"Management, Business, Science, and Arts Occupations" +2401,29-1171,Nurse Practitioners,Family Health Nurse Practitioner,29,"Management, Business, Science, and Arts Occupations" +2402,29-1171,Nurse Practitioners,Family Practice Nurse Practitioner,29,"Management, Business, Science, and Arts Occupations" +2403,29-1171,Nurse Practitioners,Gastroenterology Nurse Practitioner,29,"Management, Business, Science, and Arts Occupations" +2404,29-1171,Nurse Practitioners,Gerontological Nurse Practitioner,29,"Management, Business, Science, and Arts Occupations" +2405,29-1171,Nurse Practitioners,Internal Medicine Nurse Practitioner,29,"Management, Business, Science, and Arts Occupations" +2406,29-1171,Nurse Practitioners,Neurosurgical Nurse Practitioner,29,"Management, Business, Science, and Arts Occupations" +2407,29-1171,Nurse Practitioners,NP,29,"Management, Business, Science, and Arts Occupations" +2408,29-1171,Nurse Practitioners,Obstetrics-Gynecology Nurse Practitioner,29,"Management, Business, Science, and Arts Occupations" +2409,29-1171,Nurse Practitioners,Orthopedic Nurse Practitioner,29,"Management, Business, Science, and Arts Occupations" +2410,29-1171,Nurse Practitioners,Palliative Care Nurse Practitioner,29,"Management, Business, Science, and Arts Occupations" +2411,29-1171,Nurse Practitioners,Pediatric Nurse Practitioner,29,"Management, Business, Science, and Arts Occupations" +2412,29-1171,Nurse Practitioners,Surgical Nurse Practitioner,29,"Management, Business, Science, and Arts Occupations" +2413,29-1181,Audiologists,Clinical Audiologist,29,"Management, Business, Science, and Arts Occupations" +2414,29-1181,Audiologists,Dispensing Audiologist,29,"Management, Business, Science, and Arts Occupations" +2415,29-1181,Audiologists,Educational Audiologist,29,"Management, Business, Science, and Arts Occupations" +2416,29-1181,Audiologists,Hearing Therapist,29,"Management, Business, Science, and Arts Occupations" +2417,29-1181,Audiologists,Licensed Audiologist,29,"Management, Business, Science, and Arts Occupations" +2418,29-1181,Audiologists,Pediatric Audiologist,29,"Management, Business, Science, and Arts Occupations" +2419,29-1211,Anesthesiologists,Ambulatory Anesthesiologist,29,"Management, Business, Science, and Arts Occupations" +2420,29-1211,Anesthesiologists,Anaesthesiologist,29,"Management, Business, Science, and Arts Occupations" +2421,29-1211,Anesthesiologists,Anesthetist,29,"Management, Business, Science, and Arts Occupations" +2422,29-1211,Anesthesiologists,Attending Anesthesiologist,29,"Management, Business, Science, and Arts Occupations" +2423,29-1211,Anesthesiologists,Obstetrical Anesthesiologist,29,"Management, Business, Science, and Arts Occupations" +2424,29-1211,Anesthesiologists,Staff Anesthetist,29,"Management, Business, Science, and Arts Occupations" +2425,29-1212,Cardiologists,Electrophysiology Cardiologist,29,"Management, Business, Science, and Arts Occupations" +2426,29-1212,Cardiologists,Interventional Cardiologist,29,"Management, Business, Science, and Arts Occupations" +2427,29-1213,Dermatologists,Dermatopathologist,29,"Management, Business, Science, and Arts Occupations" +2428,29-1213,Dermatologists,Procedural Dermatologist,29,"Management, Business, Science, and Arts Occupations" +2429,29-1214,Emergency Medicine Physicians,Critical Care Physician,29,"Management, Business, Science, and Arts Occupations" +2430,29-1214,Emergency Medicine Physicians,Disaster Medicine Physician,29,"Management, Business, Science, and Arts Occupations" +2431,29-1214,Emergency Medicine Physicians,Emergency Medicine Specialist,29,"Management, Business, Science, and Arts Occupations" +2432,29-1215,Family Medicine Physicians,Board Certified Family Physician,29,"Management, Business, Science, and Arts Occupations" +2433,29-1215,Family Medicine Physicians,Family Physician,29,"Management, Business, Science, and Arts Occupations" +2434,29-1215,Family Medicine Physicians,Family Practice Medical Doctor,29,"Management, Business, Science, and Arts Occupations" +2435,29-1215,Family Medicine Physicians,Family Practice Physician,29,"Management, Business, Science, and Arts Occupations" +2436,29-1215,Family Medicine Physicians,Family Practitioner,29,"Management, Business, Science, and Arts Occupations" +2437,29-1215,Family Medicine Physicians,General Practitioner,29,"Management, Business, Science, and Arts Occupations" +2438,29-1215,Family Medicine Physicians,GP Doctor,29,"Management, Business, Science, and Arts Occupations" +2439,29-1216,General Internal Medicine Physicians,General Internal Medicine Doctor,29,"Management, Business, Science, and Arts Occupations" +2440,29-1216,General Internal Medicine Physicians,General Internist,29,"Management, Business, Science, and Arts Occupations" +2441,29-1216,General Internal Medicine Physicians,Internal Medicine Physician,29,"Management, Business, Science, and Arts Occupations" +2442,29-1216,General Internal Medicine Physicians,Internist,29,"Management, Business, Science, and Arts Occupations" +2443,29-1217,Neurologists,Clinical Neuromuscular Pathologist,29,"Management, Business, Science, and Arts Occupations" +2444,29-1217,Neurologists,Epileptologist,29,"Management, Business, Science, and Arts Occupations" +2445,29-1217,Neurologists,Headache Specialist,29,"Management, Business, Science, and Arts Occupations" +2446,29-1218,Obstetricians and Gynecologists,Gynecological Oncologist,29,"Management, Business, Science, and Arts Occupations" +2447,29-1218,Obstetricians and Gynecologists,Gynecologist,29,"Management, Business, Science, and Arts Occupations" +2448,29-1218,Obstetricians and Gynecologists,Maternal-Fetal Medicine Physician,29,"Management, Business, Science, and Arts Occupations" +2449,29-1218,Obstetricians and Gynecologists,OB Specialist,29,"Management, Business, Science, and Arts Occupations" +2450,29-1218,Obstetricians and Gynecologists,OB/GYN,29,"Management, Business, Science, and Arts Occupations" +2451,29-1218,Obstetricians and Gynecologists,OB/GYN Physician,29,"Management, Business, Science, and Arts Occupations" +2452,29-1218,Obstetricians and Gynecologists,Obstetrician,29,"Management, Business, Science, and Arts Occupations" +2453,29-1218,Obstetricians and Gynecologists,Obstetrician/Gynecologist,29,"Management, Business, Science, and Arts Occupations" +2454,29-1221,"Pediatricians, General",General Pediatrician,29,"Management, Business, Science, and Arts Occupations" +2455,29-1221,"Pediatricians, General",Internal Medicine Pediatrician,29,"Management, Business, Science, and Arts Occupations" +2456,29-1221,"Pediatricians, General",Neonatal Doctor,29,"Management, Business, Science, and Arts Occupations" +2457,29-1221,"Pediatricians, General",Neonatologist,29,"Management, Business, Science, and Arts Occupations" +2458,29-1221,"Pediatricians, General",Paediatrician,29,"Management, Business, Science, and Arts Occupations" +2459,29-1221,"Pediatricians, General",Pediatric Cardiologist,29,"Management, Business, Science, and Arts Occupations" +2460,29-1221,"Pediatricians, General",Pediatrist,29,"Management, Business, Science, and Arts Occupations" +2461,29-1221,"Pediatricians, General",Primary Care Pediatrician,29,"Management, Business, Science, and Arts Occupations" +2462,29-1222,"Physicians, Pathologists",Clinical Pathologist,29,"Management, Business, Science, and Arts Occupations" +2463,29-1222,"Physicians, Pathologists",Immunopathologist,29,"Management, Business, Science, and Arts Occupations" +2464,29-1222,"Physicians, Pathologists",Neuropathologist,29,"Management, Business, Science, and Arts Occupations" +2465,29-1223,Psychiatrists,Addiction Psychiatrist,29,"Management, Business, Science, and Arts Occupations" +2466,29-1223,Psychiatrists,Child Psychiatrist,29,"Management, Business, Science, and Arts Occupations" +2467,29-1223,Psychiatrists,Clinical Psychiatrist,29,"Management, Business, Science, and Arts Occupations" +2468,29-1223,Psychiatrists,Forensic Psychiatrist,29,"Management, Business, Science, and Arts Occupations" +2469,29-1223,Psychiatrists,Geriatric Psychiatrist,29,"Management, Business, Science, and Arts Occupations" +2470,29-1223,Psychiatrists,Neuropsychiatrist,29,"Management, Business, Science, and Arts Occupations" +2471,29-1223,Psychiatrists,Pediatric Psychiatrist,29,"Management, Business, Science, and Arts Occupations" +2472,29-1223,Psychiatrists,Staff Psychiatrist,29,"Management, Business, Science, and Arts Occupations" +2473,29-1224,Radiologists,Diagnostic Radiologist,29,"Management, Business, Science, and Arts Occupations" +2474,29-1224,Radiologists,Interventional Radiologist,29,"Management, Business, Science, and Arts Occupations" +2475,29-1229,"Physicians, All Other",Gastroenterologist,29,"Management, Business, Science, and Arts Occupations" +2476,29-1229,"Physicians, All Other",Immunologist,29,"Management, Business, Science, and Arts Occupations" +2477,29-1229,"Physicians, All Other",Nephrologist,29,"Management, Business, Science, and Arts Occupations" +2478,29-1229,"Physicians, All Other",Oncologist,29,"Management, Business, Science, and Arts Occupations" +2479,29-1229,"Physicians, All Other",Physiatrist,29,"Management, Business, Science, and Arts Occupations" +2480,29-1229,"Physicians, All Other",Pulmonary Physician,29,"Management, Business, Science, and Arts Occupations" +2481,29-1229,"Physicians, All Other",Pulmonologist,29,"Management, Business, Science, and Arts Occupations" +2482,29-1229,"Physicians, All Other",Rheumatologist,29,"Management, Business, Science, and Arts Occupations" +2483,29-1241,"Ophthalmologists, Except Pediatric",Cornea and External Disease Physician,29,"Management, Business, Science, and Arts Occupations" +2484,29-1241,"Ophthalmologists, Except Pediatric",Viteroretinal Disease Physician,29,"Management, Business, Science, and Arts Occupations" +2485,29-1242,"Orthopedic Surgeons, Except Pediatric",Joint Preservationist,29,"Management, Business, Science, and Arts Occupations" +2486,29-1242,"Orthopedic Surgeons, Except Pediatric",Orthopaedic Surgeon,29,"Management, Business, Science, and Arts Occupations" +2487,29-1242,"Orthopedic Surgeons, Except Pediatric",Orthopedic Sports Medicine Physician,29,"Management, Business, Science, and Arts Occupations" +2488,29-1242,"Orthopedic Surgeons, Except Pediatric",Orthopedic Surgeon,29,"Management, Business, Science, and Arts Occupations" +2489,29-1243,Pediatric Surgeons,Pediatric Neurosurgeon,29,"Management, Business, Science, and Arts Occupations" +2490,29-1243,Pediatric Surgeons,Pediatric Vascular Surgeon,29,"Management, Business, Science, and Arts Occupations" +2491,29-1249,"Surgeons, All Other",Aviation Medicine Specialist,29,"Management, Business, Science, and Arts Occupations" +2492,29-1249,"Surgeons, All Other",Brain Surgeon,29,"Management, Business, Science, and Arts Occupations" +2493,29-1249,"Surgeons, All Other",Cardiac Surgeon,29,"Management, Business, Science, and Arts Occupations" +2494,29-1249,"Surgeons, All Other",Cardiovascular Surgeon,29,"Management, Business, Science, and Arts Occupations" +2495,29-1249,"Surgeons, All Other",Colorectal Surgeon,29,"Management, Business, Science, and Arts Occupations" +2496,29-1249,"Surgeons, All Other",Neurological Surgeon,29,"Management, Business, Science, and Arts Occupations" +2497,29-1249,"Surgeons, All Other",Neurosurgeon,29,"Management, Business, Science, and Arts Occupations" +2498,29-1249,"Surgeons, All Other",Otolaryngologist,29,"Management, Business, Science, and Arts Occupations" +2499,29-1249,"Surgeons, All Other",Plastic Surgeon,29,"Management, Business, Science, and Arts Occupations" +2500,29-1249,"Surgeons, All Other",Reconstructive Surgeon,29,"Management, Business, Science, and Arts Occupations" +2501,29-1249,"Surgeons, All Other",Surgical Oncologist,29,"Management, Business, Science, and Arts Occupations" +2502,29-1249,"Surgeons, All Other",Thoracic Surgeon,29,"Management, Business, Science, and Arts Occupations" +2503,29-1249,"Surgeons, All Other",Urologist,29,"Management, Business, Science, and Arts Occupations" +2504,29-1249,"Surgeons, All Other",Vascular Surgeon,29,"Management, Business, Science, and Arts Occupations" +2505,29-1291,Acupuncturists,Acupuncture Physician,29,"Management, Business, Science, and Arts Occupations" +2506,29-1291,Acupuncturists,Licensed Acupuncturist,29,"Management, Business, Science, and Arts Occupations" +2507,29-1292,Dental Hygienists,Oral Hygienist,29,"Management, Business, Science, and Arts Occupations" +2508,29-1292,Dental Hygienists,RDH,29,"Management, Business, Science, and Arts Occupations" +2509,29-1292,Dental Hygienists,Registered Dental Hygienist,29,"Management, Business, Science, and Arts Occupations" +2510,29-1299,"Healthcare Diagnosing or Treating Practitioners, All Other",Homeopathic Doctor,29,"Management, Business, Science, and Arts Occupations" +2511,29-1299,"Healthcare Diagnosing or Treating Practitioners, All Other",Hypnotherapist,29,"Management, Business, Science, and Arts Occupations" +2512,29-1299,"Healthcare Diagnosing or Treating Practitioners, All Other",Naturopath,29,"Management, Business, Science, and Arts Occupations" +2513,29-1299,"Healthcare Diagnosing or Treating Practitioners, All Other",Naturopathic Doctor,29,"Management, Business, Science, and Arts Occupations" +2514,29-1299,"Healthcare Diagnosing or Treating Practitioners, All Other",Naturopathic Physician,29,"Management, Business, Science, and Arts Occupations" +2515,29-2011,Medical and Clinical Laboratory Technologists,Biochemistry Technologist,29,"Management, Business, Science, and Arts Occupations" +2516,29-2011,Medical and Clinical Laboratory Technologists,Blood Bank Laboratory Technologist,29,"Management, Business, Science, and Arts Occupations" +2517,29-2011,Medical and Clinical Laboratory Technologists,Chief Medical Technologist,29,"Management, Business, Science, and Arts Occupations" +2518,29-2011,Medical and Clinical Laboratory Technologists,Clinical Laboratory Technologist,29,"Management, Business, Science, and Arts Occupations" +2519,29-2011,Medical and Clinical Laboratory Technologists,Cytogenetic Technologist,29,"Management, Business, Science, and Arts Occupations" +2520,29-2011,Medical and Clinical Laboratory Technologists,Cytologist,29,"Management, Business, Science, and Arts Occupations" +2521,29-2011,Medical and Clinical Laboratory Technologists,Cytotechnologist,29,"Management, Business, Science, and Arts Occupations" +2522,29-2011,Medical and Clinical Laboratory Technologists,Histologist Technologist,29,"Management, Business, Science, and Arts Occupations" +2523,29-2011,Medical and Clinical Laboratory Technologists,Histotechnologist,29,"Management, Business, Science, and Arts Occupations" +2524,29-2011,Medical and Clinical Laboratory Technologists,Immunohematologist,29,"Management, Business, Science, and Arts Occupations" +2525,29-2011,Medical and Clinical Laboratory Technologists,Pathology Laboratory Technologist,29,"Management, Business, Science, and Arts Occupations" +2526,29-2011,Medical and Clinical Laboratory Technologists,Tissue Technologist,29,"Management, Business, Science, and Arts Occupations" +2527,29-2012,Medical and Clinical Laboratory Technicians,Blood Bank Laboratory Technician,29,"Management, Business, Science, and Arts Occupations" +2528,29-2012,Medical and Clinical Laboratory Technicians,Hematology Technician,29,"Management, Business, Science, and Arts Occupations" +2529,29-2012,Medical and Clinical Laboratory Technicians,Hemodialysis Technician,29,"Management, Business, Science, and Arts Occupations" +2530,29-2012,Medical and Clinical Laboratory Technicians,Histologic Aide,29,"Management, Business, Science, and Arts Occupations" +2531,29-2012,Medical and Clinical Laboratory Technicians,Histologic Technician,29,"Management, Business, Science, and Arts Occupations" +2532,29-2012,Medical and Clinical Laboratory Technicians,Histology Technician,29,"Management, Business, Science, and Arts Occupations" +2533,29-2012,Medical and Clinical Laboratory Technicians,Histotechnician,29,"Management, Business, Science, and Arts Occupations" +2534,29-2012,Medical and Clinical Laboratory Technicians,Neurology Technician,29,"Management, Business, Science, and Arts Occupations" +2535,29-2012,Medical and Clinical Laboratory Technicians,Pathology Technician,29,"Management, Business, Science, and Arts Occupations" +2536,29-2012,Medical and Clinical Laboratory Technicians,Serology Technician,29,"Management, Business, Science, and Arts Occupations" +2537,29-2031,Cardiovascular Technologists and Technicians,Cardiac Catheterization Laboratory Technologist,29,"Management, Business, Science, and Arts Occupations" +2538,29-2031,Cardiovascular Technologists and Technicians,Cardiac Catheterization Technologist,29,"Management, Business, Science, and Arts Occupations" +2539,29-2031,Cardiovascular Technologists and Technicians,Cardiac Monitor Technician,29,"Management, Business, Science, and Arts Occupations" +2540,29-2031,Cardiovascular Technologists and Technicians,Cardiac Technician,29,"Management, Business, Science, and Arts Occupations" +2541,29-2031,Cardiovascular Technologists and Technicians,Cardiopulmonary Technologist,29,"Management, Business, Science, and Arts Occupations" +2542,29-2031,Cardiovascular Technologists and Technicians,Cardiovascular Interventional Technologist,29,"Management, Business, Science, and Arts Occupations" +2543,29-2031,Cardiovascular Technologists and Technicians,Cardiovascular Technologist,29,"Management, Business, Science, and Arts Occupations" +2544,29-2031,Cardiovascular Technologists and Technicians,EKG Technician,29,"Management, Business, Science, and Arts Occupations" +2545,29-2031,Cardiovascular Technologists and Technicians,Electrocardiogram Technician,29,"Management, Business, Science, and Arts Occupations" +2546,29-2031,Cardiovascular Technologists and Technicians,Electrocardiograph Operator,29,"Management, Business, Science, and Arts Occupations" +2547,29-2031,Cardiovascular Technologists and Technicians,Pulmonary Function Technologist,29,"Management, Business, Science, and Arts Occupations" +2548,29-2032,Diagnostic Medical Sonographers,Cardiac/Vascular Sonographer,29,"Management, Business, Science, and Arts Occupations" +2549,29-2032,Diagnostic Medical Sonographers,Echocardiogram Technician,29,"Management, Business, Science, and Arts Occupations" +2550,29-2032,Diagnostic Medical Sonographers,Echocardiographer,29,"Management, Business, Science, and Arts Occupations" +2551,29-2032,Diagnostic Medical Sonographers,Echocardiographic Technologist,29,"Management, Business, Science, and Arts Occupations" +2552,29-2032,Diagnostic Medical Sonographers,Echocardiography Technician,29,"Management, Business, Science, and Arts Occupations" +2553,29-2032,Diagnostic Medical Sonographers,Echocardiology Technologist,29,"Management, Business, Science, and Arts Occupations" +2554,29-2032,Diagnostic Medical Sonographers,Registered Diagnostic Medical Sonographer,29,"Management, Business, Science, and Arts Occupations" +2555,29-2032,Diagnostic Medical Sonographers,Sonographer,29,"Management, Business, Science, and Arts Occupations" +2556,29-2032,Diagnostic Medical Sonographers,Ultrasonographer,29,"Management, Business, Science, and Arts Occupations" +2557,29-2032,Diagnostic Medical Sonographers,Ultrasound Technician,29,"Management, Business, Science, and Arts Occupations" +2558,29-2032,Diagnostic Medical Sonographers,Ultrasound Technologist,29,"Management, Business, Science, and Arts Occupations" +2559,29-2033,Nuclear Medicine Technologists,Certified Nuclear Medicine Technologist,29,"Management, Business, Science, and Arts Occupations" +2560,29-2033,Nuclear Medicine Technologists,Isotope Technologist,29,"Management, Business, Science, and Arts Occupations" +2561,29-2033,Nuclear Medicine Technologists,Nuclear Cardiology Technologist,29,"Management, Business, Science, and Arts Occupations" +2562,29-2033,Nuclear Medicine Technologists,Nuclear Medical Technologist,29,"Management, Business, Science, and Arts Occupations" +2563,29-2033,Nuclear Medicine Technologists,Radioisotope Technologist,29,"Management, Business, Science, and Arts Occupations" +2564,29-2033,Nuclear Medicine Technologists,Registered Nuclear Medicine Technologist,29,"Management, Business, Science, and Arts Occupations" +2565,29-2034,Radiologic Technologists and Technicians,Computed Axial Tomography Technologist,29,"Management, Business, Science, and Arts Occupations" +2566,29-2034,Radiologic Technologists and Technicians,Computed Tomography (CT) Scanner Operator,29,"Management, Business, Science, and Arts Occupations" +2567,29-2034,Radiologic Technologists and Technicians,Radiologic Technician,29,"Management, Business, Science, and Arts Occupations" +2568,29-2034,Radiologic Technologists and Technicians,Registered Radiologic Technologist,29,"Management, Business, Science, and Arts Occupations" +2569,29-2034,Radiologic Technologists and Technicians,Skiagrapher,29,"Management, Business, Science, and Arts Occupations" +2570,29-2034,Radiologic Technologists and Technicians,X-Ray Technician,29,"Management, Business, Science, and Arts Occupations" +2571,29-2035,Magnetic Resonance Imaging Technologists,Computed Tomography/Magnetic Resonance Imaging (CT/MRI) Technologist,29,"Management, Business, Science, and Arts Occupations" +2572,29-2035,Magnetic Resonance Imaging Technologists,MRI Technologist,29,"Management, Business, Science, and Arts Occupations" +2573,29-2036,Medical Dosimetrists,Certified Medical Dosimetrist,29,"Management, Business, Science, and Arts Occupations" +2574,29-2036,Medical Dosimetrists,Qualified Medical Dosimetrist,29,"Management, Business, Science, and Arts Occupations" +2575,29-2042,Emergency Medical Technicians,EMT,29,"Management, Business, Science, and Arts Occupations" +2576,29-2042,Emergency Medical Technicians,EMT-B,29,"Management, Business, Science, and Arts Occupations" +2577,29-2042,Emergency Medical Technicians,EMT-I/85,29,"Management, Business, Science, and Arts Occupations" +2578,29-2042,Emergency Medical Technicians,EMT-I/99,29,"Management, Business, Science, and Arts Occupations" +2579,29-2043,Paramedics,Ambulance Driver-Paramedic,29,"Management, Business, Science, and Arts Occupations" +2580,29-2043,Paramedics,Flight Paramedic,29,"Management, Business, Science, and Arts Occupations" +2581,29-2051,Dietetic Technicians,Clinical Dietetic Technician,29,"Management, Business, Science, and Arts Occupations" +2582,29-2051,Dietetic Technicians,Cook Chill Technician,29,"Management, Business, Science, and Arts Occupations" +2583,29-2051,Dietetic Technicians,Dietary Aide,29,"Management, Business, Science, and Arts Occupations" +2584,29-2051,Dietetic Technicians,Dietary Technician,29,"Management, Business, Science, and Arts Occupations" +2585,29-2051,Dietetic Technicians,DTR,29,"Management, Business, Science, and Arts Occupations" +2586,29-2051,Dietetic Technicians,Nutrition Technician,29,"Management, Business, Science, and Arts Occupations" +2587,29-2051,Dietetic Technicians,Registered Diet Technician,29,"Management, Business, Science, and Arts Occupations" +2588,29-2052,Pharmacy Technicians,Certified Pharmacy Technician,29,"Management, Business, Science, and Arts Occupations" +2589,29-2052,Pharmacy Technicians,CPHT,29,"Management, Business, Science, and Arts Occupations" +2590,29-2052,Pharmacy Technicians,Pharmacist Technician,29,"Management, Business, Science, and Arts Occupations" +2591,29-2052,Pharmacy Technicians,Pharmacy Laboratory Technician,29,"Management, Business, Science, and Arts Occupations" +2592,29-2053,Psychiatric Technicians,Behavioral Health Technician,29,"Management, Business, Science, and Arts Occupations" +2593,29-2053,Psychiatric Technicians,Mental Health Technician,29,"Management, Business, Science, and Arts Occupations" +2594,29-2055,Surgical Technologists,Certified Surgical Technologist,29,"Management, Business, Science, and Arts Occupations" +2595,29-2055,Surgical Technologists,Operating Room Technician,29,"Management, Business, Science, and Arts Occupations" +2596,29-2055,Surgical Technologists,OR Tech,29,"Management, Business, Science, and Arts Occupations" +2597,29-2055,Surgical Technologists,Surgical Scrub Technologist,29,"Management, Business, Science, and Arts Occupations" +2598,29-2056,Veterinary Technologists and Technicians,Certified Veterinary Technician,29,"Management, Business, Science, and Arts Occupations" +2599,29-2056,Veterinary Technologists and Technicians,Licensed Veterinary Technician,29,"Management, Business, Science, and Arts Occupations" +2600,29-2056,Veterinary Technologists and Technicians,LVT,29,"Management, Business, Science, and Arts Occupations" +2601,29-2056,Veterinary Technologists and Technicians,Registered Veterinary Technician,29,"Management, Business, Science, and Arts Occupations" +2602,29-2056,Veterinary Technologists and Technicians,Veterinary Lab Tech,29,"Management, Business, Science, and Arts Occupations" +2603,29-2056,Veterinary Technologists and Technicians,Veterinary Laboratory Technician,29,"Management, Business, Science, and Arts Occupations" +2604,29-2056,Veterinary Technologists and Technicians,Veterinary Surgery Technician,29,"Management, Business, Science, and Arts Occupations" +2605,29-2056,Veterinary Technologists and Technicians,Veterinary Surgery Technologist,29,"Management, Business, Science, and Arts Occupations" +2606,29-2056,Veterinary Technologists and Technicians,Veterinary Technologist,29,"Management, Business, Science, and Arts Occupations" +2607,29-2056,Veterinary Technologists and Technicians,Veterinary X-Ray Operator,29,"Management, Business, Science, and Arts Occupations" +2608,29-2057,Ophthalmic Medical Technicians,Ocular Care Technologist,29,"Management, Business, Science, and Arts Occupations" +2609,29-2057,Ophthalmic Medical Technicians,Ophthalmic Technologist,29,"Management, Business, Science, and Arts Occupations" +2610,29-2061,Licensed Practical and Licensed Vocational Nurses,Licensed Practical Nurse,29,"Management, Business, Science, and Arts Occupations" +2611,29-2061,Licensed Practical and Licensed Vocational Nurses,Licensed Vocational Nurse,29,"Management, Business, Science, and Arts Occupations" +2612,29-2061,Licensed Practical and Licensed Vocational Nurses,LP Nurse,29,"Management, Business, Science, and Arts Occupations" +2613,29-2061,Licensed Practical and Licensed Vocational Nurses,LPN,29,"Management, Business, Science, and Arts Occupations" +2614,29-2061,Licensed Practical and Licensed Vocational Nurses,LVN,29,"Management, Business, Science, and Arts Occupations" +2615,29-2061,Licensed Practical and Licensed Vocational Nurses,Pediatric Licensed Practical Nurse,29,"Management, Business, Science, and Arts Occupations" +2616,29-2061,Licensed Practical and Licensed Vocational Nurses,Triage Licensed Practical Nurse,29,"Management, Business, Science, and Arts Occupations" +2617,29-2072,Medical Records Specialists,Health Information Coder,29,"Management, Business, Science, and Arts Occupations" +2618,29-2072,Medical Records Specialists,Health Records Technician,29,"Management, Business, Science, and Arts Occupations" +2619,29-2072,Medical Records Specialists,Medical Bill Coder,29,"Management, Business, Science, and Arts Occupations" +2620,29-2081,"Opticians, Dispensing",Certified Optician,29,"Management, Business, Science, and Arts Occupations" +2621,29-2081,"Opticians, Dispensing",Contact Lens Fitter,29,"Management, Business, Science, and Arts Occupations" +2622,29-2081,"Opticians, Dispensing",Eyeglass Fitter,29,"Management, Business, Science, and Arts Occupations" +2623,29-2081,"Opticians, Dispensing",Licensed Dispensing Optician,29,"Management, Business, Science, and Arts Occupations" +2624,29-2081,"Opticians, Dispensing",Licensed Optical Dispenser,29,"Management, Business, Science, and Arts Occupations" +2625,29-2081,"Opticians, Dispensing",Licensed Optician,29,"Management, Business, Science, and Arts Occupations" +2626,29-2081,"Opticians, Dispensing",Optical Dispenser,29,"Management, Business, Science, and Arts Occupations" +2627,29-2081,"Opticians, Dispensing",Optician,29,"Management, Business, Science, and Arts Occupations" +2628,29-2091,Orthotists and Prosthetists,American Board Certified Orthotist,29,"Management, Business, Science, and Arts Occupations" +2629,29-2091,Orthotists and Prosthetists,Artificial Limb Fitter,29,"Management, Business, Science, and Arts Occupations" +2630,29-2091,Orthotists and Prosthetists,Certified Orthotic Fitter,29,"Management, Business, Science, and Arts Occupations" +2631,29-2091,Orthotists and Prosthetists,Certified Prosthetist/Orthotist,29,"Management, Business, Science, and Arts Occupations" +2632,29-2091,Orthotists and Prosthetists,Licensed Prosthetist,29,"Management, Business, Science, and Arts Occupations" +2633,29-2091,Orthotists and Prosthetists,Orthotic/Prosthetic Practitioner,29,"Management, Business, Science, and Arts Occupations" +2634,29-2091,Orthotists and Prosthetists,Orthotist,29,"Management, Business, Science, and Arts Occupations" +2635,29-2091,Orthotists and Prosthetists,Pedorthist,29,"Management, Business, Science, and Arts Occupations" +2636,29-2091,Orthotists and Prosthetists,Prosthetist,29,"Management, Business, Science, and Arts Occupations" +2637,29-2092,Hearing Aid Specialists,Hearing Aid Fitter,29,"Management, Business, Science, and Arts Occupations" +2638,29-2092,Hearing Aid Specialists,Hearing Aid Technician,29,"Management, Business, Science, and Arts Occupations" +2639,29-2092,Hearing Aid Specialists,Hearing Instrument Specialist,29,"Management, Business, Science, and Arts Occupations" +2640,29-2099,"Health Technologists and Technicians, All Other",Certified Respiratory Therapy Technician,29,"Management, Business, Science, and Arts Occupations" +2641,29-2099,"Health Technologists and Technicians, All Other",CRTT,29,"Management, Business, Science, and Arts Occupations" +2642,29-2099,"Health Technologists and Technicians, All Other",Dialysis Technician,29,"Management, Business, Science, and Arts Occupations" +2643,29-2099,"Health Technologists and Technicians, All Other",Electroencephalogram (EEG) Technologist,29,"Management, Business, Science, and Arts Occupations" +2644,29-2099,"Health Technologists and Technicians, All Other",Electroneurodiagnostic Technologist,29,"Management, Business, Science, and Arts Occupations" +2645,29-2099,"Health Technologists and Technicians, All Other",Encephalographer,29,"Management, Business, Science, and Arts Occupations" +2646,29-2099,"Health Technologists and Technicians, All Other",Oxygen Therapy Technician,29,"Management, Business, Science, and Arts Occupations" +2647,29-2099,"Health Technologists and Technicians, All Other",Perfusionist,29,"Management, Business, Science, and Arts Occupations" +2648,29-2099,"Health Technologists and Technicians, All Other",Polysomnograph Tech,29,"Management, Business, Science, and Arts Occupations" +2649,29-2099,"Health Technologists and Technicians, All Other",Respiratory Therapy Technician,29,"Management, Business, Science, and Arts Occupations" +2650,29-9021,Health Information Technologists and Medical Registrars,Cancer Registrar,29,"Management, Business, Science, and Arts Occupations" +2651,29-9021,Health Information Technologists and Medical Registrars,Clinical Informatics Analyst,29,"Management, Business, Science, and Arts Occupations" +2652,29-9021,Health Information Technologists and Medical Registrars,Health Informatics Specialist,29,"Management, Business, Science, and Arts Occupations" +2653,29-9021,Health Information Technologists and Medical Registrars,Health Information Analyst,29,"Management, Business, Science, and Arts Occupations" +2654,29-9021,Health Information Technologists and Medical Registrars,Health Information Systems Technician,29,"Management, Business, Science, and Arts Occupations" +2655,29-9091,Athletic Trainers,Certified Athletic Trainer,29,"Management, Business, Science, and Arts Occupations" +2656,29-9091,Athletic Trainers,Clinical Athletic Instructor,29,"Management, Business, Science, and Arts Occupations" +2657,29-9091,Athletic Trainers,Resident Athletic Trainer,29,"Management, Business, Science, and Arts Occupations" +2658,29-9092,Genetic Counselors,Certified Genetic Counselor,29,"Management, Business, Science, and Arts Occupations" +2659,29-9092,Genetic Counselors,Chromosomal Disorders Counselor,29,"Management, Business, Science, and Arts Occupations" +2660,29-9092,Genetic Counselors,Mitochondrial Disorders Counselor,29,"Management, Business, Science, and Arts Occupations" +2661,29-9092,Genetic Counselors,Prenatal Genetic Counselor,29,"Management, Business, Science, and Arts Occupations" +2662,29-9093,Surgical Assistants,Surgical First Assistant,29,"Management, Business, Science, and Arts Occupations" +2663,29-9099,"Healthcare Practitioners and Technical Workers, All Other",Podiatric Technician,29,"Management, Business, Science, and Arts Occupations" +2664,29-9099,"Healthcare Practitioners and Technical Workers, All Other",Traditional Chinese Herbalist,29,"Management, Business, Science, and Arts Occupations" +2665,31-1121,Home Health Aides,Home Health Attendant,31,Service Occupations +2666,31-1121,Home Health Aides,Home Hospice Aide,31,Service Occupations +2667,31-1122,Personal Care Aides,Blind Aide,31,Service Occupations +2668,31-1122,Personal Care Aides,Blind Escort,31,Service Occupations +2669,31-1122,Personal Care Aides,Elderly Companion,31,Service Occupations +2670,31-1122,Personal Care Aides,Geriatric Personal Care Aide,31,Service Occupations +2671,31-1122,Personal Care Aides,Personal Support Worker,31,Service Occupations +2672,31-1131,Nursing Assistants,C.N.A.,31,Service Occupations +2673,31-1131,Nursing Assistants,Certified Nurse Aide,31,Service Occupations +2674,31-1131,Nursing Assistants,Certified Nursing Assistant,31,Service Occupations +2675,31-1131,Nursing Assistants,Hospital Aide,31,Service Occupations +2676,31-1131,Nursing Assistants,Hospital Attendant,31,Service Occupations +2677,31-1131,Nursing Assistants,Nursing Aide,31,Service Occupations +2678,31-1131,Nursing Assistants,Nursing Attendant,31,Service Occupations +2679,31-1131,Nursing Assistants,Nursing Care Attendant,31,Service Occupations +2680,31-1132,Orderlies,Emergency Room Orderly,31,Service Occupations +2681,31-1132,Orderlies,Hospital Orderly,31,Service Occupations +2682,31-1132,Orderlies,Medical Orderly,31,Service Occupations +2683,31-1132,Orderlies,Surgical Orderly,31,Service Occupations +2684,31-1133,Psychiatric Aides,Mental Health Orderly,31,Service Occupations +2685,31-1133,Psychiatric Aides,Psychiatric Nursing Aide,31,Service Occupations +2686,31-1133,Psychiatric Aides,Psychiatric Orderly,31,Service Occupations +2687,31-1133,Psychiatric Aides,Psychiatric Technician Assistant,31,Service Occupations +2688,31-2011,Occupational Therapy Assistants,Certified Occupational Therapy Assistant,31,Service Occupations +2689,31-2011,Occupational Therapy Assistants,COTA,31,Service Occupations +2690,31-2011,Occupational Therapy Assistants,Licensed Occupational Therapy Assistant,31,Service Occupations +2691,31-2011,Occupational Therapy Assistants,Occupational Therapist Assistants,31,Service Occupations +2692,31-2012,Occupational Therapy Aides,Certified Occupational Rehabilitation Aide,31,Service Occupations +2693,31-2012,Occupational Therapy Aides,Occupational Rehabilitation Aide,31,Service Occupations +2694,31-2012,Occupational Therapy Aides,Occupational Therapist Aide,31,Service Occupations +2695,31-2012,Occupational Therapy Aides,OT Aide,31,Service Occupations +2696,31-2012,Occupational Therapy Aides,Rehabilitation Services Aide,31,Service Occupations +2697,31-2021,Physical Therapist Assistants,Licensed Physical Therapist Assistant,31,Service Occupations +2698,31-2021,Physical Therapist Assistants,LPTA,31,Service Occupations +2699,31-2021,Physical Therapist Assistants,Physical Therapy Assistant,31,Service Occupations +2700,31-2021,Physical Therapist Assistants,Physical Therapy Technician,31,Service Occupations +2701,31-2021,Physical Therapist Assistants,Physiotherapy Assistant,31,Service Occupations +2702,31-2022,Physical Therapist Aides,Clinical Rehabilitation Aide,31,Service Occupations +2703,31-2022,Physical Therapist Aides,Physical Therapy Aide,31,Service Occupations +2704,31-2022,Physical Therapist Aides,Physiotherapy Aide,31,Service Occupations +2705,31-9011,Massage Therapists,Deep Tissue Massage Therapist,31,Service Occupations +2706,31-9011,Massage Therapists,Licensed Massage Practitioner,31,Service Occupations +2707,31-9011,Massage Therapists,Licensed Massage Therapist,31,Service Occupations +2708,31-9011,Massage Therapists,Masseur,31,Service Occupations +2709,31-9011,Massage Therapists,Masseuse,31,Service Occupations +2710,31-9011,Massage Therapists,Massotherapist,31,Service Occupations +2711,31-9011,Massage Therapists,Rolfer,31,Service Occupations +2712,31-9011,Massage Therapists,Swedish Masseuse,31,Service Occupations +2713,31-9091,Dental Assistants,Certified Dental Assistant,31,Service Occupations +2714,31-9091,Dental Assistants,Dental Aide,31,Service Occupations +2715,31-9091,Dental Assistants,Expanded Functions Dental Assistant,31,Service Occupations +2716,31-9091,Dental Assistants,Orthodontic Assistant,31,Service Occupations +2717,31-9091,Dental Assistants,Orthodontist Assistant,31,Service Occupations +2718,31-9091,Dental Assistants,Registered Dental Assistant,31,Service Occupations +2719,31-9091,Dental Assistants,Surgical Dental Assistant,31,Service Occupations +2720,31-9092,Medical Assistants,Autopsy Assistant,31,Service Occupations +2721,31-9092,Medical Assistants,Certified Medical Assistant,31,Service Occupations +2722,31-9092,Medical Assistants,Chiropractic Assistant,31,Service Occupations +2723,31-9092,Medical Assistants,Clinical Medical Assistant,31,Service Occupations +2724,31-9092,Medical Assistants,Morgue Attendant,31,Service Occupations +2725,31-9092,Medical Assistants,Ocular Care Aide,31,Service Occupations +2726,31-9092,Medical Assistants,Optometric Aide,31,Service Occupations +2727,31-9092,Medical Assistants,Optometrist Assistant,31,Service Occupations +2728,31-9092,Medical Assistants,Optometry Assistant,31,Service Occupations +2729,31-9092,Medical Assistants,Orthopedic Cast Specialist,31,Service Occupations +2730,31-9092,Medical Assistants,Podiatric Aide,31,Service Occupations +2731,31-9093,Medical Equipment Preparers,Central Sterile Supply Technician,31,Service Occupations +2732,31-9093,Medical Equipment Preparers,Certified Registered Central Service Technician,31,Service Occupations +2733,31-9093,Medical Equipment Preparers,Health Equipment Servicer,31,Service Occupations +2734,31-9093,Medical Equipment Preparers,Medical Supply Technician,31,Service Occupations +2735,31-9093,Medical Equipment Preparers,Oxygen Equipment Preparer,31,Service Occupations +2736,31-9093,Medical Equipment Preparers,Sterile Preparation Technician,31,Service Occupations +2737,31-9093,Medical Equipment Preparers,Sterile Processing and Distribution Technician,31,Service Occupations +2738,31-9093,Medical Equipment Preparers,Sterile Processing Technician,31,Service Occupations +2739,31-9093,Medical Equipment Preparers,Sterilization Specialist,31,Service Occupations +2740,31-9093,Medical Equipment Preparers,Sterilization Technician,31,Service Occupations +2741,31-9094,Medical Transcriptionists,Certified Medical Transcriptionist,31,Service Occupations +2742,31-9094,Medical Transcriptionists,Medical Record Transcriber,31,Service Occupations +2743,31-9094,Medical Transcriptionists,Medical Stenographer,31,Service Occupations +2744,31-9094,Medical Transcriptionists,Medical Transcriber,31,Service Occupations +2745,31-9094,Medical Transcriptionists,Pathology Transcriptionist,31,Service Occupations +2746,31-9094,Medical Transcriptionists,Radiology Transcriptionist,31,Service Occupations +2747,31-9094,Medical Transcriptionists,Registered Medical Transcriptionist,31,Service Occupations +2748,31-9095,Pharmacy Aides,Certified Pharmacist Assistant,31,Service Occupations +2749,31-9095,Pharmacy Aides,Pharmacist Aide,31,Service Occupations +2750,31-9095,Pharmacy Aides,Pharmacist Assistant,31,Service Occupations +2751,31-9095,Pharmacy Aides,Pharmacy Assistant,31,Service Occupations +2752,31-9095,Pharmacy Aides,Pharmacy Clerk,31,Service Occupations +2753,31-9095,Pharmacy Aides,Prescription Clerk,31,Service Occupations +2754,31-9096,Veterinary Assistants and Laboratory Animal Caretakers,Laboratory Animal Caretaker,31,Service Occupations +2755,31-9096,Veterinary Assistants and Laboratory Animal Caretakers,Veterinarian Assistant,31,Service Occupations +2756,31-9096,Veterinary Assistants and Laboratory Animal Caretakers,Veterinarian Helper,31,Service Occupations +2757,31-9096,Veterinary Assistants and Laboratory Animal Caretakers,Veterinary Attendant,31,Service Occupations +2758,31-9097,Phlebotomists,Certified Phlebotomy Technician,31,Service Occupations +2759,31-9097,Phlebotomists,Phlebotomy Technician,31,Service Occupations +2760,31-9097,Phlebotomists,Venipuncturist,31,Service Occupations +2761,31-9099,"Healthcare Support Workers, All Other",Ortho/Prosthetic Aide,31,Service Occupations +2762,33-1011,First-Line Supervisors of Correctional Officers,Chief Jailer,33,Service Occupations +2763,33-1011,First-Line Supervisors of Correctional Officers,Correctional Officer Sergeant,33,Service Occupations +2764,33-1011,First-Line Supervisors of Correctional Officers,Correctional Supervisor,33,Service Occupations +2765,33-1011,First-Line Supervisors of Correctional Officers,Corrections Sergeant,33,Service Occupations +2766,33-1011,First-Line Supervisors of Correctional Officers,Prison Guard Supervisor,33,Service Occupations +2767,33-1012,First-Line Supervisors of Police and Detectives,Commanding Officer Homicide Squad,33,Service Occupations +2768,33-1012,First-Line Supervisors of Police and Detectives,Detective Lieutenant,33,Service Occupations +2769,33-1012,First-Line Supervisors of Police and Detectives,Detective Supervisor,33,Service Occupations +2770,33-1012,First-Line Supervisors of Police and Detectives,Police Lieutenant,33,Service Occupations +2771,33-1012,First-Line Supervisors of Police and Detectives,Traffic Lieutenant,33,Service Occupations +2772,33-1012,First-Line Supervisors of Police and Detectives,Traffic Sergeant,33,Service Occupations +2773,33-1021,First-Line Supervisors of Fire Fighting and Prevention Workers,Fire Lieutenant,33,Service Occupations +2774,33-1021,First-Line Supervisors of Fire Fighting and Prevention Workers,Municipal Fire Fighting and Prevention Supervisor,33,Service Occupations +2775,33-1021,First-Line Supervisors of Fire Fighting and Prevention Workers,Supervising Fire Marshal,33,Service Occupations +2776,33-1091,First-Line Supervisors of Security Workers,Loss Prevention Supervisor,33,Service Occupations +2777,33-1091,First-Line Supervisors of Security Workers,Security Guard Supervisor,33,Service Occupations +2778,33-1091,First-Line Supervisors of Security Workers,Transportation Security Administration (TSA) Screener Supervisor,33,Service Occupations +2779,33-1091,First-Line Supervisors of Security Workers,TSA Screener Supervisor,33,Service Occupations +2780,33-1099,"First-Line Supervisors of Protective Service Workers, All Other",Animal Control Supervisor,33,Service Occupations +2781,33-1099,"First-Line Supervisors of Protective Service Workers, All Other",Animal Cruelty Investigation Supervisor,33,Service Occupations +2782,33-2011,Firefighters,Fire Engine Pump Operator,33,Service Occupations +2783,33-2011,Firefighters,Fire Equipment Operator,33,Service Occupations +2784,33-2011,Firefighters,Fire Fighter,33,Service Occupations +2785,33-2011,Firefighters,Forest Firefighter,33,Service Occupations +2786,33-2011,Firefighters,Marine Firefighter,33,Service Occupations +2787,33-2011,Firefighters,Municipal Firefighter,33,Service Occupations +2788,33-2011,Firefighters,Smoke Jumper,33,Service Occupations +2789,33-2011,Firefighters,Wildland Firefighter,33,Service Occupations +2790,33-2021,Fire Inspectors and Investigators,Arson Investigator,33,Service Occupations +2791,33-2021,Fire Inspectors and Investigators,Certified Fire and Explosion Investigator,33,Service Occupations +2792,33-2021,Fire Inspectors and Investigators,Certified Fire Investigator,33,Service Occupations +2793,33-2021,Fire Inspectors and Investigators,Certified Vehicle Fire Investigator,33,Service Occupations +2794,33-2021,Fire Inspectors and Investigators,CFEI,33,Service Occupations +2795,33-2021,Fire Inspectors and Investigators,Fire Hazard Inspector,33,Service Occupations +2796,33-2021,Fire Inspectors and Investigators,Fire Investigator,33,Service Occupations +2797,33-2021,Fire Inspectors and Investigators,Fire Prevention Inspector,33,Service Occupations +2798,33-2021,Fire Inspectors and Investigators,Fire Safety Inspector,33,Service Occupations +2799,33-2022,Forest Fire Inspectors and Prevention Specialists,Environmental Protection Fire Control Officer,33,Service Occupations +2800,33-2022,Forest Fire Inspectors and Prevention Specialists,Fire Operations Forester,33,Service Occupations +2801,33-2022,Forest Fire Inspectors and Prevention Specialists,Fire Ranger,33,Service Occupations +2802,33-2022,Forest Fire Inspectors and Prevention Specialists,Forest Fire Control Officer,33,Service Occupations +2803,33-2022,Forest Fire Inspectors and Prevention Specialists,Forest Fire Officer,33,Service Occupations +2804,33-2022,Forest Fire Inspectors and Prevention Specialists,Wildfire Prevention Specialist,33,Service Occupations +2805,33-2022,Forest Fire Inspectors and Prevention Specialists,Wildland Fire Operations Specialist,33,Service Occupations +2806,33-3011,Bailiffs,City Bailiff,33,Service Occupations +2807,33-3011,Bailiffs,County Bailiff,33,Service Occupations +2808,33-3011,Bailiffs,Court Bailiff,33,Service Occupations +2809,33-3011,Bailiffs,Court Officer,33,Service Occupations +2810,33-3011,Bailiffs,Court Security Officer,33,Service Occupations +2811,33-3011,Bailiffs,Deputy Bailiff,33,Service Occupations +2812,33-3012,Correctional Officers and Jailers,Certified Detention Deputy,33,Service Occupations +2813,33-3012,Correctional Officers and Jailers,Convict Guard,33,Service Occupations +2814,33-3012,Correctional Officers and Jailers,Correction Officer,33,Service Occupations +2815,33-3012,Correctional Officers and Jailers,Correctional Guard,33,Service Occupations +2816,33-3012,Correctional Officers and Jailers,Correctional Sergeant,33,Service Occupations +2817,33-3012,Correctional Officers and Jailers,Detention Deputy,33,Service Occupations +2818,33-3012,Correctional Officers and Jailers,Detention Officer,33,Service Occupations +2819,33-3012,Correctional Officers and Jailers,Jail Guard,33,Service Occupations +2820,33-3012,Correctional Officers and Jailers,Juvenile Corrections Officer,33,Service Occupations +2821,33-3012,Correctional Officers and Jailers,Penal Officer,33,Service Occupations +2822,33-3012,Correctional Officers and Jailers,Prison Guard,33,Service Occupations +2823,33-3012,Correctional Officers and Jailers,Prison Officer,33,Service Occupations +2824,33-3021,Detectives and Criminal Investigators,Criminal Investigator,33,Service Occupations +2825,33-3021,Detectives and Criminal Investigators,Deputy United States Marshal,33,Service Occupations +2826,33-3021,Detectives and Criminal Investigators,FBI Investigator,33,Service Occupations +2827,33-3021,Detectives and Criminal Investigators,Homicide Detective,33,Service Occupations +2828,33-3021,Detectives and Criminal Investigators,Narcotics Detective,33,Service Occupations +2829,33-3021,Detectives and Criminal Investigators,Narcotics Investigator,33,Service Occupations +2830,33-3021,Detectives and Criminal Investigators,Police Detective,33,Service Occupations +2831,33-3031,Fish and Game Wardens,Conservation Enforcement Officer,33,Service Occupations +2832,33-3031,Fish and Game Wardens,Fish and Wildlife Warden,33,Service Occupations +2833,33-3031,Fish and Game Wardens,Fish Warden,33,Service Occupations +2834,33-3031,Fish and Game Wardens,Game Warden,33,Service Occupations +2835,33-3031,Fish and Game Wardens,Wildlife and Game Protector,33,Service Occupations +2836,33-3031,Fish and Game Wardens,Wildlife Control Agent,33,Service Occupations +2837,33-3031,Fish and Game Wardens,Wildlife Officer,33,Service Occupations +2838,33-3041,Parking Enforcement Workers,Meter Maid,33,Service Occupations +2839,33-3041,Parking Enforcement Workers,Parking Enforcement Officer,33,Service Occupations +2840,33-3041,Parking Enforcement Workers,Parking Meter Attendant,33,Service Occupations +2841,33-3051,Police and Sheriff's Patrol Officers,Border Guard,33,Service Occupations +2842,33-3051,Police and Sheriff's Patrol Officers,Border Patrol Officer,33,Service Occupations +2843,33-3051,Police and Sheriff's Patrol Officers,Campus Police Officer,33,Service Occupations +2844,33-3051,Police and Sheriff's Patrol Officers,Constable,33,Service Occupations +2845,33-3051,Police and Sheriff's Patrol Officers,Cop,33,Service Occupations +2846,33-3051,Police and Sheriff's Patrol Officers,Deputy Sheriff,33,Service Occupations +2847,33-3051,Police and Sheriff's Patrol Officers,Highway Patrol Officer,33,Service Occupations +2848,33-3051,Police and Sheriff's Patrol Officers,Motorcycle Police,33,Service Occupations +2849,33-3051,Police and Sheriff's Patrol Officers,Mounted Police,33,Service Occupations +2850,33-3051,Police and Sheriff's Patrol Officers,Park Police,33,Service Occupations +2851,33-3051,Police and Sheriff's Patrol Officers,Patrol Officer,33,Service Occupations +2852,33-3051,Police and Sheriff's Patrol Officers,Policeman,33,Service Occupations +2853,33-3051,Police and Sheriff's Patrol Officers,Policewoman,33,Service Occupations +2854,33-3051,Police and Sheriff's Patrol Officers,State Highway Police Officer,33,Service Occupations +2855,33-3051,Police and Sheriff's Patrol Officers,State Trooper,33,Service Occupations +2856,33-3052,Transit and Railroad Police,Railroad Detective,33,Service Occupations +2857,33-3052,Transit and Railroad Police,Railroad Police Officer,33,Service Occupations +2858,33-3052,Transit and Railroad Police,Track Patrol,33,Service Occupations +2859,33-3052,Transit and Railroad Police,Transit Authority Police,33,Service Occupations +2860,33-3052,Transit and Railroad Police,Transit Police Officer,33,Service Occupations +2861,33-9011,Animal Control Workers,Animal Control Officer,33,Service Occupations +2862,33-9011,Animal Control Workers,Animal Cruelty Investigator,33,Service Occupations +2863,33-9011,Animal Control Workers,Animal Treatment Investigator,33,Service Occupations +2864,33-9011,Animal Control Workers,Animal Warden,33,Service Occupations +2865,33-9011,Animal Control Workers,Dog Catcher,33,Service Occupations +2866,33-9011,Animal Control Workers,Dog Warden,33,Service Occupations +2867,33-9011,Animal Control Workers,Humane Officer,33,Service Occupations +2868,33-9021,Private Detectives and Investigators,Certified Legal Investigator,33,Service Occupations +2869,33-9021,Private Detectives and Investigators,Licensed Private Investigator,33,Service Occupations +2870,33-9021,Private Detectives and Investigators,Loss Prevention Detective,33,Service Occupations +2871,33-9021,Private Detectives and Investigators,Private Detective,33,Service Occupations +2872,33-9021,Private Detectives and Investigators,Private Eye,33,Service Occupations +2873,33-9021,Private Detectives and Investigators,Private Investigator,33,Service Occupations +2874,33-9021,Private Detectives and Investigators,Skip Tracer,33,Service Occupations +2875,33-9021,Private Detectives and Investigators,Store Detective,33,Service Occupations +2876,33-9031,Gambling Surveillance Officers and Gambling Investigators,Casino Investigator,33,Service Occupations +2877,33-9031,Gambling Surveillance Officers and Gambling Investigators,Casino Surveillance Officer,33,Service Occupations +2878,33-9031,Gambling Surveillance Officers and Gambling Investigators,Gambling Monitor,33,Service Occupations +2879,33-9031,Gambling Surveillance Officers and Gambling Investigators,Gambling Surveillance Observer,33,Service Occupations +2880,33-9031,Gambling Surveillance Officers and Gambling Investigators,Gambling Surveillance Officer,33,Service Occupations +2881,33-9032,Security Guards,Armed Guard,33,Service Occupations +2882,33-9032,Security Guards,Bank Guard,33,Service Occupations +2883,33-9032,Security Guards,Bodyguard,33,Service Occupations +2884,33-9032,Security Guards,Bouncer,33,Service Occupations +2885,33-9032,Security Guards,Private Watchman,33,Service Occupations +2886,33-9032,Security Guards,Security Officer,33,Service Occupations +2887,33-9091,Crossing Guards and Flaggers,Construction Site Crossing Guard,33,Service Occupations +2888,33-9091,Crossing Guards and Flaggers,Crossing Guard,33,Service Occupations +2889,33-9091,Crossing Guards and Flaggers,School Crossing Guard,33,Service Occupations +2890,33-9091,Crossing Guards and Flaggers,School Traffic Guard,33,Service Occupations +2891,33-9092,"Lifeguards, Ski Patrol, and Other Recreational Protective Service Workers",Beach Lifeguard,33,Service Occupations +2892,33-9092,"Lifeguards, Ski Patrol, and Other Recreational Protective Service Workers",Certified Ski Patroller,33,Service Occupations +2893,33-9092,"Lifeguards, Ski Patrol, and Other Recreational Protective Service Workers",Life Guard,33,Service Occupations +2894,33-9092,"Lifeguards, Ski Patrol, and Other Recreational Protective Service Workers",OEC Technician,33,Service Occupations +2895,33-9092,"Lifeguards, Ski Patrol, and Other Recreational Protective Service Workers",Outdoor Emergency Care Technician,33,Service Occupations +2896,33-9092,"Lifeguards, Ski Patrol, and Other Recreational Protective Service Workers",Pool Lifeguard,33,Service Occupations +2897,33-9092,"Lifeguards, Ski Patrol, and Other Recreational Protective Service Workers",Ski Patrol,33,Service Occupations +2898,33-9093,Transportation Security Screeners,Airport Baggage Screener,33,Service Occupations +2899,33-9093,Transportation Security Screeners,Airport Security Screener,33,Service Occupations +2900,33-9093,Transportation Security Screeners,Flight Security Specialist,33,Service Occupations +2901,33-9093,Transportation Security Screeners,Transportation Security Administration (TSA) Screener,33,Service Occupations +2902,33-9093,Transportation Security Screeners,Transportation Security Officer,33,Service Occupations +2903,33-9094,School Bus Monitors,Bus Monitor,33,Service Occupations +2904,33-9094,School Bus Monitors,School Bus Attendant,33,Service Occupations +2905,33-9099,"Protective Service Workers, All Other",Warrant Server,33,Service Occupations +2906,35-1011,Chefs and Head Cooks,Banquet Chef,35,Service Occupations +2907,35-1011,Chefs and Head Cooks,Chef De Cuisine,35,Service Occupations +2908,35-1011,Chefs and Head Cooks,Chef De Froid,35,Service Occupations +2909,35-1011,Chefs and Head Cooks,Executive Chef,35,Service Occupations +2910,35-1011,Chefs and Head Cooks,Head Chef,35,Service Occupations +2911,35-1011,Chefs and Head Cooks,Kitchen Chef,35,Service Occupations +2912,35-1011,Chefs and Head Cooks,Master Chef,35,Service Occupations +2913,35-1011,Chefs and Head Cooks,Pastry Chef,35,Service Occupations +2914,35-1011,Chefs and Head Cooks,Sous Chef,35,Service Occupations +2915,35-1011,Chefs and Head Cooks,Sushi Chef,35,Service Occupations +2916,35-1012,First-Line Supervisors of Food Preparation and Serving Workers,Banquet Supervisor,35,Service Occupations +2917,35-1012,First-Line Supervisors of Food Preparation and Serving Workers,Bar Manager,35,Service Occupations +2918,35-1012,First-Line Supervisors of Food Preparation and Serving Workers,Cafeteria Manager,35,Service Occupations +2919,35-1012,First-Line Supervisors of Food Preparation and Serving Workers,Dairy Bar Manager,35,Service Occupations +2920,35-1012,First-Line Supervisors of Food Preparation and Serving Workers,Food Service Supervisor,35,Service Occupations +2921,35-1012,First-Line Supervisors of Food Preparation and Serving Workers,Head Waiter,35,Service Occupations +2922,35-1012,First-Line Supervisors of Food Preparation and Serving Workers,Head Waitress,35,Service Occupations +2923,35-1012,First-Line Supervisors of Food Preparation and Serving Workers,Kitchen Supervisor,35,Service Occupations +2924,35-2011,"Cooks, Fast Food",Fast Food Cook,35,Service Occupations +2925,35-2011,"Cooks, Fast Food",Fast Food Fry Cook,35,Service Occupations +2926,35-2011,"Cooks, Fast Food",Fryline Attendant,35,Service Occupations +2927,35-2012,"Cooks, Institution and Cafeteria",Cafeteria Cook,35,Service Occupations +2928,35-2012,"Cooks, Institution and Cafeteria",Camp Cook,35,Service Occupations +2929,35-2012,"Cooks, Institution and Cafeteria",Galley Cook,35,Service Occupations +2930,35-2012,"Cooks, Institution and Cafeteria",Institutional Cook,35,Service Occupations +2931,35-2012,"Cooks, Institution and Cafeteria",Mess Cook,35,Service Occupations +2932,35-2012,"Cooks, Institution and Cafeteria",School Cook,35,Service Occupations +2933,35-2013,"Cooks, Private Household",Certified Personal Chef,35,Service Occupations +2934,35-2013,"Cooks, Private Household",Personal Chef,35,Service Occupations +2935,35-2013,"Cooks, Private Household",Private Chef,35,Service Occupations +2936,35-2014,"Cooks, Restaurant",Banquet Cook,35,Service Occupations +2937,35-2014,"Cooks, Restaurant",Breakfast Cook,35,Service Occupations +2938,35-2014,"Cooks, Restaurant",Chef De Partie,35,Service Occupations +2939,35-2014,"Cooks, Restaurant",Line Cook,35,Service Occupations +2940,35-2014,"Cooks, Restaurant",Saucier,35,Service Occupations +2941,35-2014,"Cooks, Restaurant",Specialty Cook,35,Service Occupations +2942,35-2015,"Cooks, Short Order",Griddle Attendant,35,Service Occupations +2943,35-2015,"Cooks, Short Order",Griddle Cook,35,Service Occupations +2944,35-2015,"Cooks, Short Order",Grill Cook,35,Service Occupations +2945,35-2015,"Cooks, Short Order",Short Order Fry Cook,35,Service Occupations +2946,35-2015,"Cooks, Short Order",Snack Bar Cook,35,Service Occupations +2947,35-2019,"Cooks, All Other",Falafel Cart Cook,35,Service Occupations +2948,35-2019,"Cooks, All Other",Fraternity House Cook,35,Service Occupations +2949,35-2021,Food Preparation Workers,Deli Clerk,35,Service Occupations +2950,35-2021,Food Preparation Workers,Deli Slicer,35,Service Occupations +2951,35-2021,Food Preparation Workers,Food Preparer,35,Service Occupations +2952,35-2021,Food Preparation Workers,Fruit and Vegetable Parer,35,Service Occupations +2953,35-2021,Food Preparation Workers,Salad Maker,35,Service Occupations +2954,35-2021,Food Preparation Workers,Sandwich Maker,35,Service Occupations +2955,35-3011,Bartenders,Barkeep,35,Service Occupations +2956,35-3011,Bartenders,Drink Mixer,35,Service Occupations +2957,35-3011,Bartenders,Mixologist,35,Service Occupations +2958,35-3011,Bartenders,Taproom Attendant,35,Service Occupations +2959,35-3023,Fast Food and Counter Workers,Barista,35,Service Occupations +2960,35-3023,Fast Food and Counter Workers,Cafe Server,35,Service Occupations +2961,35-3023,Fast Food and Counter Workers,Cafeteria Server,35,Service Occupations +2962,35-3023,Fast Food and Counter Workers,Concession Stand Attendant,35,Service Occupations +2963,35-3023,Fast Food and Counter Workers,Food Counter Worker,35,Service Occupations +2964,35-3023,Fast Food and Counter Workers,Hot Dog Vender,35,Service Occupations +2965,35-3023,Fast Food and Counter Workers,Ice Cream Server,35,Service Occupations +2966,35-3023,Fast Food and Counter Workers,Mess Attendant,35,Service Occupations +2967,35-3023,Fast Food and Counter Workers,Snack Bar Attendant,35,Service Occupations +2968,35-3031,Waiters and Waitresses,Cocktail Server,35,Service Occupations +2969,35-3031,Waiters and Waitresses,Cocktail Waitress,35,Service Occupations +2970,35-3031,Waiters and Waitresses,Dining Car Server,35,Service Occupations +2971,35-3031,Waiters and Waitresses,Restaurant Server,35,Service Occupations +2972,35-3031,Waiters and Waitresses,Wine Steward,35,Service Occupations +2973,35-3041,"Food Servers, Nonrestaurant",Boat Hop,35,Service Occupations +2974,35-3041,"Food Servers, Nonrestaurant",Hospital Food Service Worker,35,Service Occupations +2975,35-3041,"Food Servers, Nonrestaurant",Room Service Food Server,35,Service Occupations +2976,35-9011,Dining Room and Cafeteria Attendants and Bartender Helpers,Banquet Set Up Person,35,Service Occupations +2977,35-9011,Dining Room and Cafeteria Attendants and Bartender Helpers,Bar Back,35,Service Occupations +2978,35-9011,Dining Room and Cafeteria Attendants and Bartender Helpers,Barback,35,Service Occupations +2979,35-9011,Dining Room and Cafeteria Attendants and Bartender Helpers,Buffet Attendant,35,Service Occupations +2980,35-9011,Dining Room and Cafeteria Attendants and Bartender Helpers,Bus Person,35,Service Occupations +2981,35-9011,Dining Room and Cafeteria Attendants and Bartender Helpers,Busser,35,Service Occupations +2982,35-9011,Dining Room and Cafeteria Attendants and Bartender Helpers,Lunchroom Attendant,35,Service Occupations +2983,35-9021,Dishwashers,Dish Room Worker,35,Service Occupations +2984,35-9021,Dishwashers,Dishwasher,35,Service Occupations +2985,35-9021,Dishwashers,Silverware Cleaner,35,Service Occupations +2986,35-9031,"Hosts and Hostesses, Restaurant, Lounge, and Coffee Shop",Bar Host/Hostess,35,Service Occupations +2987,35-9031,"Hosts and Hostesses, Restaurant, Lounge, and Coffee Shop",Bar Hostess,35,Service Occupations +2988,35-9031,"Hosts and Hostesses, Restaurant, Lounge, and Coffee Shop",Dining Room Host,35,Service Occupations +2989,35-9031,"Hosts and Hostesses, Restaurant, Lounge, and Coffee Shop",Dining Room Host/Hostess,35,Service Occupations +2990,35-9031,"Hosts and Hostesses, Restaurant, Lounge, and Coffee Shop",Maitre D',35,Service Occupations +2991,35-9031,"Hosts and Hostesses, Restaurant, Lounge, and Coffee Shop",Tearoom Host/Hostess,35,Service Occupations +2992,35-9031,"Hosts and Hostesses, Restaurant, Lounge, and Coffee Shop",Tearoom Hostess,35,Service Occupations +2993,35-9099,"Food Preparation and Serving Related Workers, All Other",Kitchen Steward,35,Service Occupations +2994,37-1011,First-Line Supervisors of Housekeeping and Janitorial Workers,Building Cleaning Supervisor,37,Service Occupations +2995,37-1011,First-Line Supervisors of Housekeeping and Janitorial Workers,Cleaning Staff Supervisor,37,Service Occupations +2996,37-1011,First-Line Supervisors of Housekeeping and Janitorial Workers,Custodial Supervisor,37,Service Occupations +2997,37-1011,First-Line Supervisors of Housekeeping and Janitorial Workers,Head Custodian,37,Service Occupations +2998,37-1011,First-Line Supervisors of Housekeeping and Janitorial Workers,Head School Custodian,37,Service Occupations +2999,37-1011,First-Line Supervisors of Housekeeping and Janitorial Workers,Janitor Supervisor,37,Service Occupations +3000,37-1011,First-Line Supervisors of Housekeeping and Janitorial Workers,Maid Supervisor,37,Service Occupations +3001,37-1011,First-Line Supervisors of Housekeeping and Janitorial Workers,Maintenance and Custodian Supervisor,37,Service Occupations +3002,37-1012,"First-Line Supervisors of Landscaping, Lawn Service, and Groundskeeping Workers",Gardening Supervisor,37,Service Occupations +3003,37-1012,"First-Line Supervisors of Landscaping, Lawn Service, and Groundskeeping Workers",Greenskeeper Supervisor,37,Service Occupations +3004,37-1012,"First-Line Supervisors of Landscaping, Lawn Service, and Groundskeeping Workers",Grounds Crew Supervisor,37,Service Occupations +3005,37-1012,"First-Line Supervisors of Landscaping, Lawn Service, and Groundskeeping Workers",Grounds Foreman,37,Service Occupations +3006,37-1012,"First-Line Supervisors of Landscaping, Lawn Service, and Groundskeeping Workers",Grounds Maintenance Supervisor,37,Service Occupations +3007,37-1012,"First-Line Supervisors of Landscaping, Lawn Service, and Groundskeeping Workers",Head Greenskeeper,37,Service Occupations +3008,37-1012,"First-Line Supervisors of Landscaping, Lawn Service, and Groundskeeping Workers",Horticultural Services Supervisor,37,Service Occupations +3009,37-1012,"First-Line Supervisors of Landscaping, Lawn Service, and Groundskeeping Workers",Landscape Installation Foreman,37,Service Occupations +3010,37-1012,"First-Line Supervisors of Landscaping, Lawn Service, and Groundskeeping Workers",Turf and Grounds Supervisor,37,Service Occupations +3011,37-2011,"Janitors and Cleaners, Except Maids and Housekeeping Cleaners",Building Custodian,37,Service Occupations +3012,37-2011,"Janitors and Cleaners, Except Maids and Housekeeping Cleaners",Cleaning and Maintenance Worker,37,Service Occupations +3013,37-2011,"Janitors and Cleaners, Except Maids and Housekeeping Cleaners",Custodial Worker,37,Service Occupations +3014,37-2011,"Janitors and Cleaners, Except Maids and Housekeeping Cleaners",Custodian,37,Service Occupations +3015,37-2011,"Janitors and Cleaners, Except Maids and Housekeeping Cleaners",Floor Cleaner,37,Service Occupations +3016,37-2011,"Janitors and Cleaners, Except Maids and Housekeeping Cleaners",Heavy Duty Custodian,37,Service Occupations +3017,37-2011,"Janitors and Cleaners, Except Maids and Housekeeping Cleaners",Industrial Plant Custodian,37,Service Occupations +3018,37-2011,"Janitors and Cleaners, Except Maids and Housekeeping Cleaners",Janitor,37,Service Occupations +3019,37-2011,"Janitors and Cleaners, Except Maids and Housekeeping Cleaners",Office Cleaner,37,Service Occupations +3020,37-2011,"Janitors and Cleaners, Except Maids and Housekeeping Cleaners",School Custodian,37,Service Occupations +3021,37-2011,"Janitors and Cleaners, Except Maids and Housekeeping Cleaners",Window Cleaner,37,Service Occupations +3022,37-2011,"Janitors and Cleaners, Except Maids and Housekeeping Cleaners",Window Washer,37,Service Occupations +3023,37-2012,Maids and Housekeeping Cleaners,Chambermaid,37,Service Occupations +3024,37-2012,Maids and Housekeeping Cleaners,Cleaning Maid,37,Service Occupations +3025,37-2012,Maids and Housekeeping Cleaners,Cottage Attendant,37,Service Occupations +3026,37-2012,Maids and Housekeeping Cleaners,Domestic Maid,37,Service Occupations +3027,37-2012,Maids and Housekeeping Cleaners,House Cleaner,37,Service Occupations +3028,37-2012,Maids and Housekeeping Cleaners,Housekeeping Aide,37,Service Occupations +3029,37-2012,Maids and Housekeeping Cleaners,Housekeeping Staff,37,Service Occupations +3030,37-2012,Maids and Housekeeping Cleaners,Motel Maid,37,Service Occupations +3031,37-2012,Maids and Housekeeping Cleaners,Ward Maid,37,Service Occupations +3032,37-2019,"Building Cleaning Workers, All Other",Building Pressure Washer,37,Service Occupations +3033,37-2019,"Building Cleaning Workers, All Other",Chimney Sweep,37,Service Occupations +3034,37-2019,"Building Cleaning Workers, All Other",Chimney Sweeper,37,Service Occupations +3035,37-2021,Pest Control Workers,Exterminator,37,Service Occupations +3036,37-2021,Pest Control Workers,Fumigator,37,Service Occupations +3037,37-2021,Pest Control Workers,Insecticide Expert,37,Service Occupations +3038,37-2021,Pest Control Workers,Mosquito Sprayer,37,Service Occupations +3039,37-2021,Pest Control Workers,Pest Controller,37,Service Occupations +3040,37-2021,Pest Control Workers,Rat Exterminator,37,Service Occupations +3041,37-2021,Pest Control Workers,Rodent Exterminator,37,Service Occupations +3042,37-2021,Pest Control Workers,Termite Technician,37,Service Occupations +3043,37-2021,Pest Control Workers,Termite Treater,37,Service Occupations +3044,37-3011,Landscaping and Groundskeeping Workers,Golf Course Laborer,37,Service Occupations +3045,37-3011,Landscaping and Groundskeeping Workers,Greenskeeper,37,Service Occupations +3046,37-3011,Landscaping and Groundskeeping Workers,Greenskeeper Laborer,37,Service Occupations +3047,37-3011,Landscaping and Groundskeeping Workers,Grounds Caretaker,37,Service Occupations +3048,37-3011,Landscaping and Groundskeeping Workers,Grounds Maintenance Worker,37,Service Occupations +3049,37-3011,Landscaping and Groundskeeping Workers,Hedge Trimmer,37,Service Occupations +3050,37-3011,Landscaping and Groundskeeping Workers,Lawn Care Worker,37,Service Occupations +3051,37-3011,Landscaping and Groundskeeping Workers,Lawn Caretaker,37,Service Occupations +3052,37-3011,Landscaping and Groundskeeping Workers,Lawn Maintenance Worker,37,Service Occupations +3053,37-3011,Landscaping and Groundskeeping Workers,Lawn Mower,37,Service Occupations +3054,37-3011,Landscaping and Groundskeeping Workers,Lawn Service Worker,37,Service Occupations +3055,37-3011,Landscaping and Groundskeeping Workers,Shrub Planter,37,Service Occupations +3056,37-3011,Landscaping and Groundskeeping Workers,Sod Layer,37,Service Occupations +3057,37-3012,"Pesticide Handlers, Sprayers, and Applicators, Vegetation",Certified Pesticide Applicator,37,Service Occupations +3058,37-3012,"Pesticide Handlers, Sprayers, and Applicators, Vegetation",Fruit Sprayer,37,Service Occupations +3059,37-3012,"Pesticide Handlers, Sprayers, and Applicators, Vegetation",Herbicide Sprayer,37,Service Occupations +3060,37-3012,"Pesticide Handlers, Sprayers, and Applicators, Vegetation",Orchard Sprayer,37,Service Occupations +3061,37-3012,"Pesticide Handlers, Sprayers, and Applicators, Vegetation",Plant Sprayer,37,Service Occupations +3062,37-3012,"Pesticide Handlers, Sprayers, and Applicators, Vegetation",Weed Sprayer,37,Service Occupations +3063,37-3013,Tree Trimmers and Pruners,Pruner,37,Service Occupations +3064,37-3013,Tree Trimmers and Pruners,Tree Pruner,37,Service Occupations +3065,37-3013,Tree Trimmers and Pruners,Tree Specialist,37,Service Occupations +3066,37-3013,Tree Trimmers and Pruners,Tree Surgeon,37,Service Occupations +3067,37-3013,Tree Trimmers and Pruners,Tree Trimmer,37,Service Occupations +3068,37-3013,Tree Trimmers and Pruners,Utility Arborist,37,Service Occupations +3069,37-3019,"Grounds Maintenance Workers, All Other",Trail Construction Worker,37,Service Occupations +3070,37-3019,"Grounds Maintenance Workers, All Other",Trail Maintenance Worker,37,Service Occupations +3071,37-3019,"Grounds Maintenance Workers, All Other",Trailhead Construction Worker,37,Service Occupations +3072,37-3019,"Grounds Maintenance Workers, All Other",Trailhead Maintenance Worker,37,Service Occupations +3073,37-3019,"Grounds Maintenance Workers, All Other",Tree Trimmer Helper,37,Service Occupations +3074,39-1013,First-line Supervisors of Gambling Services Workers,Blackjack Pit Boss,39,Service Occupations +3075,39-1013,First-line Supervisors of Gambling Services Workers,Blackjack Supervisor,39,Service Occupations +3076,39-1013,First-line Supervisors of Gambling Services Workers,Cardroom Manager,39,Service Occupations +3077,39-1013,First-line Supervisors of Gambling Services Workers,Cardroom Supervisor,39,Service Occupations +3078,39-1013,First-line Supervisors of Gambling Services Workers,Casino Slot Supervisor,39,Service Occupations +3079,39-1013,First-line Supervisors of Gambling Services Workers,Casino Supervisor,39,Service Occupations +3080,39-1013,First-line Supervisors of Gambling Services Workers,Electronic Gambling Device Supervisor,39,Service Occupations +3081,39-1013,First-line Supervisors of Gambling Services Workers,Executive Casino Host,39,Service Occupations +3082,39-1013,First-line Supervisors of Gambling Services Workers,Gambling Supervisor,39,Service Occupations +3083,39-1013,First-line Supervisors of Gambling Services Workers,Pit Boss,39,Service Occupations +3084,39-1013,First-line Supervisors of Gambling Services Workers,Poker Room Supervisor,39,Service Occupations +3085,39-1013,First-line Supervisors of Gambling Services Workers,Slot Floor Supervisor,39,Service Occupations +3086,39-1013,First-line Supervisors of Gambling Services Workers,Slot Host,39,Service Occupations +3087,39-1013,First-line Supervisors of Gambling Services Workers,Slot Key Person,39,Service Occupations +3088,39-1013,First-line Supervisors of Gambling Services Workers,Slot Shift Manager,39,Service Occupations +3089,39-1013,First-line Supervisors of Gambling Services Workers,Table Games Supervisor,39,Service Occupations +3090,39-1014,"First-line Supervisors of Entertainment and Recreation Workers, Except Gambling Services",Arcade Supervisor,39,Service Occupations +3091,39-1014,"First-line Supervisors of Entertainment and Recreation Workers, Except Gambling Services",Caddy Master,39,Service Occupations +3092,39-1014,"First-line Supervisors of Entertainment and Recreation Workers, Except Gambling Services",Recreation Attendant Supervisor,39,Service Occupations +3093,39-1022,First-Line Supervisors of Personal Service Workers,Animal Trainer Supervisor,39,Service Occupations +3094,39-1022,First-Line Supervisors of Personal Service Workers,Child Care Worker Supervisor,39,Service Occupations +3095,39-1022,First-Line Supervisors of Personal Service Workers,Hair Salon Supervisor,39,Service Occupations +3096,39-1022,First-Line Supervisors of Personal Service Workers,Head Butler,39,Service Occupations +3097,39-2011,Animal Trainers,Dog Handler,39,Service Occupations +3098,39-2011,Animal Trainers,Dog Trainer,39,Service Occupations +3099,39-2011,Animal Trainers,Dolphin Trainer,39,Service Occupations +3100,39-2011,Animal Trainers,Guide Dog Instructor,39,Service Occupations +3101,39-2011,Animal Trainers,Guide Dog Mobility Instructor,39,Service Occupations +3102,39-2011,Animal Trainers,Guide Dog Trainer,39,Service Occupations +3103,39-2011,Animal Trainers,Horse Breaker,39,Service Occupations +3104,39-2011,Animal Trainers,Licensed Guide Dog Instructor,39,Service Occupations +3105,39-2011,Animal Trainers,Lion Trainer,39,Service Occupations +3106,39-2011,Animal Trainers,Marine Mammal Trainer,39,Service Occupations +3107,39-2011,Animal Trainers,Seeing Eye Dog Trainer,39,Service Occupations +3108,39-2021,Animal Caretakers,Animal Care Giver,39,Service Occupations +3109,39-2021,Animal Caretakers,Animal Care Technician,39,Service Occupations +3110,39-2021,Animal Caretakers,Animal Caregiver,39,Service Occupations +3111,39-2021,Animal Caretakers,Animal Daycare Provider,39,Service Occupations +3112,39-2021,Animal Caretakers,Animal Groomer,39,Service Occupations +3113,39-2021,Animal Caretakers,Animal Shelter Worker,39,Service Occupations +3114,39-2021,Animal Caretakers,Animal Sitter,39,Service Occupations +3115,39-2021,Animal Caretakers,Aquarist,39,Service Occupations +3116,39-2021,Animal Caretakers,Aquarium Tank Attendant,39,Service Occupations +3117,39-2021,Animal Caretakers,Cat and Dog Bather,39,Service Occupations +3118,39-2021,Animal Caretakers,Dog Bather,39,Service Occupations +3119,39-2021,Animal Caretakers,Dog Beautician,39,Service Occupations +3120,39-2021,Animal Caretakers,Dog Groomer,39,Service Occupations +3121,39-2021,Animal Caretakers,Dog Sitter,39,Service Occupations +3122,39-2021,Animal Caretakers,Horse Exerciser,39,Service Occupations +3123,39-2021,Animal Caretakers,Kennel Aide,39,Service Occupations +3124,39-2021,Animal Caretakers,Kennel Attendant,39,Service Occupations +3125,39-2021,Animal Caretakers,Kennel Helper,39,Service Occupations +3126,39-2021,Animal Caretakers,Kennel Worker,39,Service Occupations +3127,39-2021,Animal Caretakers,Pet Feeder,39,Service Occupations +3128,39-2021,Animal Caretakers,Pet Groomer,39,Service Occupations +3129,39-2021,Animal Caretakers,Pet Sitter,39,Service Occupations +3130,39-2021,Animal Caretakers,Pet Stylist,39,Service Occupations +3131,39-2021,Animal Caretakers,Zookeeper,39,Service Occupations +3132,39-3011,Gambling Dealers,21 Dealer,39,Service Occupations +3133,39-3011,Gambling Dealers,Blackjack Dealer,39,Service Occupations +3134,39-3011,Gambling Dealers,Casino Dealer,39,Service Occupations +3135,39-3011,Gambling Dealers,Casino Games Dealer,39,Service Occupations +3136,39-3011,Gambling Dealers,Craps Dealer,39,Service Occupations +3137,39-3011,Gambling Dealers,Keno Dealer,39,Service Occupations +3138,39-3011,Gambling Dealers,Poker Dealer,39,Service Occupations +3139,39-3011,Gambling Dealers,Roulette Dealer,39,Service Occupations +3140,39-3011,Gambling Dealers,Table Games Dealer,39,Service Occupations +3141,39-3012,Gambling and Sports Book Writers and Runners,Betting Clerk,39,Service Occupations +3142,39-3012,Gambling and Sports Book Writers and Runners,Bingo Worker,39,Service Occupations +3143,39-3012,Gambling and Sports Book Writers and Runners,Bookie,39,Service Occupations +3144,39-3012,Gambling and Sports Book Writers and Runners,Casino Floor Runner,39,Service Occupations +3145,39-3012,Gambling and Sports Book Writers and Runners,Keno Runner,39,Service Occupations +3146,39-3012,Gambling and Sports Book Writers and Runners,Keno Writer,39,Service Occupations +3147,39-3012,Gambling and Sports Book Writers and Runners,Race and Sports Book Writer,39,Service Occupations +3148,39-3012,Gambling and Sports Book Writers and Runners,Race Book Writer,39,Service Occupations +3149,39-3012,Gambling and Sports Book Writers and Runners,Sports Book Board Attendant,39,Service Occupations +3150,39-3012,Gambling and Sports Book Writers and Runners,Sportsbook Ticket Writer,39,Service Occupations +3151,39-3019,"Gambling Service Workers, All Other",Card Table Attendant,39,Service Occupations +3152,39-3019,"Gambling Service Workers, All Other",Pit Clerk,39,Service Occupations +3153,39-3019,"Gambling Service Workers, All Other",Poker Prop Player,39,Service Occupations +3154,39-3019,"Gambling Service Workers, All Other",Proposition Player,39,Service Occupations +3155,39-3019,"Gambling Service Workers, All Other",Shill,39,Service Occupations +3156,39-3021,Motion Picture Projectionists,Chief Projectionist,39,Service Occupations +3157,39-3021,Motion Picture Projectionists,Film Projector Operator,39,Service Occupations +3158,39-3021,Motion Picture Projectionists,Motion Picture Operator,39,Service Occupations +3159,39-3021,Motion Picture Projectionists,Motion Picture Projectionist,39,Service Occupations +3160,39-3021,Motion Picture Projectionists,Movie Projectionist,39,Service Occupations +3161,39-3021,Motion Picture Projectionists,Projector Booth Operator,39,Service Occupations +3162,39-3021,Motion Picture Projectionists,Stereoptician,39,Service Occupations +3163,39-3031,"Ushers, Lobby Attendants, and Ticket Takers",Drive-In Theater Attendant,39,Service Occupations +3164,39-3031,"Ushers, Lobby Attendants, and Ticket Takers",Lobby Attendant,39,Service Occupations +3165,39-3031,"Ushers, Lobby Attendants, and Ticket Takers",Theater Usher,39,Service Occupations +3166,39-3031,"Ushers, Lobby Attendants, and Ticket Takers",Ticket Attendant,39,Service Occupations +3167,39-3031,"Ushers, Lobby Attendants, and Ticket Takers",Ticket Collector,39,Service Occupations +3168,39-3031,"Ushers, Lobby Attendants, and Ticket Takers",Usher,39,Service Occupations +3169,39-3091,Amusement and Recreation Attendants,Amusement Park Worker,39,Service Occupations +3170,39-3091,Amusement and Recreation Attendants,Animal Ride Attendant,39,Service Occupations +3171,39-3091,Amusement and Recreation Attendants,Arcade Attendant,39,Service Occupations +3172,39-3091,Amusement and Recreation Attendants,Carnival Worker,39,Service Occupations +3173,39-3091,Amusement and Recreation Attendants,Ferris Wheel Operator,39,Service Occupations +3174,39-3091,Amusement and Recreation Attendants,Golf Caddy,39,Service Occupations +3175,39-3091,Amusement and Recreation Attendants,Ice Rink Attendant,39,Service Occupations +3176,39-3091,Amusement and Recreation Attendants,Ride Operator,39,Service Occupations +3177,39-3091,Amusement and Recreation Attendants,Rides Attendant,39,Service Occupations +3178,39-3091,Amusement and Recreation Attendants,Ski Lift Attendant,39,Service Occupations +3179,39-3091,Amusement and Recreation Attendants,Ski Lift Operator,39,Service Occupations +3180,39-3091,Amusement and Recreation Attendants,Sports Complex Attendant,39,Service Occupations +3181,39-3092,Costume Attendants,Theatrical Wardrobe Attendant,39,Service Occupations +3182,39-3092,Costume Attendants,Theatrical Wardrobe Dresser,39,Service Occupations +3183,39-3092,Costume Attendants,Wardrobe Assistant,39,Service Occupations +3184,39-3092,Costume Attendants,Wardrobe Attendant,39,Service Occupations +3185,39-3092,Costume Attendants,Wardrobe Custodian,39,Service Occupations +3186,39-3092,Costume Attendants,Wardrobe Dresser,39,Service Occupations +3187,39-3092,Costume Attendants,Wardrobe Supervisor,39,Service Occupations +3188,39-3093,"Locker Room, Coatroom, and Dressing Room Attendants",Athletic Equipment Manager,39,Service Occupations +3189,39-3093,"Locker Room, Coatroom, and Dressing Room Attendants",Bathhouse Attendant,39,Service Occupations +3190,39-3093,"Locker Room, Coatroom, and Dressing Room Attendants",Checkroom Attendant,39,Service Occupations +3191,39-3093,"Locker Room, Coatroom, and Dressing Room Attendants",Cloak Room Attendant,39,Service Occupations +3192,39-3093,"Locker Room, Coatroom, and Dressing Room Attendants",Coat Checker,39,Service Occupations +3193,39-3093,"Locker Room, Coatroom, and Dressing Room Attendants",Ladies Locker Room Attendant,39,Service Occupations +3194,39-3093,"Locker Room, Coatroom, and Dressing Room Attendants",Locker Room Attendant,39,Service Occupations +3195,39-3093,"Locker Room, Coatroom, and Dressing Room Attendants",Locker Room Manager,39,Service Occupations +3196,39-3093,"Locker Room, Coatroom, and Dressing Room Attendants",Locker Room Supervisor,39,Service Occupations +3197,39-3093,"Locker Room, Coatroom, and Dressing Room Attendants",Washroom Attendant,39,Service Occupations +3198,39-3099,"Entertainment Attendants and Related Workers, All Other",Jockey Valet,39,Service Occupations +3199,39-4011,Embalmers,Anatomical Embalmer,39,Service Occupations +3200,39-4011,Embalmers,Arterial Embalmer,39,Service Occupations +3201,39-4011,Embalmers,Embalmer Apprentice,39,Service Occupations +3202,39-4011,Embalmers,Licensed Embalmer,39,Service Occupations +3203,39-4011,Embalmers,Restorative Art Embalmer,39,Service Occupations +3204,39-4012,Crematory Operators,Cremation Arranger,39,Service Occupations +3205,39-4012,Crematory Operators,Cremator,39,Service Occupations +3206,39-4012,Crematory Operators,Crematory Operator,39,Service Occupations +3207,39-4021,Funeral Attendants,Funeral Assistant,39,Service Occupations +3208,39-4021,Funeral Attendants,Funeral Greeter,39,Service Occupations +3209,39-4021,Funeral Attendants,Funeral Home Assistant,39,Service Occupations +3210,39-4021,Funeral Attendants,Funeral Home Associate,39,Service Occupations +3211,39-4021,Funeral Attendants,Mortician Helper,39,Service Occupations +3212,39-4021,Funeral Attendants,Pallbearer,39,Service Occupations +3213,39-4021,Funeral Attendants,Undertaker Helper,39,Service Occupations +3214,39-4031,"Morticians, Undertakers, and Funeral Arrangers",Certified Mortician,39,Service Occupations +3215,39-4031,"Morticians, Undertakers, and Funeral Arrangers",Funeral Arrangement Director,39,Service Occupations +3216,39-4031,"Morticians, Undertakers, and Funeral Arrangers",Funeral Arranger,39,Service Occupations +3217,39-5011,Barbers,Barber Apprentice,39,Service Occupations +3218,39-5011,Barbers,Master Barber,39,Service Occupations +3219,39-5012,"Hairdressers, Hairstylists, and Cosmetologists",Beautician,39,Service Occupations +3220,39-5012,"Hairdressers, Hairstylists, and Cosmetologists",Cosmetologist,39,Service Occupations +3221,39-5012,"Hairdressers, Hairstylists, and Cosmetologists",Funeral Home Makeup Artist,39,Service Occupations +3222,39-5012,"Hairdressers, Hairstylists, and Cosmetologists",Hair and Makeup Designer,39,Service Occupations +3223,39-5012,"Hairdressers, Hairstylists, and Cosmetologists",Hair Colorist,39,Service Occupations +3224,39-5012,"Hairdressers, Hairstylists, and Cosmetologists",Hair Stylist,39,Service Occupations +3225,39-5012,"Hairdressers, Hairstylists, and Cosmetologists",Hairdresser,39,Service Occupations +3226,39-5012,"Hairdressers, Hairstylists, and Cosmetologists",Hairpiece Stylist,39,Service Occupations +3227,39-5012,"Hairdressers, Hairstylists, and Cosmetologists",Wedding Makeup Artist,39,Service Occupations +3228,39-5012,"Hairdressers, Hairstylists, and Cosmetologists",Wig Stylist,39,Service Occupations +3229,39-5091,"Makeup Artists, Theatrical and Performance",Special Effects Makeup Artist,39,Service Occupations +3230,39-5092,Manicurists and Pedicurists,Fingernail Sculptor,39,Service Occupations +3231,39-5092,Manicurists and Pedicurists,Nail Technician,39,Service Occupations +3232,39-5092,Manicurists and Pedicurists,Pedicurist,39,Service Occupations +3233,39-5093,Shampooers,Scalp Treatment Specialist,39,Service Occupations +3234,39-5093,Shampooers,Shampoo Assistant,39,Service Occupations +3235,39-5093,Shampooers,Shampoo Technician,39,Service Occupations +3236,39-5094,Skincare Specialists,Electrolysis Needle Operator,39,Service Occupations +3237,39-5094,Skincare Specialists,Electrolysis Operator,39,Service Occupations +3238,39-5094,Skincare Specialists,Electrolysist,39,Service Occupations +3239,39-5094,Skincare Specialists,Esthetician,39,Service Occupations +3240,39-5094,Skincare Specialists,Facialist,39,Service Occupations +3241,39-5094,Skincare Specialists,Licensed Esthetician,39,Service Occupations +3242,39-5094,Skincare Specialists,Medical Esthetician,39,Service Occupations +3243,39-5094,Skincare Specialists,Skin Care Technician,39,Service Occupations +3244,39-6011,Baggage Porters and Bellhops,Baggage Porter,39,Service Occupations +3245,39-6011,Baggage Porters and Bellhops,Bell Staff,39,Service Occupations +3246,39-6011,Baggage Porters and Bellhops,Bellperson,39,Service Occupations +3247,39-6011,Baggage Porters and Bellhops,Bellstaff,39,Service Occupations +3248,39-6011,Baggage Porters and Bellhops,Hotel Baggage Handler,39,Service Occupations +3249,39-6011,Baggage Porters and Bellhops,Luggage Attendant,39,Service Occupations +3250,39-6011,Baggage Porters and Bellhops,Redcap,39,Service Occupations +3251,39-6011,Baggage Porters and Bellhops,Skycap,39,Service Occupations +3252,39-6012,Concierges,Activities Concierge,39,Service Occupations +3253,39-6012,Concierges,Club Concierge,39,Service Occupations +3254,39-6012,Concierges,Conference Concierge,39,Service Occupations +3255,39-6012,Concierges,Guest Service Supervisor,39,Service Occupations +3256,39-6012,Concierges,Hotel Concierge,39,Service Occupations +3257,39-6012,Concierges,Hotel Guest Service Agent,39,Service Occupations +3258,39-7011,Tour Guides and Escorts,Historical Interpreter,39,Service Occupations +3259,39-7011,Tour Guides and Escorts,Historical Site Guide,39,Service Occupations +3260,39-7011,Tour Guides and Escorts,Museum Docent,39,Service Occupations +3261,39-7011,Tour Guides and Escorts,Museum Guide,39,Service Occupations +3262,39-7011,Tour Guides and Escorts,Sightseeing Guide,39,Service Occupations +3263,39-7011,Tour Guides and Escorts,Tourist Escort,39,Service Occupations +3264,39-7011,Tour Guides and Escorts,Tourist Guide,39,Service Occupations +3265,39-7012,Travel Guides,Cruise Director,39,Service Occupations +3266,39-7012,Travel Guides,River Expedition Guide,39,Service Occupations +3267,39-7012,Travel Guides,Tour Coordinator,39,Service Occupations +3268,39-7012,Travel Guides,Tour Director,39,Service Occupations +3269,39-9011,Childcare Workers,Au Pair,39,Service Occupations +3270,39-9011,Childcare Workers,Baby Sitter,39,Service Occupations +3271,39-9011,Childcare Workers,Before and After School Daycare Worker,39,Service Occupations +3272,39-9011,Childcare Workers,Childcare Aide,39,Service Occupations +3273,39-9011,Childcare Workers,Childcare Attendant,39,Service Occupations +3274,39-9011,Childcare Workers,Day Care Attendant,39,Service Occupations +3275,39-9011,Childcare Workers,Day Care Worker,39,Service Occupations +3276,39-9011,Childcare Workers,Daycare Aide,39,Service Occupations +3277,39-9011,Childcare Workers,Daycare Provider,39,Service Occupations +3278,39-9011,Childcare Workers,Governess,39,Service Occupations +3279,39-9011,Childcare Workers,Nanny,39,Service Occupations +3280,39-9011,Childcare Workers,Nursery Day Care Worker,39,Service Occupations +3281,39-9011,Childcare Workers,Playground Aide,39,Service Occupations +3282,39-9031,Exercise Trainers and Group Fitness Instructors,Aerobics Instructor,39,Service Occupations +3283,39-9031,Exercise Trainers and Group Fitness Instructors,Certified Personal Trainer,39,Service Occupations +3284,39-9031,Exercise Trainers and Group Fitness Instructors,Fitness Trainer,39,Service Occupations +3285,39-9031,Exercise Trainers and Group Fitness Instructors,Group Exercise Instructor,39,Service Occupations +3286,39-9031,Exercise Trainers and Group Fitness Instructors,Group Fitness Instructor,39,Service Occupations +3287,39-9031,Exercise Trainers and Group Fitness Instructors,Personal Fitness Trainer,39,Service Occupations +3288,39-9031,Exercise Trainers and Group Fitness Instructors,Personal Trainer,39,Service Occupations +3289,39-9031,Exercise Trainers and Group Fitness Instructors,Weight Trainer,39,Service Occupations +3290,39-9031,Exercise Trainers and Group Fitness Instructors,Weight Training Instructor,39,Service Occupations +3291,39-9031,Exercise Trainers and Group Fitness Instructors,Yoga Instructor,39,Service Occupations +3292,39-9031,Exercise Trainers and Group Fitness Instructors,Yoga Teacher,39,Service Occupations +3293,39-9032,Recreation Workers,Camp Counselor,39,Service Occupations +3294,39-9032,Recreation Workers,Recreation Assistant,39,Service Occupations +3295,39-9032,Recreation Workers,Recreational Activities Aide,39,Service Occupations +3296,39-9032,Recreation Workers,Recreational Activities Assistant,39,Service Occupations +3297,39-9032,Recreation Workers,Recreational Aide,39,Service Occupations +3298,39-9041,Residential Advisors,Dormitory Counselor,39,Service Occupations +3299,39-9041,Residential Advisors,House Parent,39,Service Occupations +3300,39-9041,Residential Advisors,Residence Director,39,Service Occupations +3301,39-9041,Residential Advisors,Residence Life Coordinator,39,Service Occupations +3302,39-9041,Residential Advisors,Residential Director,39,Service Occupations +3303,39-9041,Residential Advisors,Residential Life Director,39,Service Occupations +3304,39-9041,Residential Advisors,Sorority Mother,39,Service Occupations +3305,39-9099,"Personal Care and Service Workers, All Other",Butler,39,Service Occupations +3306,39-9099,"Personal Care and Service Workers, All Other",Doula,39,Service Occupations +3307,39-9099,"Personal Care and Service Workers, All Other",House Sitter,39,Service Occupations +3308,39-9099,"Personal Care and Service Workers, All Other",Magnetic Healer,39,Service Occupations +3309,39-9099,"Personal Care and Service Workers, All Other",Shoe Shiner,39,Service Occupations +3310,39-9099,"Personal Care and Service Workers, All Other",Valet,39,Service Occupations +3311,41-1011,First-Line Supervisors of Retail Sales Workers,Assistant Store Manager,41,Sales and Office Occupations +3312,41-1011,First-Line Supervisors of Retail Sales Workers,Cashier Manager,41,Sales and Office Occupations +3313,41-1011,First-Line Supervisors of Retail Sales Workers,Cashier Supervisor,41,Sales and Office Occupations +3314,41-1011,First-Line Supervisors of Retail Sales Workers,Delicatessen Department Manager,41,Sales and Office Occupations +3315,41-1011,First-Line Supervisors of Retail Sales Workers,Produce Department Supervisor,41,Sales and Office Occupations +3316,41-1011,First-Line Supervisors of Retail Sales Workers,Sales Clerk Supervisor,41,Sales and Office Occupations +3317,41-1011,First-Line Supervisors of Retail Sales Workers,Used Car Sales Supervisor,41,Sales and Office Occupations +3318,41-1012,First-Line Supervisors of Non-Retail Sales Workers,Blood Donor Recruiter Supervisor,41,Sales and Office Occupations +3319,41-1012,First-Line Supervisors of Non-Retail Sales Workers,Insurance Sales Supervisor,41,Sales and Office Occupations +3320,41-1012,First-Line Supervisors of Non-Retail Sales Workers,Radio Time Sales Supervisor,41,Sales and Office Occupations +3321,41-1012,First-Line Supervisors of Non-Retail Sales Workers,Real Estate Sales Supervisor,41,Sales and Office Occupations +3322,41-1012,First-Line Supervisors of Non-Retail Sales Workers,Stock Broker Supervisor,41,Sales and Office Occupations +3323,41-1012,First-Line Supervisors of Non-Retail Sales Workers,Telemarketer Supervisor,41,Sales and Office Occupations +3324,41-1012,First-Line Supervisors of Non-Retail Sales Workers,Telemarketing Manager,41,Sales and Office Occupations +3325,41-1012,First-Line Supervisors of Non-Retail Sales Workers,Telesales Supervisor,41,Sales and Office Occupations +3326,41-2011,Cashiers,Cash Register Operator,41,Sales and Office Occupations +3327,41-2011,Cashiers,Check Out Cashier,41,Sales and Office Occupations +3328,41-2011,Cashiers,Fare Collector,41,Sales and Office Occupations +3329,41-2011,Cashiers,Grocery Checker,41,Sales and Office Occupations +3330,41-2011,Cashiers,Hotel Dining Room Cashier,41,Sales and Office Occupations +3331,41-2011,Cashiers,Snack Bar Cashier,41,Sales and Office Occupations +3332,41-2011,Cashiers,Toll Booth Operator,41,Sales and Office Occupations +3333,41-2011,Cashiers,Toll Collector,41,Sales and Office Occupations +3334,41-2012,Gambling Change Persons and Booth Cashiers,Mutuel Teller,41,Sales and Office Occupations +3335,41-2012,Gambling Change Persons and Booth Cashiers,Slot Attendant,41,Sales and Office Occupations +3336,41-2021,Counter and Rental Clerks,Airplane Charter Clerk,41,Sales and Office Occupations +3337,41-2021,Counter and Rental Clerks,Apartment Rental Clerk,41,Sales and Office Occupations +3338,41-2021,Counter and Rental Clerks,Automobile Rental Clerk,41,Sales and Office Occupations +3339,41-2021,Counter and Rental Clerks,Automotive Service Writer,41,Sales and Office Occupations +3340,41-2021,Counter and Rental Clerks,Bicycle Rental Clerk,41,Sales and Office Occupations +3341,41-2021,Counter and Rental Clerks,Boat Rental Clerk,41,Sales and Office Occupations +3342,41-2021,Counter and Rental Clerks,Car Rental Agent,41,Sales and Office Occupations +3343,41-2021,Counter and Rental Clerks,Dry Cleaning Counter Clerk,41,Sales and Office Occupations +3344,41-2021,Counter and Rental Clerks,Layaway Clerk,41,Sales and Office Occupations +3345,41-2021,Counter and Rental Clerks,Rental Clerk,41,Sales and Office Occupations +3346,41-2021,Counter and Rental Clerks,Storage Facility Rental Clerk,41,Sales and Office Occupations +3347,41-2021,Counter and Rental Clerks,Video Rental Clerk,41,Sales and Office Occupations +3348,41-2022,Parts Salespersons,Appliance Parts Counter Clerk,41,Sales and Office Occupations +3349,41-2022,Parts Salespersons,Auto Parts Salesperson,41,Sales and Office Occupations +3350,41-2022,Parts Salespersons,Electronic Parts Salesperson,41,Sales and Office Occupations +3351,41-2022,Parts Salespersons,Parts Clerk,41,Sales and Office Occupations +3352,41-2022,Parts Salespersons,Parts Counter Clerk,41,Sales and Office Occupations +3353,41-2031,Retail Salespersons,Automotive Salesperson,41,Sales and Office Occupations +3354,41-2031,Retail Salespersons,Department Store Salesperson,41,Sales and Office Occupations +3355,41-2031,Retail Salespersons,Menswear Salesperson,41,Sales and Office Occupations +3356,41-2031,Retail Salespersons,New Car Salesperson,41,Sales and Office Occupations +3357,41-2031,Retail Salespersons,Pet Supplies Salesperson,41,Sales and Office Occupations +3358,41-2031,Retail Salespersons,Pets Salesperson,41,Sales and Office Occupations +3359,41-2031,Retail Salespersons,Shoe Salesperson,41,Sales and Office Occupations +3360,41-2031,Retail Salespersons,Used Car Salesperson,41,Sales and Office Occupations +3361,41-2031,Retail Salespersons,Women's Apparel Salesperson,41,Sales and Office Occupations +3362,41-3011,Advertising Sales Agents,Advertising Account Executive,41,Sales and Office Occupations +3363,41-3011,Advertising Sales Agents,Advertising Agent,41,Sales and Office Occupations +3364,41-3011,Advertising Sales Agents,Advertising Solicitor,41,Sales and Office Occupations +3365,41-3011,Advertising Sales Agents,Display Advertising Sales Representative,41,Sales and Office Occupations +3366,41-3011,Advertising Sales Agents,Inside Sales Advertising Executive,41,Sales and Office Occupations +3367,41-3011,Advertising Sales Agents,Outside Sales Advertising Executive,41,Sales and Office Occupations +3368,41-3011,Advertising Sales Agents,Radio Time Salesperson,41,Sales and Office Occupations +3369,41-3011,Advertising Sales Agents,Signs and Displays Salesperson,41,Sales and Office Occupations +3370,41-3011,Advertising Sales Agents,Yellow Pages Space Salesperson,41,Sales and Office Occupations +3371,41-3021,Insurance Sales Agents,Health Insurance Sales Agent,41,Sales and Office Occupations +3372,41-3021,Insurance Sales Agents,Insurance Agent,41,Sales and Office Occupations +3373,41-3021,Insurance Sales Agents,Insurance Broker,41,Sales and Office Occupations +3374,41-3021,Insurance Sales Agents,Life Insurance Agent,41,Sales and Office Occupations +3375,41-3021,Insurance Sales Agents,Life Insurance Salesperson,41,Sales and Office Occupations +3376,41-3021,Insurance Sales Agents,Pension Agent,41,Sales and Office Occupations +3377,41-3031,"Securities, Commodities, and Financial Services Sales Agents",Commodities Broker,41,Sales and Office Occupations +3378,41-3031,"Securities, Commodities, and Financial Services Sales Agents",Commodity Trader,41,Sales and Office Occupations +3379,41-3031,"Securities, Commodities, and Financial Services Sales Agents",Equity Trader,41,Sales and Office Occupations +3380,41-3031,"Securities, Commodities, and Financial Services Sales Agents",Foreign Exchange Trader,41,Sales and Office Occupations +3381,41-3031,"Securities, Commodities, and Financial Services Sales Agents",Investment Banker,41,Sales and Office Occupations +3382,41-3031,"Securities, Commodities, and Financial Services Sales Agents",Municipal Bond Trader,41,Sales and Office Occupations +3383,41-3031,"Securities, Commodities, and Financial Services Sales Agents",Mutual Fund Sales Agent,41,Sales and Office Occupations +3384,41-3031,"Securities, Commodities, and Financial Services Sales Agents",Securities Trader,41,Sales and Office Occupations +3385,41-3031,"Securities, Commodities, and Financial Services Sales Agents",Stock Broker,41,Sales and Office Occupations +3386,41-3031,"Securities, Commodities, and Financial Services Sales Agents",Stock Trader,41,Sales and Office Occupations +3387,41-3041,Travel Agents,Auto Travel Counselor,41,Sales and Office Occupations +3388,41-3041,Travel Agents,Certified Corporate Travel Executive,41,Sales and Office Occupations +3389,41-3041,Travel Agents,Certified Travel Counselor,41,Sales and Office Occupations +3390,41-3041,Travel Agents,Corporate Travel Expert,41,Sales and Office Occupations +3391,41-3041,Travel Agents,Travel Consultant,41,Sales and Office Occupations +3392,41-3041,Travel Agents,Travel Counselor,41,Sales and Office Occupations +3393,41-3041,Travel Agents,Travel Service Consultant,41,Sales and Office Occupations +3394,41-3091,"Sales Representatives of Services, Except Advertising, Insurance, Financial Services, and Travel",Automobile Club Membership Sales Agent,41,Sales and Office Occupations +3395,41-3091,"Sales Representatives of Services, Except Advertising, Insurance, Financial Services, and Travel",Bookkeeping Service Sales Agent,41,Sales and Office Occupations +3396,41-3091,"Sales Representatives of Services, Except Advertising, Insurance, Financial Services, and Travel",Business Services Sales Representative,41,Sales and Office Occupations +3397,41-3091,"Sales Representatives of Services, Except Advertising, Insurance, Financial Services, and Travel",Membership Solicitor,41,Sales and Office Occupations +3398,41-3091,"Sales Representatives of Services, Except Advertising, Insurance, Financial Services, and Travel",Pest Control Service Sales Agent,41,Sales and Office Occupations +3399,41-4011,"Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products",Chemical Sales Representative,41,Sales and Office Occupations +3400,41-4011,"Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products",Electroplating Sales Representative,41,Sales and Office Occupations +3401,41-4011,"Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products",Engineering Supplies Sales,41,Sales and Office Occupations +3402,41-4011,"Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products",Pharmaceutical Detailer,41,Sales and Office Occupations +3403,41-4011,"Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products",Pharmaceutical Sales Representative,41,Sales and Office Occupations +3404,41-4011,"Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products",Pharmaceutical Salesperson,41,Sales and Office Occupations +3405,41-4011,"Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products",Surgical Instruments Sales Representative,41,Sales and Office Occupations +3406,41-4011,"Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products",Wholesale Ultrasonic Equipment Salesperson,41,Sales and Office Occupations +3407,41-4012,"Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products",Bottling Equipment Sales Representative,41,Sales and Office Occupations +3408,41-4012,"Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products",Freight Broker,41,Sales and Office Occupations +3409,41-4012,"Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products",Hotel Supplies Salesperson,41,Sales and Office Occupations +3410,41-4012,"Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products",Mortician Supplies Sales Representative,41,Sales and Office Occupations +3411,41-4012,"Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products",Pulpwood Dealer,41,Sales and Office Occupations +3412,41-4012,"Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products",Wholesale Diamond Broker,41,Sales and Office Occupations +3413,41-9011,Demonstrators and Product Promoters,Home Demonstrator,41,Sales and Office Occupations +3414,41-9011,Demonstrators and Product Promoters,Home Service Demonstrator,41,Sales and Office Occupations +3415,41-9011,Demonstrators and Product Promoters,Hostess Party Sales Representative,41,Sales and Office Occupations +3416,41-9011,Demonstrators and Product Promoters,In-Store Demonstrator,41,Sales and Office Occupations +3417,41-9012,Models,Artist's Model,41,Sales and Office Occupations +3418,41-9012,Models,Clothes Model,41,Sales and Office Occupations +3419,41-9012,Models,Fashion Model,41,Sales and Office Occupations +3420,41-9012,Models,Figure Model,41,Sales and Office Occupations +3421,41-9012,Models,Hand Model,41,Sales and Office Occupations +3422,41-9012,Models,Hat Model,41,Sales and Office Occupations +3423,41-9012,Models,Photographer's Model,41,Sales and Office Occupations +3424,41-9012,Models,Studio Model,41,Sales and Office Occupations +3425,41-9021,Real Estate Brokers,Licensed Real Estate Broker,41,Sales and Office Occupations +3426,41-9022,Real Estate Sales Agents,Agricultural Real Estate Agent,41,Sales and Office Occupations +3427,41-9022,Real Estate Sales Agents,Apartment Rental Agent,41,Sales and Office Occupations +3428,41-9022,Real Estate Sales Agents,Industrial Real Estate Agent,41,Sales and Office Occupations +3429,41-9022,Real Estate Sales Agents,Land Sales Agent,41,Sales and Office Occupations +3430,41-9022,Real Estate Sales Agents,Right of Way Agent,41,Sales and Office Occupations +3431,41-9031,Sales Engineers,Aerospace Products Sales Engineer,41,Sales and Office Occupations +3432,41-9031,Sales Engineers,Missile Navigation Systems Sales Engineer,41,Sales and Office Occupations +3433,41-9031,Sales Engineers,Nuclear Equipment Sales Engineer,41,Sales and Office Occupations +3434,41-9041,Telemarketers,Inbound Telemarketer,41,Sales and Office Occupations +3435,41-9041,Telemarketers,Outbound Telemarketer,41,Sales and Office Occupations +3436,41-9041,Telemarketers,Telemarketing Sales Representative,41,Sales and Office Occupations +3437,41-9041,Telemarketers,Telephone Solicitor,41,Sales and Office Occupations +3438,41-9041,Telemarketers,Telesales Representative,41,Sales and Office Occupations +3439,41-9041,Telemarketers,Telesales Specialist,41,Sales and Office Occupations +3440,41-9091,"Door-to-Door Sales Workers, News and Street Vendors, and Related Workers",Newspaper Carrier,41,Sales and Office Occupations +3441,41-9091,"Door-to-Door Sales Workers, News and Street Vendors, and Related Workers",Newstand Vendor,41,Sales and Office Occupations +3442,41-9091,"Door-to-Door Sales Workers, News and Street Vendors, and Related Workers",Peddler,41,Sales and Office Occupations +3443,41-9091,"Door-to-Door Sales Workers, News and Street Vendors, and Related Workers",Souvenir Street Vendor,41,Sales and Office Occupations +3444,41-9099,"Sales and Related Workers, All Other",Auctioneer,41,Sales and Office Occupations +3445,41-9099,"Sales and Related Workers, All Other",Blood Donor Recruiter,41,Sales and Office Occupations +3446,41-9099,"Sales and Related Workers, All Other",Leaflet Distributor,41,Sales and Office Occupations +3447,41-9099,"Sales and Related Workers, All Other",Livestock Auctioneer,41,Sales and Office Occupations +3448,41-9099,"Sales and Related Workers, All Other",Pawn Shop Clerk,41,Sales and Office Occupations +3449,41-9099,"Sales and Related Workers, All Other",Personal Shopper,41,Sales and Office Occupations +3450,41-9099,"Sales and Related Workers, All Other",Store Gift Wrap Associate,41,Sales and Office Occupations +3451,43-1011,First-Line Supervisors of Office and Administrative Support Workers,Accounts Payable Supervisor,43,Sales and Office Occupations +3452,43-1011,First-Line Supervisors of Office and Administrative Support Workers,Billing Department Supervisor,43,Sales and Office Occupations +3453,43-1011,First-Line Supervisors of Office and Administrative Support Workers,Billing Supervisor,43,Sales and Office Occupations +3454,43-1011,First-Line Supervisors of Office and Administrative Support Workers,Clerical Supervisor,43,Sales and Office Occupations +3455,43-1011,First-Line Supervisors of Office and Administrative Support Workers,Data Entry Supervisor,43,Sales and Office Occupations +3456,43-1011,First-Line Supervisors of Office and Administrative Support Workers,Medical Billing Supervisor,43,Sales and Office Occupations +3457,43-1011,First-Line Supervisors of Office and Administrative Support Workers,Office Services Supervisor,43,Sales and Office Occupations +3458,43-1011,First-Line Supervisors of Office and Administrative Support Workers,Payroll Supervisor,43,Sales and Office Occupations +3459,43-1011,First-Line Supervisors of Office and Administrative Support Workers,Records Supervisor,43,Sales and Office Occupations +3460,43-1011,First-Line Supervisors of Office and Administrative Support Workers,Teller Supervisor,43,Sales and Office Occupations +3461,43-1011,First-Line Supervisors of Office and Administrative Support Workers,Timekeeping Supervisor,43,Sales and Office Occupations +3462,43-2011,"Switchboard Operators, Including Answering Service",PBX Operator,43,Sales and Office Occupations +3463,43-2011,"Switchboard Operators, Including Answering Service",Private Branch Exchange Operator,43,Sales and Office Occupations +3464,43-2011,"Switchboard Operators, Including Answering Service",Telephone Answering Service Operator,43,Sales and Office Occupations +3465,43-2011,"Switchboard Operators, Including Answering Service",Telephone Switchboard Operator,43,Sales and Office Occupations +3466,43-2021,Telephone Operators,411 Directory Assistance Operator,43,Sales and Office Occupations +3467,43-2021,Telephone Operators,Directory Assistance Operator,43,Sales and Office Occupations +3468,43-2021,Telephone Operators,Information Operator,43,Sales and Office Occupations +3469,43-2021,Telephone Operators,Local Telephone Operator,43,Sales and Office Occupations +3470,43-2021,Telephone Operators,Long Distance Operator,43,Sales and Office Occupations +3471,43-2021,Telephone Operators,Telephone Exchange Operator,43,Sales and Office Occupations +3472,43-2099,"Communications Equipment Operators, All Other",Communications Equipment Operator,43,Sales and Office Occupations +3473,43-2099,"Communications Equipment Operators, All Other",Radio Operator,43,Sales and Office Occupations +3474,43-2099,"Communications Equipment Operators, All Other",Telegraph and Teletype Operator,43,Sales and Office Occupations +3475,43-2099,"Communications Equipment Operators, All Other",Telex Operator,43,Sales and Office Occupations +3476,43-3011,Bill and Account Collectors,Accounts Collector,43,Sales and Office Occupations +3477,43-3011,Bill and Account Collectors,Bill Collector,43,Sales and Office Occupations +3478,43-3011,Bill and Account Collectors,Billing Representative,43,Sales and Office Occupations +3479,43-3011,Bill and Account Collectors,Collection Agent,43,Sales and Office Occupations +3480,43-3011,Bill and Account Collectors,Collections Clerk,43,Sales and Office Occupations +3481,43-3011,Bill and Account Collectors,Collections Representative,43,Sales and Office Occupations +3482,43-3011,Bill and Account Collectors,Debt Collector,43,Sales and Office Occupations +3483,43-3011,Bill and Account Collectors,Installment Agent,43,Sales and Office Occupations +3484,43-3011,Bill and Account Collectors,Installment Loan Collector,43,Sales and Office Occupations +3485,43-3011,Bill and Account Collectors,Insurance Collector,43,Sales and Office Occupations +3486,43-3011,Bill and Account Collectors,Payment Collector,43,Sales and Office Occupations +3487,43-3011,Bill and Account Collectors,Repossessor,43,Sales and Office Occupations +3488,43-3021,Billing and Posting Clerks,Billing Clerk,43,Sales and Office Occupations +3489,43-3021,Billing and Posting Clerks,Invoice Clerk,43,Sales and Office Occupations +3490,43-3021,Billing and Posting Clerks,Invoice Control Clerk,43,Sales and Office Occupations +3491,43-3021,Billing and Posting Clerks,Posting Clerk,43,Sales and Office Occupations +3492,43-3021,Billing and Posting Clerks,Statement Clerk,43,Sales and Office Occupations +3493,43-3021,Billing and Posting Clerks,Statement Distribution Clerk,43,Sales and Office Occupations +3494,43-3021,Billing and Posting Clerks,Statement Processor,43,Sales and Office Occupations +3495,43-3031,"Bookkeeping, Accounting, and Auditing Clerks",Accounts Receivable Assistant,43,Sales and Office Occupations +3496,43-3031,"Bookkeeping, Accounting, and Auditing Clerks",Accounts Receivable Clerk,43,Sales and Office Occupations +3497,43-3031,"Bookkeeping, Accounting, and Auditing Clerks",Auditing Clerk,43,Sales and Office Occupations +3498,43-3031,"Bookkeeping, Accounting, and Auditing Clerks",Bookkeeper,43,Sales and Office Occupations +3499,43-3031,"Bookkeeping, Accounting, and Auditing Clerks",Fixed Capital Clerk,43,Sales and Office Occupations +3500,43-3031,"Bookkeeping, Accounting, and Auditing Clerks",Foreign Exchange Position Clerk,43,Sales and Office Occupations +3501,43-3031,"Bookkeeping, Accounting, and Auditing Clerks",Mortgage Accounting Clerk,43,Sales and Office Occupations +3502,43-3041,Gambling Cage Workers,Cage Cashier,43,Sales and Office Occupations +3503,43-3041,Gambling Cage Workers,Casino Cage Cashier,43,Sales and Office Occupations +3504,43-3041,Gambling Cage Workers,Casino Cashier,43,Sales and Office Occupations +3505,43-3041,Gambling Cage Workers,Gambling Cage Cashier,43,Sales and Office Occupations +3506,43-3041,Gambling Cage Workers,Gambling Cashier,43,Sales and Office Occupations +3507,43-3051,Payroll and Timekeeping Clerks,Flight Crew Time Clerk,43,Sales and Office Occupations +3508,43-3051,Payroll and Timekeeping Clerks,Payroll Bookkeeper,43,Sales and Office Occupations +3509,43-3051,Payroll and Timekeeping Clerks,Personnel Scheduler,43,Sales and Office Occupations +3510,43-3051,Payroll and Timekeeping Clerks,Time and Attendance Clerk,43,Sales and Office Occupations +3511,43-3051,Payroll and Timekeeping Clerks,Time Clerk,43,Sales and Office Occupations +3512,43-3051,Payroll and Timekeeping Clerks,Timekeeper,43,Sales and Office Occupations +3513,43-3061,Procurement Clerks,Procurement Assistant,43,Sales and Office Occupations +3514,43-3061,Procurement Clerks,Purchasing Assistant,43,Sales and Office Occupations +3515,43-3061,Procurement Clerks,Purchasing Clerk,43,Sales and Office Occupations +3516,43-3071,Tellers,Bank Teller,43,Sales and Office Occupations +3517,43-3071,Tellers,Commercial Teller,43,Sales and Office Occupations +3518,43-3071,Tellers,Exchange Teller,43,Sales and Office Occupations +3519,43-3071,Tellers,Foreign Banknote Teller,43,Sales and Office Occupations +3520,43-3071,Tellers,Foreign Exchange Clerk,43,Sales and Office Occupations +3521,43-3071,Tellers,Loan Teller,43,Sales and Office Occupations +3522,43-3071,Tellers,Money Order Clerk,43,Sales and Office Occupations +3523,43-3071,Tellers,Receiving Teller,43,Sales and Office Occupations +3524,43-3071,Tellers,Savings Teller,43,Sales and Office Occupations +3525,43-3071,Tellers,Securities Teller,43,Sales and Office Occupations +3526,43-3099,"Financial Clerks, All Other",Bank Vault Attendant,43,Sales and Office Occupations +3527,43-3099,"Financial Clerks, All Other",Bank Vault Clerk,43,Sales and Office Occupations +3528,43-3099,"Financial Clerks, All Other",Bank Vault Custodian,43,Sales and Office Occupations +3529,43-3099,"Financial Clerks, All Other",Financial Operations Clerk,43,Sales and Office Occupations +3530,43-3099,"Financial Clerks, All Other",Financial Reserve Clerk,43,Sales and Office Occupations +3531,43-3099,"Financial Clerks, All Other",Safe Deposit Clerk,43,Sales and Office Occupations +3532,43-3099,"Financial Clerks, All Other",Safety Deposit Clerk,43,Sales and Office Occupations +3533,43-3099,"Financial Clerks, All Other",Vault Teller,43,Sales and Office Occupations +3534,43-4011,Brokerage Clerks,Brokerage Purchase-and-Sale Clerk,43,Sales and Office Occupations +3535,43-4011,Brokerage Clerks,Commodities Clerk,43,Sales and Office Occupations +3536,43-4011,Brokerage Clerks,Dividend Clerk,43,Sales and Office Occupations +3537,43-4011,Brokerage Clerks,Securities Clerk,43,Sales and Office Occupations +3538,43-4021,Correspondence Clerks,Claims Correspondence Clerk,43,Sales and Office Occupations +3539,43-4021,Correspondence Clerks,Correspondence Representative,43,Sales and Office Occupations +3540,43-4021,Correspondence Clerks,Correspondence Transcriber,43,Sales and Office Occupations +3541,43-4021,Correspondence Clerks,Customer Service Correspondence Clerk,43,Sales and Office Occupations +3542,43-4021,Correspondence Clerks,Fan Mail Editor,43,Sales and Office Occupations +3543,43-4021,Correspondence Clerks,Medicare Correspondence Representative,43,Sales and Office Occupations +3544,43-4021,Correspondence Clerks,Student Loan Correspondent,43,Sales and Office Occupations +3545,43-4031,"Court, Municipal, and License Clerks",Circuit Court Clerk,43,Sales and Office Occupations +3546,43-4031,"Court, Municipal, and License Clerks",City Clerk,43,Sales and Office Occupations +3547,43-4031,"Court, Municipal, and License Clerks",Court Clerk,43,Sales and Office Occupations +3548,43-4031,"Court, Municipal, and License Clerks",Courtroom Clerk,43,Sales and Office Occupations +3549,43-4031,"Court, Municipal, and License Clerks",Deputy Court Clerk,43,Sales and Office Occupations +3550,43-4031,"Court, Municipal, and License Clerks",Docket Clerk,43,Sales and Office Occupations +3551,43-4031,"Court, Municipal, and License Clerks",Dog Licenser,43,Sales and Office Occupations +3552,43-4031,"Court, Municipal, and License Clerks",License Clerk,43,Sales and Office Occupations +3553,43-4031,"Court, Municipal, and License Clerks",Motor Vehicle License Clerk,43,Sales and Office Occupations +3554,43-4031,"Court, Municipal, and License Clerks",Motor Vehicle Representative,43,Sales and Office Occupations +3555,43-4031,"Court, Municipal, and License Clerks",Municipal Clerk,43,Sales and Office Occupations +3556,43-4031,"Court, Municipal, and License Clerks",Tax Clerk,43,Sales and Office Occupations +3557,43-4031,"Court, Municipal, and License Clerks",Township Clerk,43,Sales and Office Occupations +3558,43-4031,"Court, Municipal, and License Clerks",Warrant Clerk,43,Sales and Office Occupations +3559,43-4041,"Credit Authorizers, Checkers, and Clerks",Charge Authorizer,43,Sales and Office Occupations +3560,43-4041,"Credit Authorizers, Checkers, and Clerks",Commercial Credit Reviewer,43,Sales and Office Occupations +3561,43-4041,"Credit Authorizers, Checkers, and Clerks",Credit Authorizer,43,Sales and Office Occupations +3562,43-4041,"Credit Authorizers, Checkers, and Clerks",Credit Charge Authorizer,43,Sales and Office Occupations +3563,43-4041,"Credit Authorizers, Checkers, and Clerks",Credit Checker,43,Sales and Office Occupations +3564,43-4041,"Credit Authorizers, Checkers, and Clerks",Credit Investigator,43,Sales and Office Occupations +3565,43-4041,"Credit Authorizers, Checkers, and Clerks",Credit Processor,43,Sales and Office Occupations +3566,43-4041,"Credit Authorizers, Checkers, and Clerks",Credit Rating Checker,43,Sales and Office Occupations +3567,43-4041,"Credit Authorizers, Checkers, and Clerks",Credit Reference Clerk,43,Sales and Office Occupations +3568,43-4041,"Credit Authorizers, Checkers, and Clerks",Credit Report Checker,43,Sales and Office Occupations +3569,43-4051,Customer Service Representatives,Complaint Clerk,43,Sales and Office Occupations +3570,43-4051,Customer Service Representatives,Contact Center Specialist,43,Sales and Office Occupations +3571,43-4051,Customer Service Representatives,Customer Complaint Clerk,43,Sales and Office Occupations +3572,43-4051,Customer Service Representatives,Customer Contact Specialist,43,Sales and Office Occupations +3573,43-4051,Customer Service Representatives,Customer Relations Representative,43,Sales and Office Occupations +3574,43-4051,Customer Service Representatives,Customer Support Representative,43,Sales and Office Occupations +3575,43-4051,Customer Service Representatives,Gas Distribution and Emergency Clerk,43,Sales and Office Occupations +3576,43-4051,Customer Service Representatives,Passenger Relations Representative,43,Sales and Office Occupations +3577,43-4051,Customer Service Representatives,Policyholder Information Clerk,43,Sales and Office Occupations +3578,43-4051,Customer Service Representatives,Warranty Clerk,43,Sales and Office Occupations +3579,43-4061,"Eligibility Interviewers, Government Programs",Medicare Interviewer,43,Sales and Office Occupations +3580,43-4061,"Eligibility Interviewers, Government Programs",Public Housing Interviewer,43,Sales and Office Occupations +3581,43-4061,"Eligibility Interviewers, Government Programs",Social Security Benefits Interviewer,43,Sales and Office Occupations +3582,43-4061,"Eligibility Interviewers, Government Programs",Unemployment Benefits Claims Taker,43,Sales and Office Occupations +3583,43-4061,"Eligibility Interviewers, Government Programs",Welfare Interviewer,43,Sales and Office Occupations +3584,43-4071,File Clerks,Cut File Clerk,43,Sales and Office Occupations +3585,43-4071,File Clerks,Document Clerk,43,Sales and Office Occupations +3586,43-4071,File Clerks,File Keeper,43,Sales and Office Occupations +3587,43-4071,File Clerks,Index Clerk,43,Sales and Office Occupations +3588,43-4071,File Clerks,Records Clerk,43,Sales and Office Occupations +3589,43-4081,"Hotel, Motel, and Resort Desk Clerks",Assistant Innkeeper,43,Sales and Office Occupations +3590,43-4081,"Hotel, Motel, and Resort Desk Clerks",Hotel Desk Clerk,43,Sales and Office Occupations +3591,43-4081,"Hotel, Motel, and Resort Desk Clerks",Hotel Front Desk Clerk,43,Sales and Office Occupations +3592,43-4081,"Hotel, Motel, and Resort Desk Clerks",Hotel Registration Clerk,43,Sales and Office Occupations +3593,43-4081,"Hotel, Motel, and Resort Desk Clerks",Motel Clerk,43,Sales and Office Occupations +3594,43-4081,"Hotel, Motel, and Resort Desk Clerks",Motel Front Desk Attendant,43,Sales and Office Occupations +3595,43-4081,"Hotel, Motel, and Resort Desk Clerks",Resort Desk Clerk,43,Sales and Office Occupations +3596,43-4111,"Interviewers, Except Eligibility and Loan",Admitting Interviewer,43,Sales and Office Occupations +3597,43-4111,"Interviewers, Except Eligibility and Loan",Census Clerk,43,Sales and Office Occupations +3598,43-4111,"Interviewers, Except Eligibility and Loan",Census Taker,43,Sales and Office Occupations +3599,43-4111,"Interviewers, Except Eligibility and Loan",Field Enumerator,43,Sales and Office Occupations +3600,43-4111,"Interviewers, Except Eligibility and Loan",Market Research Interviewer,43,Sales and Office Occupations +3601,43-4111,"Interviewers, Except Eligibility and Loan",Outpatient Interviewing Clerk,43,Sales and Office Occupations +3602,43-4111,"Interviewers, Except Eligibility and Loan",Survey Interviewer,43,Sales and Office Occupations +3603,43-4111,"Interviewers, Except Eligibility and Loan",Telephone Interviewer,43,Sales and Office Occupations +3604,43-4121,"Library Assistants, Clerical",Book Sorter,43,Sales and Office Occupations +3605,43-4121,"Library Assistants, Clerical",Braille and Talking Books Clerk,43,Sales and Office Occupations +3606,43-4121,"Library Assistants, Clerical",Circulation Clerk,43,Sales and Office Occupations +3607,43-4121,"Library Assistants, Clerical",Film Library Clerk,43,Sales and Office Occupations +3608,43-4121,"Library Assistants, Clerical",Library Aide,43,Sales and Office Occupations +3609,43-4121,"Library Assistants, Clerical",Library Assistant,43,Sales and Office Occupations +3610,43-4121,"Library Assistants, Clerical",Library Circulation Clerk,43,Sales and Office Occupations +3611,43-4121,"Library Assistants, Clerical",Library Clerk,43,Sales and Office Occupations +3612,43-4121,"Library Assistants, Clerical",Medical Library Assistant,43,Sales and Office Occupations +3613,43-4121,"Library Assistants, Clerical",Microfilm Clerk,43,Sales and Office Occupations +3614,43-4131,Loan Interviewers and Clerks,Loan Interviewer,43,Sales and Office Occupations +3615,43-4131,Loan Interviewers and Clerks,Loan Processor,43,Sales and Office Occupations +3616,43-4131,Loan Interviewers and Clerks,Mortgage Closing Clerk,43,Sales and Office Occupations +3617,43-4131,Loan Interviewers and Clerks,Mortgage Loan Closer,43,Sales and Office Occupations +3618,43-4131,Loan Interviewers and Clerks,Mortgage Loan Processing Clerk,43,Sales and Office Occupations +3619,43-4131,Loan Interviewers and Clerks,Mortgage Loan Processor,43,Sales and Office Occupations +3620,43-4131,Loan Interviewers and Clerks,Mortgage Processor,43,Sales and Office Occupations +3621,43-4141,New Accounts Clerks,Banking Services Clerk,43,Sales and Office Occupations +3622,43-4141,New Accounts Clerks,New Accounts Banking Representative,43,Sales and Office Occupations +3623,43-4141,New Accounts Clerks,New Client Banking Services Clerk,43,Sales and Office Occupations +3624,43-4151,Order Clerks,Catalogue Clerk,43,Sales and Office Occupations +3625,43-4151,Order Clerks,Classified Ad Clerk,43,Sales and Office Occupations +3626,43-4151,Order Clerks,Mail Order Clerk,43,Sales and Office Occupations +3627,43-4151,Order Clerks,Order Desk Clerk,43,Sales and Office Occupations +3628,43-4151,Order Clerks,Service Order Clerk,43,Sales and Office Occupations +3629,43-4151,Order Clerks,Subscription Clerk,43,Sales and Office Occupations +3630,43-4151,Order Clerks,Want Ad Clerk,43,Sales and Office Occupations +3631,43-4161,"Human Resources Assistants, Except Payroll and Timekeeping",Employment Clerk,43,Sales and Office Occupations +3632,43-4161,"Human Resources Assistants, Except Payroll and Timekeeping",HR Clerk,43,Sales and Office Occupations +3633,43-4161,"Human Resources Assistants, Except Payroll and Timekeeping",Personnel Clerk,43,Sales and Office Occupations +3634,43-4171,Receptionists and Information Clerks,Appointment Clerk,43,Sales and Office Occupations +3635,43-4171,Receptionists and Information Clerks,Dental Receptionist,43,Sales and Office Occupations +3636,43-4171,Receptionists and Information Clerks,Front Desk Receptionist,43,Sales and Office Occupations +3637,43-4171,Receptionists and Information Clerks,Land Leasing Information Clerk,43,Sales and Office Occupations +3638,43-4181,Reservation and Transportation Ticket Agents and Travel Clerks,Airline Reservation Agent,43,Sales and Office Occupations +3639,43-4181,Reservation and Transportation Ticket Agents and Travel Clerks,Airline Reservationist,43,Sales and Office Occupations +3640,43-4181,Reservation and Transportation Ticket Agents and Travel Clerks,Airline Ticket Agent,43,Sales and Office Occupations +3641,43-4181,Reservation and Transportation Ticket Agents and Travel Clerks,Gate Agent,43,Sales and Office Occupations +3642,43-4181,Reservation and Transportation Ticket Agents and Travel Clerks,Hotel Reservationist,43,Sales and Office Occupations +3643,43-4181,Reservation and Transportation Ticket Agents and Travel Clerks,Passenger Agent,43,Sales and Office Occupations +3644,43-4181,Reservation and Transportation Ticket Agents and Travel Clerks,Passenger Booking Clerk,43,Sales and Office Occupations +3645,43-4181,Reservation and Transportation Ticket Agents and Travel Clerks,Reservation Agent,43,Sales and Office Occupations +3646,43-4181,Reservation and Transportation Ticket Agents and Travel Clerks,Reservation Sales Agent,43,Sales and Office Occupations +3647,43-4181,Reservation and Transportation Ticket Agents and Travel Clerks,Train Clerk,43,Sales and Office Occupations +3648,43-4181,Reservation and Transportation Ticket Agents and Travel Clerks,Train Reservation Clerk,43,Sales and Office Occupations +3649,43-4181,Reservation and Transportation Ticket Agents and Travel Clerks,Transportation Clerk,43,Sales and Office Occupations +3650,43-4181,Reservation and Transportation Ticket Agents and Travel Clerks,Travel Clerk,43,Sales and Office Occupations +3651,43-4199,"Information and Record Clerks, All Other",Election Clerk,43,Sales and Office Occupations +3652,43-4199,"Information and Record Clerks, All Other",Flight Crew Scheduler,43,Sales and Office Occupations +3653,43-4199,"Information and Record Clerks, All Other",Probate Clerk,43,Sales and Office Occupations +3654,43-4199,"Information and Record Clerks, All Other",Student Admissions Clerk,43,Sales and Office Occupations +3655,43-5011,Cargo and Freight Agents,Cargo Agent,43,Sales and Office Occupations +3656,43-5011,Cargo and Freight Agents,Cargo Router,43,Sales and Office Occupations +3657,43-5011,Cargo and Freight Agents,Freight Agent,43,Sales and Office Occupations +3658,43-5011,Cargo and Freight Agents,Freight Shipping Agent,43,Sales and Office Occupations +3659,43-5021,Couriers and Messengers,Bank Courier,43,Sales and Office Occupations +3660,43-5021,Couriers and Messengers,Bicycle Messenger,43,Sales and Office Occupations +3661,43-5021,Couriers and Messengers,Courier,43,Sales and Office Occupations +3662,43-5021,Couriers and Messengers,Court Messenger,43,Sales and Office Occupations +3663,43-5021,Couriers and Messengers,Laboratory Courier,43,Sales and Office Occupations +3664,43-5021,Couriers and Messengers,Office Messenger,43,Sales and Office Occupations +3665,43-5021,Couriers and Messengers,Office Runner,43,Sales and Office Occupations +3666,43-5031,Public Safety Telecommunicators,911 Dispatcher,43,Sales and Office Occupations +3667,43-5031,Public Safety Telecommunicators,911 Operator,43,Sales and Office Occupations +3668,43-5031,Public Safety Telecommunicators,Ambulance Dispatcher,43,Sales and Office Occupations +3669,43-5031,Public Safety Telecommunicators,Emergency Communications Dispatcher,43,Sales and Office Occupations +3670,43-5031,Public Safety Telecommunicators,Emergency Communications Operator,43,Sales and Office Occupations +3671,43-5031,Public Safety Telecommunicators,Emergency Operator,43,Sales and Office Occupations +3672,43-5031,Public Safety Telecommunicators,Emergency Telecommunications Dispatcher,43,Sales and Office Occupations +3673,43-5031,Public Safety Telecommunicators,Fire Dispatcher,43,Sales and Office Occupations +3674,43-5031,Public Safety Telecommunicators,Police Dispatcher,43,Sales and Office Occupations +3675,43-5031,Public Safety Telecommunicators,Police Radio Dispatcher,43,Sales and Office Occupations +3676,43-5031,Public Safety Telecommunicators,Public Safety Dispatcher,43,Sales and Office Occupations +3677,43-5031,Public Safety Telecommunicators,Public Safety Telecommunicator,43,Sales and Office Occupations +3678,43-5032,"Dispatchers, Except Police, Fire, and Ambulance",Airplane Dispatch Clerk,43,Sales and Office Occupations +3679,43-5032,"Dispatchers, Except Police, Fire, and Ambulance",Auto Service Dispatcher,43,Sales and Office Occupations +3680,43-5032,"Dispatchers, Except Police, Fire, and Ambulance",Bus Dispatcher,43,Sales and Office Occupations +3681,43-5032,"Dispatchers, Except Police, Fire, and Ambulance",Crew Dispatcher,43,Sales and Office Occupations +3682,43-5032,"Dispatchers, Except Police, Fire, and Ambulance",Maintenance Dispatcher,43,Sales and Office Occupations +3683,43-5032,"Dispatchers, Except Police, Fire, and Ambulance",School Bus Dispatcher,43,Sales and Office Occupations +3684,43-5032,"Dispatchers, Except Police, Fire, and Ambulance",Taxicab Dispatcher,43,Sales and Office Occupations +3685,43-5032,"Dispatchers, Except Police, Fire, and Ambulance",Tow Truck Dispatcher,43,Sales and Office Occupations +3686,43-5032,"Dispatchers, Except Police, Fire, and Ambulance",Train Dispatcher,43,Sales and Office Occupations +3687,43-5032,"Dispatchers, Except Police, Fire, and Ambulance",Truck Dispatcher,43,Sales and Office Occupations +3688,43-5041,"Meter Readers, Utilities",Electric Meter Reader,43,Sales and Office Occupations +3689,43-5041,"Meter Readers, Utilities",Gas Meter Reader,43,Sales and Office Occupations +3690,43-5041,"Meter Readers, Utilities",Water Meter Reader,43,Sales and Office Occupations +3691,43-5051,Postal Service Clerks,Bulk Mail Clerk,43,Sales and Office Occupations +3692,43-5051,Postal Service Clerks,Bulk Mail Technician,43,Sales and Office Occupations +3693,43-5051,Postal Service Clerks,Parcel Post Clerk,43,Sales and Office Occupations +3694,43-5051,Postal Service Clerks,Postal Clerk,43,Sales and Office Occupations +3695,43-5051,Postal Service Clerks,Postal Service Clerk,43,Sales and Office Occupations +3696,43-5051,Postal Service Clerks,Postal Service Window Clerk,43,Sales and Office Occupations +3697,43-5052,Postal Service Mail Carriers,City Letter Carrier,43,Sales and Office Occupations +3698,43-5052,Postal Service Mail Carriers,Letter Carrier,43,Sales and Office Occupations +3699,43-5052,Postal Service Mail Carriers,Mail Deliverer,43,Sales and Office Occupations +3700,43-5052,Postal Service Mail Carriers,Parcel Post Carrier,43,Sales and Office Occupations +3701,43-5052,Postal Service Mail Carriers,Postal Mail Carrier,43,Sales and Office Occupations +3702,43-5052,Postal Service Mail Carriers,Rural Mail Carrier,43,Sales and Office Occupations +3703,43-5052,Postal Service Mail Carriers,Rural Route Carrier,43,Sales and Office Occupations +3704,43-5052,Postal Service Mail Carriers,USPS Letter Carrier,43,Sales and Office Occupations +3705,43-5053,"Postal Service Mail Sorters, Processors, and Processing Machine Operators",Flat Sorter Operator,43,Sales and Office Occupations +3706,43-5053,"Postal Service Mail Sorters, Processors, and Processing Machine Operators",Flat Sorting Machine Clerk,43,Sales and Office Occupations +3707,43-5053,"Postal Service Mail Sorters, Processors, and Processing Machine Operators",Mail Forwarding System Markup Clerk,43,Sales and Office Occupations +3708,43-5053,"Postal Service Mail Sorters, Processors, and Processing Machine Operators",Parcel Post Distribution Machine Operator,43,Sales and Office Occupations +3709,43-5053,"Postal Service Mail Sorters, Processors, and Processing Machine Operators",Post Office Markup Clerk,43,Sales and Office Occupations +3710,43-5053,"Postal Service Mail Sorters, Processors, and Processing Machine Operators",Postal Service Mail Processor,43,Sales and Office Occupations +3711,43-5053,"Postal Service Mail Sorters, Processors, and Processing Machine Operators",Small Package and Bundle Sorter Clerk,43,Sales and Office Occupations +3712,43-5061,"Production, Planning, and Expediting Clerks",Expeditor,43,Sales and Office Occupations +3713,43-5061,"Production, Planning, and Expediting Clerks",Material Control Clerk,43,Sales and Office Occupations +3714,43-5061,"Production, Planning, and Expediting Clerks",Material Expediter,43,Sales and Office Occupations +3715,43-5061,"Production, Planning, and Expediting Clerks",Mill Recorder,43,Sales and Office Occupations +3716,43-5061,"Production, Planning, and Expediting Clerks",Production Control Clerk,43,Sales and Office Occupations +3717,43-5061,"Production, Planning, and Expediting Clerks",Production Control Coordinating Clerk,43,Sales and Office Occupations +3718,43-5061,"Production, Planning, and Expediting Clerks",Production Control Coordinator,43,Sales and Office Occupations +3719,43-5061,"Production, Planning, and Expediting Clerks",Production Scheduler,43,Sales and Office Occupations +3720,43-5061,"Production, Planning, and Expediting Clerks",Work Ticket Distributor,43,Sales and Office Occupations +3721,43-5071,"Shipping, Receiving, and Inventory Clerks",Freight Clerk,43,Sales and Office Occupations +3722,43-5071,"Shipping, Receiving, and Inventory Clerks",Incoming Freight Clerk,43,Sales and Office Occupations +3723,43-5071,"Shipping, Receiving, and Inventory Clerks",Inventory Control Clerk,43,Sales and Office Occupations +3724,43-5071,"Shipping, Receiving, and Inventory Clerks",Inventory Taker,43,Sales and Office Occupations +3725,43-5071,"Shipping, Receiving, and Inventory Clerks",Receiving Clerk,43,Sales and Office Occupations +3726,43-5071,"Shipping, Receiving, and Inventory Clerks",Reconsignment Clerk,43,Sales and Office Occupations +3727,43-5071,"Shipping, Receiving, and Inventory Clerks",Route Delivery Clerk,43,Sales and Office Occupations +3728,43-5071,"Shipping, Receiving, and Inventory Clerks",Shipping and Receiving Clerk,43,Sales and Office Occupations +3729,43-5071,"Shipping, Receiving, and Inventory Clerks",Shipping Order Clerk,43,Sales and Office Occupations +3730,43-5071,"Shipping, Receiving, and Inventory Clerks",Stockroom Attendant,43,Sales and Office Occupations +3731,43-5071,"Shipping, Receiving, and Inventory Clerks",Stockroom Clerk,43,Sales and Office Occupations +3732,43-5071,"Shipping, Receiving, and Inventory Clerks",Store Receiving Clerk,43,Sales and Office Occupations +3733,43-5071,"Shipping, Receiving, and Inventory Clerks",Supply Clerk,43,Sales and Office Occupations +3734,43-5071,"Shipping, Receiving, and Inventory Clerks",Supply Room Clerk,43,Sales and Office Occupations +3735,43-5071,"Shipping, Receiving, and Inventory Clerks",Tool Crib Attendant,43,Sales and Office Occupations +3736,43-5071,"Shipping, Receiving, and Inventory Clerks",Warehouse Clerk,43,Sales and Office Occupations +3737,43-5111,"Weighers, Measurers, Checkers, and Samplers, Recordkeeping",Bean Weigher,43,Sales and Office Occupations +3738,43-5111,"Weighers, Measurers, Checkers, and Samplers, Recordkeeping",Cheese Weigher,43,Sales and Office Occupations +3739,43-5111,"Weighers, Measurers, Checkers, and Samplers, Recordkeeping",Freight Checker,43,Sales and Office Occupations +3740,43-5111,"Weighers, Measurers, Checkers, and Samplers, Recordkeeping",Sample Checker,43,Sales and Office Occupations +3741,43-5111,"Weighers, Measurers, Checkers, and Samplers, Recordkeeping",Scale Attendant,43,Sales and Office Occupations +3742,43-5111,"Weighers, Measurers, Checkers, and Samplers, Recordkeeping",Scale Clerk,43,Sales and Office Occupations +3743,43-5111,"Weighers, Measurers, Checkers, and Samplers, Recordkeeping",Scale Operator,43,Sales and Office Occupations +3744,43-5111,"Weighers, Measurers, Checkers, and Samplers, Recordkeeping",Warehouse Checker,43,Sales and Office Occupations +3745,43-5111,"Weighers, Measurers, Checkers, and Samplers, Recordkeeping",Weighing Station Operator,43,Sales and Office Occupations +3746,43-5111,"Weighers, Measurers, Checkers, and Samplers, Recordkeeping",Wool Sampler,43,Sales and Office Occupations +3747,43-6011,Executive Secretaries and Executive Administrative Assistants,Executive Assistant,43,Sales and Office Occupations +3748,43-6012,Legal Secretaries and Administrative Assistants,Accredited Legal Secretary,43,Sales and Office Occupations +3749,43-6012,Legal Secretaries and Administrative Assistants,Certified Legal Secretary Specialist,43,Sales and Office Occupations +3750,43-6012,Legal Secretaries and Administrative Assistants,Law Secretary,43,Sales and Office Occupations +3751,43-6012,Legal Secretaries and Administrative Assistants,Legal Administrative Assistant,43,Sales and Office Occupations +3752,43-6013,Medical Secretaries and Administrative Assistants,Dental Secretary,43,Sales and Office Occupations +3753,43-6013,Medical Secretaries and Administrative Assistants,Hospital Secretary,43,Sales and Office Occupations +3754,43-6013,Medical Secretaries and Administrative Assistants,Psychiatric Secretary,43,Sales and Office Occupations +3755,43-6014,"Secretaries and Administrative Assistants, Except Legal, Medical, and Executive",Alumni Secretary,43,Sales and Office Occupations +3756,43-6014,"Secretaries and Administrative Assistants, Except Legal, Medical, and Executive",Office Secretary,43,Sales and Office Occupations +3757,43-6014,"Secretaries and Administrative Assistants, Except Legal, Medical, and Executive",Personal Secretary,43,Sales and Office Occupations +3758,43-6014,"Secretaries and Administrative Assistants, Except Legal, Medical, and Executive",Real Estate Administrative Assistant,43,Sales and Office Occupations +3759,43-9021,Data Entry Keyers,Customs Entry Clerk,43,Sales and Office Occupations +3760,43-9021,Data Entry Keyers,Data Entry Clerk,43,Sales and Office Occupations +3761,43-9021,Data Entry Keyers,Data Input Clerk,43,Sales and Office Occupations +3762,43-9021,Data Entry Keyers,Data Keyer,43,Sales and Office Occupations +3763,43-9021,Data Entry Keyers,Data Processing Clerk,43,Sales and Office Occupations +3764,43-9021,Data Entry Keyers,Data Typist,43,Sales and Office Occupations +3765,43-9021,Data Entry Keyers,Key Punch Operator,43,Sales and Office Occupations +3766,43-9021,Data Entry Keyers,Keypunch Operator,43,Sales and Office Occupations +3767,43-9021,Data Entry Keyers,Keypuncher,43,Sales and Office Occupations +3768,43-9022,Word Processors and Typists,Clerk Typist,43,Sales and Office Occupations +3769,43-9022,Word Processors and Typists,Dictaphone Typist,43,Sales and Office Occupations +3770,43-9022,Word Processors and Typists,Statistical Typist,43,Sales and Office Occupations +3771,43-9022,Word Processors and Typists,Transcription Typist,43,Sales and Office Occupations +3772,43-9022,Word Processors and Typists,Typist,43,Sales and Office Occupations +3773,43-9022,Word Processors and Typists,Word Processor,43,Sales and Office Occupations +3774,43-9031,Desktop Publishers,Desktop Publishing Specialist,43,Sales and Office Occupations +3775,43-9031,Desktop Publishers,DTP Operator,43,Sales and Office Occupations +3776,43-9031,Desktop Publishers,Electronic Console Display Operator,43,Sales and Office Occupations +3777,43-9031,Desktop Publishers,Electronic Imager,43,Sales and Office Occupations +3778,43-9031,Desktop Publishers,Electronic Pagination System Operator,43,Sales and Office Occupations +3779,43-9031,Desktop Publishers,Electronic Publisher,43,Sales and Office Occupations +3780,43-9031,Desktop Publishers,Electronic Publishing Specialist,43,Sales and Office Occupations +3781,43-9041,Insurance Claims and Policy Processing Clerks,Insurance Claims Clerk,43,Sales and Office Occupations +3782,43-9041,Insurance Claims and Policy Processing Clerks,Insurance Clerk,43,Sales and Office Occupations +3783,43-9041,Insurance Claims and Policy Processing Clerks,Insurance Examining Clerk,43,Sales and Office Occupations +3784,43-9041,Insurance Claims and Policy Processing Clerks,Insurance Policy Issue Clerk,43,Sales and Office Occupations +3785,43-9041,Insurance Claims and Policy Processing Clerks,Underwriting Assistant,43,Sales and Office Occupations +3786,43-9041,Insurance Claims and Policy Processing Clerks,Underwriting Clerk,43,Sales and Office Occupations +3787,43-9051,"Mail Clerks and Mail Machine Operators, Except Postal Service",Direct Mail Clerk,43,Sales and Office Occupations +3788,43-9051,"Mail Clerks and Mail Machine Operators, Except Postal Service",Mailroom Clerk,43,Sales and Office Occupations +3789,43-9051,"Mail Clerks and Mail Machine Operators, Except Postal Service",Packaging Clerk,43,Sales and Office Occupations +3790,43-9061,"Office Clerks, General",Administrative Clerk,43,Sales and Office Occupations +3791,43-9061,"Office Clerks, General",Office Assistant,43,Sales and Office Occupations +3792,43-9061,"Office Clerks, General",Office Clerk,43,Sales and Office Occupations +3793,43-9061,"Office Clerks, General",Real Estate Clerk,43,Sales and Office Occupations +3794,43-9071,"Office Machine Operators, Except Computer",Business Machine Operator,43,Sales and Office Occupations +3795,43-9071,"Office Machine Operators, Except Computer",Coin Machine Operator,43,Sales and Office Occupations +3796,43-9071,"Office Machine Operators, Except Computer",Coin Rolling Machine Operator,43,Sales and Office Occupations +3797,43-9071,"Office Machine Operators, Except Computer",Coin Wrapping Machine Operator,43,Sales and Office Occupations +3798,43-9071,"Office Machine Operators, Except Computer",Collator Operator,43,Sales and Office Occupations +3799,43-9071,"Office Machine Operators, Except Computer",Copy Center Operator,43,Sales and Office Occupations +3800,43-9071,"Office Machine Operators, Except Computer",Copy Machine Operator,43,Sales and Office Occupations +3801,43-9071,"Office Machine Operators, Except Computer",Duplicating Machine Operator,43,Sales and Office Occupations +3802,43-9071,"Office Machine Operators, Except Computer",Scanning Equipment Operators,43,Sales and Office Occupations +3803,43-9081,Proofreaders and Copy Markers,Braille Proofreader,43,Sales and Office Occupations +3804,43-9081,Proofreaders and Copy Markers,Clerical Proofreader,43,Sales and Office Occupations +3805,43-9081,Proofreaders and Copy Markers,Copy Reader,43,Sales and Office Occupations +3806,43-9081,Proofreaders and Copy Markers,Editorial Assistant,43,Sales and Office Occupations +3807,43-9081,Proofreaders and Copy Markers,Format Proofreader,43,Sales and Office Occupations +3808,43-9081,Proofreaders and Copy Markers,Proofreader,43,Sales and Office Occupations +3809,43-9111,Statistical Assistants,Actuarial Assistant,43,Sales and Office Occupations +3810,43-9111,Statistical Assistants,Actuary Clerk,43,Sales and Office Occupations +3811,43-9111,Statistical Assistants,Data Analysis Assistant,43,Sales and Office Occupations +3812,43-9111,Statistical Assistants,Statistical Clerk,43,Sales and Office Occupations +3813,43-9111,Statistical Assistants,Tariff Compiling Clerk,43,Sales and Office Occupations +3814,43-9199,"Office and Administrative Support Workers, All Other",Braille Transcriber,43,Sales and Office Occupations +3815,43-9199,"Office and Administrative Support Workers, All Other",Envelope Stuffer,43,Sales and Office Occupations +3816,43-9199,"Office and Administrative Support Workers, All Other",Fingerprint Clerk,43,Sales and Office Occupations +3817,43-9199,"Office and Administrative Support Workers, All Other",Investigation Clerk,43,Sales and Office Occupations +3818,43-9199,"Office and Administrative Support Workers, All Other",Newspaper Inserter,43,Sales and Office Occupations +3819,43-9199,"Office and Administrative Support Workers, All Other",Notary Public,43,Sales and Office Occupations +3820,45-1011,"First-Line Supervisors of Farming, Fishing, and Forestry Workers",Animal Caretaker Supervisor,45,"Natural Resources, Construction, and Maintenance Occupations" +3821,45-1011,"First-Line Supervisors of Farming, Fishing, and Forestry Workers",Aquacultural Worker Supervisor,45,"Natural Resources, Construction, and Maintenance Occupations" +3822,45-1011,"First-Line Supervisors of Farming, Fishing, and Forestry Workers",Corn Crop Supervisor,45,"Natural Resources, Construction, and Maintenance Occupations" +3823,45-1011,"First-Line Supervisors of Farming, Fishing, and Forestry Workers",Corral Boss,45,"Natural Resources, Construction, and Maintenance Occupations" +3824,45-1011,"First-Line Supervisors of Farming, Fishing, and Forestry Workers",Cranberry Bog Supervisor,45,"Natural Resources, Construction, and Maintenance Occupations" +3825,45-1011,"First-Line Supervisors of Farming, Fishing, and Forestry Workers",Farm Supervisor,45,"Natural Resources, Construction, and Maintenance Occupations" +3826,45-1011,"First-Line Supervisors of Farming, Fishing, and Forestry Workers",Farrowing Manager,45,"Natural Resources, Construction, and Maintenance Occupations" +3827,45-1011,"First-Line Supervisors of Farming, Fishing, and Forestry Workers",Feed Manager,45,"Natural Resources, Construction, and Maintenance Occupations" +3828,45-1011,"First-Line Supervisors of Farming, Fishing, and Forestry Workers",Fish Hatchery Supervisor,45,"Natural Resources, Construction, and Maintenance Occupations" +3829,45-1011,"First-Line Supervisors of Farming, Fishing, and Forestry Workers",Harvest Crew Supervisor,45,"Natural Resources, Construction, and Maintenance Occupations" +3830,45-1011,"First-Line Supervisors of Farming, Fishing, and Forestry Workers",Harvest Manager,45,"Natural Resources, Construction, and Maintenance Occupations" +3831,45-1011,"First-Line Supervisors of Farming, Fishing, and Forestry Workers",Logging Crew Supervisor,45,"Natural Resources, Construction, and Maintenance Occupations" +3832,45-1011,"First-Line Supervisors of Farming, Fishing, and Forestry Workers",Picking Crew Supervisor,45,"Natural Resources, Construction, and Maintenance Occupations" +3833,45-1011,"First-Line Supervisors of Farming, Fishing, and Forestry Workers",Planting Supervisor,45,"Natural Resources, Construction, and Maintenance Occupations" +3834,45-1011,"First-Line Supervisors of Farming, Fishing, and Forestry Workers",Ranch Hand Supervisor,45,"Natural Resources, Construction, and Maintenance Occupations" +3835,45-2011,Agricultural Inspectors,Cattle Examiner,45,"Natural Resources, Construction, and Maintenance Occupations" +3836,45-2011,Agricultural Inspectors,Cattle Inspector,45,"Natural Resources, Construction, and Maintenance Occupations" +3837,45-2011,Agricultural Inspectors,Grain Sampler,45,"Natural Resources, Construction, and Maintenance Occupations" +3838,45-2011,Agricultural Inspectors,Meat and Poultry Inspector,45,"Natural Resources, Construction, and Maintenance Occupations" +3839,45-2011,Agricultural Inspectors,Milk Tester,45,"Natural Resources, Construction, and Maintenance Occupations" +3840,45-2011,Agricultural Inspectors,Wheat Inspector,45,"Natural Resources, Construction, and Maintenance Occupations" +3841,45-2021,Animal Breeders,Cat Breeder,45,"Natural Resources, Construction, and Maintenance Occupations" +3842,45-2021,Animal Breeders,Dairy Husbandry Worker,45,"Natural Resources, Construction, and Maintenance Occupations" +3843,45-2021,Animal Breeders,Dog Breeder,45,"Natural Resources, Construction, and Maintenance Occupations" +3844,45-2021,Animal Breeders,Equine Breeder,45,"Natural Resources, Construction, and Maintenance Occupations" +3845,45-2021,Animal Breeders,Horse Breeder,45,"Natural Resources, Construction, and Maintenance Occupations" +3846,45-2021,Animal Breeders,Livestock Breeder,45,"Natural Resources, Construction, and Maintenance Occupations" +3847,45-2021,Animal Breeders,Poultry Inseminator,45,"Natural Resources, Construction, and Maintenance Occupations" +3848,45-2021,Animal Breeders,Stallion Manager,45,"Natural Resources, Construction, and Maintenance Occupations" +3849,45-2041,"Graders and Sorters, Agricultural Products",Apple Sorter,45,"Natural Resources, Construction, and Maintenance Occupations" +3850,45-2041,"Graders and Sorters, Agricultural Products",Cherry Sorter,45,"Natural Resources, Construction, and Maintenance Occupations" +3851,45-2041,"Graders and Sorters, Agricultural Products",Cotton Grader,45,"Natural Resources, Construction, and Maintenance Occupations" +3852,45-2041,"Graders and Sorters, Agricultural Products",Egg Grader,45,"Natural Resources, Construction, and Maintenance Occupations" +3853,45-2041,"Graders and Sorters, Agricultural Products",Fruit Sorter,45,"Natural Resources, Construction, and Maintenance Occupations" +3854,45-2041,"Graders and Sorters, Agricultural Products",Meat Grader,45,"Natural Resources, Construction, and Maintenance Occupations" +3855,45-2041,"Graders and Sorters, Agricultural Products",Oyster Sorter,45,"Natural Resources, Construction, and Maintenance Occupations" +3856,45-2041,"Graders and Sorters, Agricultural Products",Peanut Grader,45,"Natural Resources, Construction, and Maintenance Occupations" +3857,45-2041,"Graders and Sorters, Agricultural Products",Potato Sorter,45,"Natural Resources, Construction, and Maintenance Occupations" +3858,45-2041,"Graders and Sorters, Agricultural Products",Seed Sorter,45,"Natural Resources, Construction, and Maintenance Occupations" +3859,45-2041,"Graders and Sorters, Agricultural Products",Strawberry Sorter,45,"Natural Resources, Construction, and Maintenance Occupations" +3860,45-2041,"Graders and Sorters, Agricultural Products",Vegetable Sorter,45,"Natural Resources, Construction, and Maintenance Occupations" +3861,45-2041,"Graders and Sorters, Agricultural Products",Wool Grader,45,"Natural Resources, Construction, and Maintenance Occupations" +3862,45-2091,Agricultural Equipment Operators,Cane Flume Chute Operator,45,"Natural Resources, Construction, and Maintenance Occupations" +3863,45-2091,Agricultural Equipment Operators,Combine Driver,45,"Natural Resources, Construction, and Maintenance Occupations" +3864,45-2091,Agricultural Equipment Operators,Combine Operator,45,"Natural Resources, Construction, and Maintenance Occupations" +3865,45-2091,Agricultural Equipment Operators,Corn Detasseler Machine Operator,45,"Natural Resources, Construction, and Maintenance Occupations" +3866,45-2091,Agricultural Equipment Operators,Cotton Ginner,45,"Natural Resources, Construction, and Maintenance Occupations" +3867,45-2091,Agricultural Equipment Operators,Cotton Picker Operator,45,"Natural Resources, Construction, and Maintenance Occupations" +3868,45-2091,Agricultural Equipment Operators,Custom Harvester,45,"Natural Resources, Construction, and Maintenance Occupations" +3869,45-2091,Agricultural Equipment Operators,Farm Tractor Operator,45,"Natural Resources, Construction, and Maintenance Occupations" +3870,45-2091,Agricultural Equipment Operators,Feed Mixer Operator,45,"Natural Resources, Construction, and Maintenance Occupations" +3871,45-2091,Agricultural Equipment Operators,Hay Baler,45,"Natural Resources, Construction, and Maintenance Occupations" +3872,45-2091,Agricultural Equipment Operators,Hay Stacker Operator,45,"Natural Resources, Construction, and Maintenance Occupations" +3873,45-2091,Agricultural Equipment Operators,Rake Operator,45,"Natural Resources, Construction, and Maintenance Occupations" +3874,45-2091,Agricultural Equipment Operators,Replanting Machine Operator,45,"Natural Resources, Construction, and Maintenance Occupations" +3875,45-2091,Agricultural Equipment Operators,Tractor Operator,45,"Natural Resources, Construction, and Maintenance Occupations" +3876,45-2091,Agricultural Equipment Operators,Wheat Combine Driver,45,"Natural Resources, Construction, and Maintenance Occupations" +3877,45-2092,"Farmworkers and Laborers, Crop, Nursery, and Greenhouse",Cane Cutter,45,"Natural Resources, Construction, and Maintenance Occupations" +3878,45-2092,"Farmworkers and Laborers, Crop, Nursery, and Greenhouse",Carrot Harvester,45,"Natural Resources, Construction, and Maintenance Occupations" +3879,45-2092,"Farmworkers and Laborers, Crop, Nursery, and Greenhouse",Citrus Picker,45,"Natural Resources, Construction, and Maintenance Occupations" +3880,45-2092,"Farmworkers and Laborers, Crop, Nursery, and Greenhouse",Corn Picker,45,"Natural Resources, Construction, and Maintenance Occupations" +3881,45-2092,"Farmworkers and Laborers, Crop, Nursery, and Greenhouse",Cotton Picker,45,"Natural Resources, Construction, and Maintenance Occupations" +3882,45-2092,"Farmworkers and Laborers, Crop, Nursery, and Greenhouse",Crop Picker,45,"Natural Resources, Construction, and Maintenance Occupations" +3883,45-2092,"Farmworkers and Laborers, Crop, Nursery, and Greenhouse",Flower Picker,45,"Natural Resources, Construction, and Maintenance Occupations" +3884,45-2092,"Farmworkers and Laborers, Crop, Nursery, and Greenhouse",Greenhouse Transplanter,45,"Natural Resources, Construction, and Maintenance Occupations" +3885,45-2092,"Farmworkers and Laborers, Crop, Nursery, and Greenhouse",Harvest Worker,45,"Natural Resources, Construction, and Maintenance Occupations" +3886,45-2092,"Farmworkers and Laborers, Crop, Nursery, and Greenhouse",Harvester,45,"Natural Resources, Construction, and Maintenance Occupations" +3887,45-2092,"Farmworkers and Laborers, Crop, Nursery, and Greenhouse",Orchard Hand,45,"Natural Resources, Construction, and Maintenance Occupations" +3888,45-2092,"Farmworkers and Laborers, Crop, Nursery, and Greenhouse",Orchard Worker,45,"Natural Resources, Construction, and Maintenance Occupations" +3889,45-2092,"Farmworkers and Laborers, Crop, Nursery, and Greenhouse",Pecan Gatherer,45,"Natural Resources, Construction, and Maintenance Occupations" +3890,45-2092,"Farmworkers and Laborers, Crop, Nursery, and Greenhouse",Pepper Picker,45,"Natural Resources, Construction, and Maintenance Occupations" +3891,45-2092,"Farmworkers and Laborers, Crop, Nursery, and Greenhouse",Vineyard Tender,45,"Natural Resources, Construction, and Maintenance Occupations" +3892,45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",Aquaculture Worker,45,"Natural Resources, Construction, and Maintenance Occupations" +3893,45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",Barn Hand,45,"Natural Resources, Construction, and Maintenance Occupations" +3894,45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",Barn Worker,45,"Natural Resources, Construction, and Maintenance Occupations" +3895,45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",Cattle Brander,45,"Natural Resources, Construction, and Maintenance Occupations" +3896,45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",Cattle Driver,45,"Natural Resources, Construction, and Maintenance Occupations" +3897,45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",Chicken Handler,45,"Natural Resources, Construction, and Maintenance Occupations" +3898,45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",Chicken Vaccinator,45,"Natural Resources, Construction, and Maintenance Occupations" +3899,45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",Cow Tender,45,"Natural Resources, Construction, and Maintenance Occupations" +3900,45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",Egg Gatherer,45,"Natural Resources, Construction, and Maintenance Occupations" +3901,45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",Farrowing Worker,45,"Natural Resources, Construction, and Maintenance Occupations" +3902,45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",Goat Herder,45,"Natural Resources, Construction, and Maintenance Occupations" +3903,45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",Groom,45,"Natural Resources, Construction, and Maintenance Occupations" +3904,45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",Hatchery Worker,45,"Natural Resources, Construction, and Maintenance Occupations" +3905,45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",Livestock Handler,45,"Natural Resources, Construction, and Maintenance Occupations" +3906,45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",Poultry Debeaker,45,"Natural Resources, Construction, and Maintenance Occupations" +3907,45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",Ranch Hand,45,"Natural Resources, Construction, and Maintenance Occupations" +3908,45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",Sheep Shearer,45,"Natural Resources, Construction, and Maintenance Occupations" +3909,45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",Shrimp Pond Laborer,45,"Natural Resources, Construction, and Maintenance Occupations" +3910,45-2099,"Agricultural Workers, All Other",Crop Scout,45,"Natural Resources, Construction, and Maintenance Occupations" +3911,45-2099,"Agricultural Workers, All Other",Irrigation Worker,45,"Natural Resources, Construction, and Maintenance Occupations" +3912,45-2099,"Agricultural Workers, All Other",Livestock Showman,45,"Natural Resources, Construction, and Maintenance Occupations" +3913,45-3031,Fishing and Hunting Workers,Alligator Hunter,45,"Natural Resources, Construction, and Maintenance Occupations" +3914,45-3031,Fishing and Hunting Workers,Bird Trapper,45,"Natural Resources, Construction, and Maintenance Occupations" +3915,45-3031,Fishing and Hunting Workers,Commercial Crabber,45,"Natural Resources, Construction, and Maintenance Occupations" +3916,45-3031,Fishing and Hunting Workers,Commercial Fisher,45,"Natural Resources, Construction, and Maintenance Occupations" +3917,45-3031,Fishing and Hunting Workers,Crab Fisher,45,"Natural Resources, Construction, and Maintenance Occupations" +3918,45-3031,Fishing and Hunting Workers,Crabber,45,"Natural Resources, Construction, and Maintenance Occupations" +3919,45-3031,Fishing and Hunting Workers,Deer Hunter,45,"Natural Resources, Construction, and Maintenance Occupations" +3920,45-3031,Fishing and Hunting Workers,Fishing Boat Captain,45,"Natural Resources, Construction, and Maintenance Occupations" +3921,45-3031,Fishing and Hunting Workers,Fur Trapper,45,"Natural Resources, Construction, and Maintenance Occupations" +3922,45-3031,Fishing and Hunting Workers,Lobster Catcher,45,"Natural Resources, Construction, and Maintenance Occupations" +3923,45-3031,Fishing and Hunting Workers,Oyster Boat Laborer,45,"Natural Resources, Construction, and Maintenance Occupations" +3924,45-3031,Fishing and Hunting Workers,Predator Control Trapper,45,"Natural Resources, Construction, and Maintenance Occupations" +3925,45-3031,Fishing and Hunting Workers,Predatory Animal Exterminator,45,"Natural Resources, Construction, and Maintenance Occupations" +3926,45-3031,Fishing and Hunting Workers,Predatory Animal Hunter,45,"Natural Resources, Construction, and Maintenance Occupations" +3927,45-3031,Fishing and Hunting Workers,Predatory Animal Trapper,45,"Natural Resources, Construction, and Maintenance Occupations" +3928,45-3031,Fishing and Hunting Workers,Seaweed Harvester,45,"Natural Resources, Construction, and Maintenance Occupations" +3929,45-3031,Fishing and Hunting Workers,Shellfish Dredge Operator,45,"Natural Resources, Construction, and Maintenance Occupations" +3930,45-3031,Fishing and Hunting Workers,Wild Oyster Harvester,45,"Natural Resources, Construction, and Maintenance Occupations" +3931,45-4011,Forest and Conservation Workers,Forest Nursery Worker,45,"Natural Resources, Construction, and Maintenance Occupations" +3932,45-4011,Forest and Conservation Workers,Forester Aide,45,"Natural Resources, Construction, and Maintenance Occupations" +3933,45-4011,Forest and Conservation Workers,Forestry Laborer,45,"Natural Resources, Construction, and Maintenance Occupations" +3934,45-4011,Forest and Conservation Workers,Pine Straw Gatherer,45,"Natural Resources, Construction, and Maintenance Occupations" +3935,45-4011,Forest and Conservation Workers,Rangelands Conservation Laborer,45,"Natural Resources, Construction, and Maintenance Occupations" +3936,45-4011,Forest and Conservation Workers,Reforestation Worker,45,"Natural Resources, Construction, and Maintenance Occupations" +3937,45-4011,Forest and Conservation Workers,Seedling Puller,45,"Natural Resources, Construction, and Maintenance Occupations" +3938,45-4011,Forest and Conservation Workers,Wetlands Conservation Laborer,45,"Natural Resources, Construction, and Maintenance Occupations" +3939,45-4021,Fallers,Lumberjack,45,"Natural Resources, Construction, and Maintenance Occupations" +3940,45-4021,Fallers,Pulpwood Cutter,45,"Natural Resources, Construction, and Maintenance Occupations" +3941,45-4021,Fallers,Timber Cutter,45,"Natural Resources, Construction, and Maintenance Occupations" +3942,45-4021,Fallers,Timber Faller,45,"Natural Resources, Construction, and Maintenance Occupations" +3943,45-4021,Fallers,Timber Feller,45,"Natural Resources, Construction, and Maintenance Occupations" +3944,45-4022,Logging Equipment Operators,Combination Slasher-Loader Operator,45,"Natural Resources, Construction, and Maintenance Occupations" +3945,45-4022,Logging Equipment Operators,Delimber Operator,45,"Natural Resources, Construction, and Maintenance Occupations" +3946,45-4022,Logging Equipment Operators,Feller Buncher Operator,45,"Natural Resources, Construction, and Maintenance Occupations" +3947,45-4022,Logging Equipment Operators,Feller Operator,45,"Natural Resources, Construction, and Maintenance Occupations" +3948,45-4022,Logging Equipment Operators,Grapple Operator,45,"Natural Resources, Construction, and Maintenance Occupations" +3949,45-4022,Logging Equipment Operators,Grapple Skidder Operator,45,"Natural Resources, Construction, and Maintenance Occupations" +3950,45-4022,Logging Equipment Operators,Loader Operator,45,"Natural Resources, Construction, and Maintenance Occupations" +3951,45-4022,Logging Equipment Operators,Log Chipper Operator,45,"Natural Resources, Construction, and Maintenance Occupations" +3952,45-4022,Logging Equipment Operators,Log Hauler,45,"Natural Resources, Construction, and Maintenance Occupations" +3953,45-4022,Logging Equipment Operators,Log Loader Operator,45,"Natural Resources, Construction, and Maintenance Occupations" +3954,45-4022,Logging Equipment Operators,Log Processor Operator,45,"Natural Resources, Construction, and Maintenance Occupations" +3955,45-4022,Logging Equipment Operators,Log Stacker Operator,45,"Natural Resources, Construction, and Maintenance Occupations" +3956,45-4022,Logging Equipment Operators,Logging Cable Skidder Operator,45,"Natural Resources, Construction, and Maintenance Occupations" +3957,45-4022,Logging Equipment Operators,Logging Clam Bunk Operator,45,"Natural Resources, Construction, and Maintenance Occupations" +3958,45-4022,Logging Equipment Operators,Logging Crane Operator,45,"Natural Resources, Construction, and Maintenance Occupations" +3959,45-4022,Logging Equipment Operators,Logging Excavator Operator,45,"Natural Resources, Construction, and Maintenance Occupations" +3960,45-4022,Logging Equipment Operators,Logging Forwarder Operator,45,"Natural Resources, Construction, and Maintenance Occupations" +3961,45-4022,Logging Equipment Operators,Logging Operating Engineer,45,"Natural Resources, Construction, and Maintenance Occupations" +3962,45-4022,Logging Equipment Operators,Logging Shovel Operator,45,"Natural Resources, Construction, and Maintenance Occupations" +3963,45-4022,Logging Equipment Operators,Logging Slasher Operator,45,"Natural Resources, Construction, and Maintenance Occupations" +3964,45-4022,Logging Equipment Operators,Logging Tractor Operator,45,"Natural Resources, Construction, and Maintenance Occupations" +3965,45-4022,Logging Equipment Operators,Lumber Stacker Operator,45,"Natural Resources, Construction, and Maintenance Occupations" +3966,45-4022,Logging Equipment Operators,Timber Harvester Operator,45,"Natural Resources, Construction, and Maintenance Occupations" +3967,45-4022,Logging Equipment Operators,Tree Crusher Operator,45,"Natural Resources, Construction, and Maintenance Occupations" +3968,45-4022,Logging Equipment Operators,Tree-Shear Operator,45,"Natural Resources, Construction, and Maintenance Occupations" +3969,45-4023,Log Graders and Scalers,Log Check Scaler,45,"Natural Resources, Construction, and Maintenance Occupations" +3970,45-4023,Log Graders and Scalers,Log Grader,45,"Natural Resources, Construction, and Maintenance Occupations" +3971,45-4023,Log Graders and Scalers,Log Scaler,45,"Natural Resources, Construction, and Maintenance Occupations" +3972,45-4023,Log Graders and Scalers,Log Sorter,45,"Natural Resources, Construction, and Maintenance Occupations" +3973,45-4023,Log Graders and Scalers,Timber Estimator,45,"Natural Resources, Construction, and Maintenance Occupations" +3974,45-4023,Log Graders and Scalers,Veneer Grader,45,"Natural Resources, Construction, and Maintenance Occupations" +3975,45-4029,"Logging Workers, All Other",Log Cutter,45,"Natural Resources, Construction, and Maintenance Occupations" +3976,45-4029,"Logging Workers, All Other",Log Peeler,45,"Natural Resources, Construction, and Maintenance Occupations" +3977,45-4029,"Logging Workers, All Other",Log Roper,45,"Natural Resources, Construction, and Maintenance Occupations" +3978,45-4029,"Logging Workers, All Other",Logging Laborer,45,"Natural Resources, Construction, and Maintenance Occupations" +3979,45-4029,"Logging Workers, All Other",Logging Swamper,45,"Natural Resources, Construction, and Maintenance Occupations" +3980,45-4029,"Logging Workers, All Other",Rigging Slinger,45,"Natural Resources, Construction, and Maintenance Occupations" +3981,45-4029,"Logging Workers, All Other",Timber Hand,45,"Natural Resources, Construction, and Maintenance Occupations" +3982,47-1011,First-Line Supervisors of Construction Trades and Extraction Workers,Carpenter Supervisor,47,"Natural Resources, Construction, and Maintenance Occupations" +3983,47-1011,First-Line Supervisors of Construction Trades and Extraction Workers,Drilling Foreman,47,"Natural Resources, Construction, and Maintenance Occupations" +3984,47-1011,First-Line Supervisors of Construction Trades and Extraction Workers,Electrician Supervisor,47,"Natural Resources, Construction, and Maintenance Occupations" +3985,47-1011,First-Line Supervisors of Construction Trades and Extraction Workers,Excavating Supervisor,47,"Natural Resources, Construction, and Maintenance Occupations" +3986,47-1011,First-Line Supervisors of Construction Trades and Extraction Workers,Foreman,47,"Natural Resources, Construction, and Maintenance Occupations" +3987,47-1011,First-Line Supervisors of Construction Trades and Extraction Workers,Foreperson,47,"Natural Resources, Construction, and Maintenance Occupations" +3988,47-1011,First-Line Supervisors of Construction Trades and Extraction Workers,Forewoman,47,"Natural Resources, Construction, and Maintenance Occupations" +3989,47-1011,First-Line Supervisors of Construction Trades and Extraction Workers,Quarry Boss,47,"Natural Resources, Construction, and Maintenance Occupations" +3990,47-1011,First-Line Supervisors of Construction Trades and Extraction Workers,Rig Supervisor,47,"Natural Resources, Construction, and Maintenance Occupations" +3991,47-1011,First-Line Supervisors of Construction Trades and Extraction Workers,Roustabout Crew Leader,47,"Natural Resources, Construction, and Maintenance Occupations" +3992,47-1011,First-Line Supervisors of Construction Trades and Extraction Workers,Segmental Paving Supervisor,47,"Natural Resources, Construction, and Maintenance Occupations" +3993,47-1011,First-Line Supervisors of Construction Trades and Extraction Workers,Solar Panel Installation Supervisor,47,"Natural Resources, Construction, and Maintenance Occupations" +3994,47-1011,First-Line Supervisors of Construction Trades and Extraction Workers,Tool Pushers,47,"Natural Resources, Construction, and Maintenance Occupations" +3995,47-2011,Boilermakers,Boiler Fitter,47,"Natural Resources, Construction, and Maintenance Occupations" +3996,47-2011,Boilermakers,Boiler Installer,47,"Natural Resources, Construction, and Maintenance Occupations" +3997,47-2011,Boilermakers,Boiler Mechanic,47,"Natural Resources, Construction, and Maintenance Occupations" +3998,47-2011,Boilermakers,Boiler Setter,47,"Natural Resources, Construction, and Maintenance Occupations" +3999,47-2011,Boilermakers,Boiler Tester,47,"Natural Resources, Construction, and Maintenance Occupations" +4000,47-2011,Boilermakers,Boilermaker Mechanic,47,"Natural Resources, Construction, and Maintenance Occupations" +4001,47-2021,Brickmasons and Blockmasons,Adobe Layer,47,"Natural Resources, Construction, and Maintenance Occupations" +4002,47-2021,Brickmasons and Blockmasons,Block Layer,47,"Natural Resources, Construction, and Maintenance Occupations" +4003,47-2021,Brickmasons and Blockmasons,Blockmason,47,"Natural Resources, Construction, and Maintenance Occupations" +4004,47-2021,Brickmasons and Blockmasons,Brick Chimney Builder,47,"Natural Resources, Construction, and Maintenance Occupations" +4005,47-2021,Brickmasons and Blockmasons,Brick Setter,47,"Natural Resources, Construction, and Maintenance Occupations" +4006,47-2021,Brickmasons and Blockmasons,Bricklayer,47,"Natural Resources, Construction, and Maintenance Occupations" +4007,47-2021,Brickmasons and Blockmasons,Brickmason,47,"Natural Resources, Construction, and Maintenance Occupations" +4008,47-2021,Brickmasons and Blockmasons,Brickmason Apprentice,47,"Natural Resources, Construction, and Maintenance Occupations" +4009,47-2021,Brickmasons and Blockmasons,Firebrick Layer,47,"Natural Resources, Construction, and Maintenance Occupations" +4010,47-2021,Brickmasons and Blockmasons,Furnace Mason,47,"Natural Resources, Construction, and Maintenance Occupations" +4011,47-2021,Brickmasons and Blockmasons,Pottery Kiln Builder,47,"Natural Resources, Construction, and Maintenance Occupations" +4012,47-2021,Brickmasons and Blockmasons,Refractory Bricklayer,47,"Natural Resources, Construction, and Maintenance Occupations" +4013,47-2022,Stonemasons,Banker Mason,47,"Natural Resources, Construction, and Maintenance Occupations" +4014,47-2022,Stonemasons,Curbstone Setter,47,"Natural Resources, Construction, and Maintenance Occupations" +4015,47-2022,Stonemasons,Granite Setter,47,"Natural Resources, Construction, and Maintenance Occupations" +4016,47-2022,Stonemasons,Memorial Mason,47,"Natural Resources, Construction, and Maintenance Occupations" +4017,47-2022,Stonemasons,Monument Mason,47,"Natural Resources, Construction, and Maintenance Occupations" +4018,47-2022,Stonemasons,Rock Mason,47,"Natural Resources, Construction, and Maintenance Occupations" +4019,47-2022,Stonemasons,Stone Chimney Mason,47,"Natural Resources, Construction, and Maintenance Occupations" +4020,47-2022,Stonemasons,Stone Layer,47,"Natural Resources, Construction, and Maintenance Occupations" +4021,47-2031,Carpenters,Beam Builder,47,"Natural Resources, Construction, and Maintenance Occupations" +4022,47-2031,Carpenters,Building Carpenter,47,"Natural Resources, Construction, and Maintenance Occupations" +4023,47-2031,Carpenters,Construction Carpenter,47,"Natural Resources, Construction, and Maintenance Occupations" +4024,47-2031,Carpenters,Counter Installer,47,"Natural Resources, Construction, and Maintenance Occupations" +4025,47-2031,Carpenters,Custom Wood Stair Builder,47,"Natural Resources, Construction, and Maintenance Occupations" +4026,47-2031,Carpenters,Finish Carpenter,47,"Natural Resources, Construction, and Maintenance Occupations" +4027,47-2031,Carpenters,Hardwood Floor Installer,47,"Natural Resources, Construction, and Maintenance Occupations" +4028,47-2031,Carpenters,House Carpenter,47,"Natural Resources, Construction, and Maintenance Occupations" +4029,47-2031,Carpenters,Wood Floor Layer,47,"Natural Resources, Construction, and Maintenance Occupations" +4030,47-2041,Carpet Installers,Carpet Layer,47,"Natural Resources, Construction, and Maintenance Occupations" +4031,47-2041,Carpet Installers,Commercial Carpet Installer,47,"Natural Resources, Construction, and Maintenance Occupations" +4032,47-2041,Carpet Installers,Residential Carpet Installer,47,"Natural Resources, Construction, and Maintenance Occupations" +4033,47-2041,Carpet Installers,Wall-to-Wall Carpet Installer,47,"Natural Resources, Construction, and Maintenance Occupations" +4034,47-2042,"Floor Layers, Except Carpet, Wood, and Hard Tiles",Composition Floor Layer,47,"Natural Resources, Construction, and Maintenance Occupations" +4035,47-2042,"Floor Layers, Except Carpet, Wood, and Hard Tiles",Cork Floor Installer,47,"Natural Resources, Construction, and Maintenance Occupations" +4036,47-2042,"Floor Layers, Except Carpet, Wood, and Hard Tiles",Laminate Floor Installer,47,"Natural Resources, Construction, and Maintenance Occupations" +4037,47-2042,"Floor Layers, Except Carpet, Wood, and Hard Tiles",Linoleum Installer,47,"Natural Resources, Construction, and Maintenance Occupations" +4038,47-2042,"Floor Layers, Except Carpet, Wood, and Hard Tiles",Resilient Tile Installer,47,"Natural Resources, Construction, and Maintenance Occupations" +4039,47-2042,"Floor Layers, Except Carpet, Wood, and Hard Tiles",Shock-Absorption Floor Layer,47,"Natural Resources, Construction, and Maintenance Occupations" +4040,47-2042,"Floor Layers, Except Carpet, Wood, and Hard Tiles",Vinyl Flooring Installer,47,"Natural Resources, Construction, and Maintenance Occupations" +4041,47-2042,"Floor Layers, Except Carpet, Wood, and Hard Tiles",Vinyl Installer,47,"Natural Resources, Construction, and Maintenance Occupations" +4042,47-2043,Floor Sanders and Finishers,Floor Finisher,47,"Natural Resources, Construction, and Maintenance Occupations" +4043,47-2043,Floor Sanders and Finishers,Floor Refinisher,47,"Natural Resources, Construction, and Maintenance Occupations" +4044,47-2043,Floor Sanders and Finishers,Floor Sander,47,"Natural Resources, Construction, and Maintenance Occupations" +4045,47-2043,Floor Sanders and Finishers,Floor Sanding Machine Operator,47,"Natural Resources, Construction, and Maintenance Occupations" +4046,47-2043,Floor Sanders and Finishers,Floor Scraper,47,"Natural Resources, Construction, and Maintenance Occupations" +4047,47-2043,Floor Sanders and Finishers,Hardwood Finisher,47,"Natural Resources, Construction, and Maintenance Occupations" +4048,47-2044,Tile and Stone Setters,Ceramic Tile Installer,47,"Natural Resources, Construction, and Maintenance Occupations" +4049,47-2044,Tile and Stone Setters,Hard Tile Setter,47,"Natural Resources, Construction, and Maintenance Occupations" +4050,47-2044,Tile and Stone Setters,Marble Ceiling Installer,47,"Natural Resources, Construction, and Maintenance Occupations" +4051,47-2044,Tile and Stone Setters,Parquet Floor Layer,47,"Natural Resources, Construction, and Maintenance Occupations" +4052,47-2044,Tile and Stone Setters,Tile Installer,47,"Natural Resources, Construction, and Maintenance Occupations" +4053,47-2044,Tile and Stone Setters,Tile Mason,47,"Natural Resources, Construction, and Maintenance Occupations" +4054,47-2044,Tile and Stone Setters,Wood Tile Installer,47,"Natural Resources, Construction, and Maintenance Occupations" +4055,47-2051,Cement Masons and Concrete Finishers,Cement Mason,47,"Natural Resources, Construction, and Maintenance Occupations" +4056,47-2051,Cement Masons and Concrete Finishers,Cement Patcher,47,"Natural Resources, Construction, and Maintenance Occupations" +4057,47-2051,Cement Masons and Concrete Finishers,Concrete Finisher,47,"Natural Resources, Construction, and Maintenance Occupations" +4058,47-2051,Cement Masons and Concrete Finishers,Concrete Floor Installer,47,"Natural Resources, Construction, and Maintenance Occupations" +4059,47-2051,Cement Masons and Concrete Finishers,Concrete Mason,47,"Natural Resources, Construction, and Maintenance Occupations" +4060,47-2051,Cement Masons and Concrete Finishers,Concrete Smoother,47,"Natural Resources, Construction, and Maintenance Occupations" +4061,47-2051,Cement Masons and Concrete Finishers,Concrete Swimming Pool Installer,47,"Natural Resources, Construction, and Maintenance Occupations" +4062,47-2053,Terrazzo Workers and Finishers,Granite-Chip Terrazzo Finisher,47,"Natural Resources, Construction, and Maintenance Occupations" +4063,47-2053,Terrazzo Workers and Finishers,Marble-Chip Terrazzo Worker,47,"Natural Resources, Construction, and Maintenance Occupations" +4064,47-2053,Terrazzo Workers and Finishers,Onyx-Chip Terrazzo Worker,47,"Natural Resources, Construction, and Maintenance Occupations" +4065,47-2053,Terrazzo Workers and Finishers,Rustic Terrazzo Setter,47,"Natural Resources, Construction, and Maintenance Occupations" +4066,47-2053,Terrazzo Workers and Finishers,Terrazzo Finisher,47,"Natural Resources, Construction, and Maintenance Occupations" +4067,47-2053,Terrazzo Workers and Finishers,Terrazzo Grinder,47,"Natural Resources, Construction, and Maintenance Occupations" +4068,47-2053,Terrazzo Workers and Finishers,Terrazzo Installer,47,"Natural Resources, Construction, and Maintenance Occupations" +4069,47-2053,Terrazzo Workers and Finishers,Terrazzo Layer,47,"Natural Resources, Construction, and Maintenance Occupations" +4070,47-2053,Terrazzo Workers and Finishers,Terrazzo Setter,47,"Natural Resources, Construction, and Maintenance Occupations" +4071,47-2053,Terrazzo Workers and Finishers,Terrazzo Worker,47,"Natural Resources, Construction, and Maintenance Occupations" +4072,47-2061,Construction Laborers,Air Hammer Operator,47,"Natural Resources, Construction, and Maintenance Occupations" +4073,47-2061,Construction Laborers,Construction Craft Laborer,47,"Natural Resources, Construction, and Maintenance Occupations" +4074,47-2061,Construction Laborers,Construction Trench Digger,47,"Natural Resources, Construction, and Maintenance Occupations" +4075,47-2071,"Paving, Surfacing, and Tamping Equipment Operators",Asphalt Paver,47,"Natural Resources, Construction, and Maintenance Occupations" +4076,47-2071,"Paving, Surfacing, and Tamping Equipment Operators",Asphalt Paving Machine Operator,47,"Natural Resources, Construction, and Maintenance Occupations" +4077,47-2071,"Paving, Surfacing, and Tamping Equipment Operators",Asphalt Roller Operator,47,"Natural Resources, Construction, and Maintenance Occupations" +4078,47-2071,"Paving, Surfacing, and Tamping Equipment Operators",Asphalt Tamping Machine Operator,47,"Natural Resources, Construction, and Maintenance Occupations" +4079,47-2071,"Paving, Surfacing, and Tamping Equipment Operators",Blacktop-Paver Operator,47,"Natural Resources, Construction, and Maintenance Occupations" +4080,47-2071,"Paving, Surfacing, and Tamping Equipment Operators",Paver Operator,47,"Natural Resources, Construction, and Maintenance Occupations" +4081,47-2071,"Paving, Surfacing, and Tamping Equipment Operators",Screed Operator,47,"Natural Resources, Construction, and Maintenance Occupations" +4082,47-2072,Pile Driver Operators,Diesel Pile Hammer Operator,47,"Natural Resources, Construction, and Maintenance Occupations" +4083,47-2072,Pile Driver Operators,Hydraulic Pile Hammer Operator,47,"Natural Resources, Construction, and Maintenance Occupations" +4084,47-2072,Pile Driver Operators,Hydraulic Press-In Operator,47,"Natural Resources, Construction, and Maintenance Occupations" +4085,47-2072,Pile Driver Operators,Vibratory Pile Driver,47,"Natural Resources, Construction, and Maintenance Occupations" +4086,47-2073,Operating Engineers and Other Construction Equipment Operators,Angle Dozer Operator,47,"Natural Resources, Construction, and Maintenance Occupations" +4087,47-2073,Operating Engineers and Other Construction Equipment Operators,Blade Grader Operator,47,"Natural Resources, Construction, and Maintenance Occupations" +4088,47-2073,Operating Engineers and Other Construction Equipment Operators,Construction Backhoe Operator,47,"Natural Resources, Construction, and Maintenance Occupations" +4089,47-2073,Operating Engineers and Other Construction Equipment Operators,Construction Bulldozer Operator,47,"Natural Resources, Construction, and Maintenance Occupations" +4090,47-2073,Operating Engineers and Other Construction Equipment Operators,Construction Excavator,47,"Natural Resources, Construction, and Maintenance Occupations" +4091,47-2073,Operating Engineers and Other Construction Equipment Operators,Construction Shovel Operator,47,"Natural Resources, Construction, and Maintenance Occupations" +4092,47-2073,Operating Engineers and Other Construction Equipment Operators,Ditching Machine Operating Engineer,47,"Natural Resources, Construction, and Maintenance Occupations" +4093,47-2073,Operating Engineers and Other Construction Equipment Operators,Grader Operator,47,"Natural Resources, Construction, and Maintenance Occupations" +4094,47-2073,Operating Engineers and Other Construction Equipment Operators,Motor Grader Operator,47,"Natural Resources, Construction, and Maintenance Occupations" +4095,47-2073,Operating Engineers and Other Construction Equipment Operators,Road Grader,47,"Natural Resources, Construction, and Maintenance Occupations" +4096,47-2073,Operating Engineers and Other Construction Equipment Operators,Scraper Operator,47,"Natural Resources, Construction, and Maintenance Occupations" +4097,47-2073,Operating Engineers and Other Construction Equipment Operators,Steam Shovel Operating Engineer,47,"Natural Resources, Construction, and Maintenance Occupations" +4098,47-2073,Operating Engineers and Other Construction Equipment Operators,Steam Shovel Operator,47,"Natural Resources, Construction, and Maintenance Occupations" +4099,47-2081,Drywall and Ceiling Tile Installers,Acoustical Ceiling Installer,47,"Natural Resources, Construction, and Maintenance Occupations" +4100,47-2081,Drywall and Ceiling Tile Installers,Drywall Applicator,47,"Natural Resources, Construction, and Maintenance Occupations" +4101,47-2081,Drywall and Ceiling Tile Installers,Drywall Finisher,47,"Natural Resources, Construction, and Maintenance Occupations" +4102,47-2081,Drywall and Ceiling Tile Installers,Drywall Hanger,47,"Natural Resources, Construction, and Maintenance Occupations" +4103,47-2081,Drywall and Ceiling Tile Installers,Drywall Installer,47,"Natural Resources, Construction, and Maintenance Occupations" +4104,47-2081,Drywall and Ceiling Tile Installers,Drywall Sander,47,"Natural Resources, Construction, and Maintenance Occupations" +4105,47-2081,Drywall and Ceiling Tile Installers,Drywall Stripper,47,"Natural Resources, Construction, and Maintenance Occupations" +4106,47-2081,Drywall and Ceiling Tile Installers,Drywall Worker,47,"Natural Resources, Construction, and Maintenance Occupations" +4107,47-2081,Drywall and Ceiling Tile Installers,Sheet Rock Applier,47,"Natural Resources, Construction, and Maintenance Occupations" +4108,47-2081,Drywall and Ceiling Tile Installers,Sheet Rock Hanger,47,"Natural Resources, Construction, and Maintenance Occupations" +4109,47-2081,Drywall and Ceiling Tile Installers,Sheet Rock Installer,47,"Natural Resources, Construction, and Maintenance Occupations" +4110,47-2081,Drywall and Ceiling Tile Installers,Sheet Rock Worker,47,"Natural Resources, Construction, and Maintenance Occupations" +4111,47-2082,Tapers,Drywall Taper,47,"Natural Resources, Construction, and Maintenance Occupations" +4112,47-2082,Tapers,Sheet Rock Taper,47,"Natural Resources, Construction, and Maintenance Occupations" +4113,47-2082,Tapers,Wall Taper,47,"Natural Resources, Construction, and Maintenance Occupations" +4114,47-2111,Electricians,Chief Electrician,47,"Natural Resources, Construction, and Maintenance Occupations" +4115,47-2111,Electricians,Control Electrician,47,"Natural Resources, Construction, and Maintenance Occupations" +4116,47-2111,Electricians,Electrical Maintenance Worker,47,"Natural Resources, Construction, and Maintenance Occupations" +4117,47-2111,Electricians,Electrical Sign Wirer,47,"Natural Resources, Construction, and Maintenance Occupations" +4118,47-2111,Electricians,House Wirer,47,"Natural Resources, Construction, and Maintenance Occupations" +4119,47-2111,Electricians,Licensed Electrician,47,"Natural Resources, Construction, and Maintenance Occupations" +4120,47-2111,Electricians,Lighting Fixture Installer,47,"Natural Resources, Construction, and Maintenance Occupations" +4121,47-2111,Electricians,Marine Electrician,47,"Natural Resources, Construction, and Maintenance Occupations" +4122,47-2111,Electricians,Master Electrician,47,"Natural Resources, Construction, and Maintenance Occupations" +4123,47-2111,Electricians,Solar Photovoltaic Electrician,47,"Natural Resources, Construction, and Maintenance Occupations" +4124,47-2111,Electricians,Stage Electrician,47,"Natural Resources, Construction, and Maintenance Occupations" +4125,47-2121,Glaziers,Leaded Glass Installer,47,"Natural Resources, Construction, and Maintenance Occupations" +4126,47-2121,Glaziers,Plate Glass Installer,47,"Natural Resources, Construction, and Maintenance Occupations" +4127,47-2121,Glaziers,Stained Glass Glazier,47,"Natural Resources, Construction, and Maintenance Occupations" +4128,47-2121,Glaziers,Stained Glass Installer,47,"Natural Resources, Construction, and Maintenance Occupations" +4129,47-2121,Glaziers,Stained Glass Joiner,47,"Natural Resources, Construction, and Maintenance Occupations" +4130,47-2121,Glaziers,Window Glazier,47,"Natural Resources, Construction, and Maintenance Occupations" +4131,47-2131,"Insulation Workers, Floor, Ceiling, and Wall",Ceiling Insulation Blower,47,"Natural Resources, Construction, and Maintenance Occupations" +4132,47-2131,"Insulation Workers, Floor, Ceiling, and Wall",Composition Weatherboard Installer,47,"Natural Resources, Construction, and Maintenance Occupations" +4133,47-2131,"Insulation Workers, Floor, Ceiling, and Wall",Cork Insulation Installer,47,"Natural Resources, Construction, and Maintenance Occupations" +4134,47-2131,"Insulation Workers, Floor, Ceiling, and Wall",Cork Insulator,47,"Natural Resources, Construction, and Maintenance Occupations" +4135,47-2131,"Insulation Workers, Floor, Ceiling, and Wall",Insulation Machine Operator,47,"Natural Resources, Construction, and Maintenance Occupations" +4136,47-2131,"Insulation Workers, Floor, Ceiling, and Wall",Interior Surface Insulation Worker,47,"Natural Resources, Construction, and Maintenance Occupations" +4137,47-2131,"Insulation Workers, Floor, Ceiling, and Wall",Wall Insulation Sprayer,47,"Natural Resources, Construction, and Maintenance Occupations" +4138,47-2132,"Insulation Workers, Mechanical",Boiler Coverer,47,"Natural Resources, Construction, and Maintenance Occupations" +4139,47-2132,"Insulation Workers, Mechanical",Heat and Frost Insulator,47,"Natural Resources, Construction, and Maintenance Occupations" +4140,47-2132,"Insulation Workers, Mechanical",Pipe Coverer,47,"Natural Resources, Construction, and Maintenance Occupations" +4141,47-2132,"Insulation Workers, Mechanical",Pipe Insulator,47,"Natural Resources, Construction, and Maintenance Occupations" +4142,47-2132,"Insulation Workers, Mechanical",Refrigeration Insulator,47,"Natural Resources, Construction, and Maintenance Occupations" +4143,47-2132,"Insulation Workers, Mechanical",Sheet Metal Insulator,47,"Natural Resources, Construction, and Maintenance Occupations" +4144,47-2141,"Painters, Construction and Maintenance",Bridge Painter,47,"Natural Resources, Construction, and Maintenance Occupations" +4145,47-2141,"Painters, Construction and Maintenance",Facilities Painter,47,"Natural Resources, Construction, and Maintenance Occupations" +4146,47-2141,"Painters, Construction and Maintenance",Highway Painter,47,"Natural Resources, Construction, and Maintenance Occupations" +4147,47-2141,"Painters, Construction and Maintenance",House Painter,47,"Natural Resources, Construction, and Maintenance Occupations" +4148,47-2141,"Painters, Construction and Maintenance",Industrial Painter,47,"Natural Resources, Construction, and Maintenance Occupations" +4149,47-2141,"Painters, Construction and Maintenance",Parking Line Painter,47,"Natural Resources, Construction, and Maintenance Occupations" +4150,47-2141,"Painters, Construction and Maintenance",Roof Painter,47,"Natural Resources, Construction, and Maintenance Occupations" +4151,47-2141,"Painters, Construction and Maintenance",Traffic Line Painter,47,"Natural Resources, Construction, and Maintenance Occupations" +4152,47-2142,Paperhangers,Billboard Poster,47,"Natural Resources, Construction, and Maintenance Occupations" +4153,47-2142,Paperhangers,Wall Covering Installer,47,"Natural Resources, Construction, and Maintenance Occupations" +4154,47-2142,Paperhangers,Wallpaper Hanger,47,"Natural Resources, Construction, and Maintenance Occupations" +4155,47-2142,Paperhangers,Wallpaperer,47,"Natural Resources, Construction, and Maintenance Occupations" +4156,47-2151,Pipelayers,Cast-Iron Drain Pipe Layer,47,"Natural Resources, Construction, and Maintenance Occupations" +4157,47-2151,Pipelayers,Pipe Layer,47,"Natural Resources, Construction, and Maintenance Occupations" +4158,47-2151,Pipelayers,Sewer Pipe Layer,47,"Natural Resources, Construction, and Maintenance Occupations" +4159,47-2151,Pipelayers,Trench Pipe Layer,47,"Natural Resources, Construction, and Maintenance Occupations" +4160,47-2151,Pipelayers,Water Main Pipe Layer,47,"Natural Resources, Construction, and Maintenance Occupations" +4161,47-2152,"Plumbers, Pipefitters, and Steamfitters",Fire Sprinkler Installer,47,"Natural Resources, Construction, and Maintenance Occupations" +4162,47-2152,"Plumbers, Pipefitters, and Steamfitters",Gas Main Fitter,47,"Natural Resources, Construction, and Maintenance Occupations" +4163,47-2152,"Plumbers, Pipefitters, and Steamfitters",Gas Plumber,47,"Natural Resources, Construction, and Maintenance Occupations" +4164,47-2152,"Plumbers, Pipefitters, and Steamfitters",Hydraulic Plumber,47,"Natural Resources, Construction, and Maintenance Occupations" +4165,47-2152,"Plumbers, Pipefitters, and Steamfitters",Industrial Gas Fitter,47,"Natural Resources, Construction, and Maintenance Occupations" +4166,47-2152,"Plumbers, Pipefitters, and Steamfitters",Marine Pipefitter,47,"Natural Resources, Construction, and Maintenance Occupations" +4167,47-2152,"Plumbers, Pipefitters, and Steamfitters",Marine Steamfitter,47,"Natural Resources, Construction, and Maintenance Occupations" +4168,47-2152,"Plumbers, Pipefitters, and Steamfitters",Master Plumber,47,"Natural Resources, Construction, and Maintenance Occupations" +4169,47-2152,"Plumbers, Pipefitters, and Steamfitters",Pipe Fitter,47,"Natural Resources, Construction, and Maintenance Occupations" +4170,47-2152,"Plumbers, Pipefitters, and Steamfitters",Plumber,47,"Natural Resources, Construction, and Maintenance Occupations" +4171,47-2152,"Plumbers, Pipefitters, and Steamfitters",Solar Thermal Installer,47,"Natural Resources, Construction, and Maintenance Occupations" +4172,47-2152,"Plumbers, Pipefitters, and Steamfitters",Sprinkler Fitter,47,"Natural Resources, Construction, and Maintenance Occupations" +4173,47-2152,"Plumbers, Pipefitters, and Steamfitters",Steamfitter,47,"Natural Resources, Construction, and Maintenance Occupations" +4174,47-2152,"Plumbers, Pipefitters, and Steamfitters",Water Pump Installer,47,"Natural Resources, Construction, and Maintenance Occupations" +4175,47-2161,Plasterers and Stucco Masons,Dry Plasterer,47,"Natural Resources, Construction, and Maintenance Occupations" +4176,47-2161,Plasterers and Stucco Masons,Journey Level Plasterer,47,"Natural Resources, Construction, and Maintenance Occupations" +4177,47-2161,Plasterers and Stucco Masons,Molding Plasterer,47,"Natural Resources, Construction, and Maintenance Occupations" +4178,47-2161,Plasterers and Stucco Masons,Ornamental Plasterer,47,"Natural Resources, Construction, and Maintenance Occupations" +4179,47-2161,Plasterers and Stucco Masons,Plasterer Apprentice,47,"Natural Resources, Construction, and Maintenance Occupations" +4180,47-2161,Plasterers and Stucco Masons,Stucco Plasterer,47,"Natural Resources, Construction, and Maintenance Occupations" +4181,47-2161,Plasterers and Stucco Masons,Stucco Worker,47,"Natural Resources, Construction, and Maintenance Occupations" +4182,47-2161,Plasterers and Stucco Masons,Swimming Pool Plasterer,47,"Natural Resources, Construction, and Maintenance Occupations" +4183,47-2171,Reinforcing Iron and Rebar Workers,Post Tensioning Ironworker,47,"Natural Resources, Construction, and Maintenance Occupations" +4184,47-2171,Reinforcing Iron and Rebar Workers,Rebar Worker,47,"Natural Resources, Construction, and Maintenance Occupations" +4185,47-2171,Reinforcing Iron and Rebar Workers,Reinforcing Steel Worker,47,"Natural Resources, Construction, and Maintenance Occupations" +4186,47-2171,Reinforcing Iron and Rebar Workers,Rod Buster,47,"Natural Resources, Construction, and Maintenance Occupations" +4187,47-2171,Reinforcing Iron and Rebar Workers,Steel Rod Buster,47,"Natural Resources, Construction, and Maintenance Occupations" +4188,47-2171,Reinforcing Iron and Rebar Workers,Steel Tier,47,"Natural Resources, Construction, and Maintenance Occupations" +4189,47-2181,Roofers,Composition Roofer,47,"Natural Resources, Construction, and Maintenance Occupations" +4190,47-2181,Roofers,Hot Tar Roofer,47,"Natural Resources, Construction, and Maintenance Occupations" +4191,47-2181,Roofers,Industrial Roofer,47,"Natural Resources, Construction, and Maintenance Occupations" +4192,47-2181,Roofers,Metal Roofing Mechanic,47,"Natural Resources, Construction, and Maintenance Occupations" +4193,47-2181,Roofers,Residential Roofer,47,"Natural Resources, Construction, and Maintenance Occupations" +4194,47-2181,Roofers,Sheet Metal Roofer,47,"Natural Resources, Construction, and Maintenance Occupations" +4195,47-2181,Roofers,Shingles Roofer,47,"Natural Resources, Construction, and Maintenance Occupations" +4196,47-2181,Roofers,Slate Roofer,47,"Natural Resources, Construction, and Maintenance Occupations" +4197,47-2181,Roofers,Terra Cotta Roofer,47,"Natural Resources, Construction, and Maintenance Occupations" +4198,47-2211,Sheet Metal Workers,Air Conditioning Sheet Metal Installer,47,"Natural Resources, Construction, and Maintenance Occupations" +4199,47-2211,Sheet Metal Workers,"Heating, Ventilation, and Air Conditioning (HVAC) Sheet Metal Installer",47,"Natural Resources, Construction, and Maintenance Occupations" +4200,47-2211,Sheet Metal Workers,Sheet Metal Duct Installer,47,"Natural Resources, Construction, and Maintenance Occupations" +4201,47-2211,Sheet Metal Workers,Sheet Metal Fabricator,47,"Natural Resources, Construction, and Maintenance Occupations" +4202,47-2211,Sheet Metal Workers,Sheet Metal Former,47,"Natural Resources, Construction, and Maintenance Occupations" +4203,47-2211,Sheet Metal Workers,Sheet Metal Installer,47,"Natural Resources, Construction, and Maintenance Occupations" +4204,47-2211,Sheet Metal Workers,Sheet Metal Layout Mechanic,47,"Natural Resources, Construction, and Maintenance Occupations" +4205,47-2211,Sheet Metal Workers,Sheet Metal Layout Worker,47,"Natural Resources, Construction, and Maintenance Occupations" +4206,47-2211,Sheet Metal Workers,Tinsmith,47,"Natural Resources, Construction, and Maintenance Occupations" +4207,47-2221,Structural Iron and Steel Workers,Bridge Ironworker,47,"Natural Resources, Construction, and Maintenance Occupations" +4208,47-2221,Structural Iron and Steel Workers,Construction Ironworker,47,"Natural Resources, Construction, and Maintenance Occupations" +4209,47-2221,Structural Iron and Steel Workers,Iron Guardrail Installer,47,"Natural Resources, Construction, and Maintenance Occupations" +4210,47-2221,Structural Iron and Steel Workers,Metal Tank Erector,47,"Natural Resources, Construction, and Maintenance Occupations" +4211,47-2221,Structural Iron and Steel Workers,Ornamental Ironworker,47,"Natural Resources, Construction, and Maintenance Occupations" +4212,47-2221,Structural Iron and Steel Workers,Precast Concrete Ironworker,47,"Natural Resources, Construction, and Maintenance Occupations" +4213,47-2221,Structural Iron and Steel Workers,Pre-Engineered Metal Building Ironworker,47,"Natural Resources, Construction, and Maintenance Occupations" +4214,47-2221,Structural Iron and Steel Workers,Steel Fabricator,47,"Natural Resources, Construction, and Maintenance Occupations" +4215,47-2221,Structural Iron and Steel Workers,Steel Fitter,47,"Natural Resources, Construction, and Maintenance Occupations" +4216,47-2221,Structural Iron and Steel Workers,Structural Steel Erector,47,"Natural Resources, Construction, and Maintenance Occupations" +4217,47-2221,Structural Iron and Steel Workers,Wind Turbine Erector,47,"Natural Resources, Construction, and Maintenance Occupations" +4218,47-2231,Solar Photovoltaic Installers,Photovoltaic (PV) Installation Technician,47,"Natural Resources, Construction, and Maintenance Occupations" +4219,47-2231,Solar Photovoltaic Installers,PV Installer,47,"Natural Resources, Construction, and Maintenance Occupations" +4220,47-2231,Solar Photovoltaic Installers,PV Panel Installer,47,"Natural Resources, Construction, and Maintenance Occupations" +4221,47-2231,Solar Photovoltaic Installers,Solar PV Installer,47,"Natural Resources, Construction, and Maintenance Occupations" +4222,47-3011,"Helpers--Brickmasons, Blockmasons, Stonemasons, and Tile and Marble Setters",Adobe Layer Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4223,47-3011,"Helpers--Brickmasons, Blockmasons, Stonemasons, and Tile and Marble Setters",Brick Carrier,47,"Natural Resources, Construction, and Maintenance Occupations" +4224,47-3011,"Helpers--Brickmasons, Blockmasons, Stonemasons, and Tile and Marble Setters",Brick Washer,47,"Natural Resources, Construction, and Maintenance Occupations" +4225,47-3011,"Helpers--Brickmasons, Blockmasons, Stonemasons, and Tile and Marble Setters",Bricklayer Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4226,47-3011,"Helpers--Brickmasons, Blockmasons, Stonemasons, and Tile and Marble Setters",Ceramic Tile Installation Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4227,47-3011,"Helpers--Brickmasons, Blockmasons, Stonemasons, and Tile and Marble Setters",Chimney Builder Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4228,47-3011,"Helpers--Brickmasons, Blockmasons, Stonemasons, and Tile and Marble Setters",Firebrick Layer Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4229,47-3011,"Helpers--Brickmasons, Blockmasons, Stonemasons, and Tile and Marble Setters",Marble Installation Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4230,47-3011,"Helpers--Brickmasons, Blockmasons, Stonemasons, and Tile and Marble Setters",Mortar Mixer,47,"Natural Resources, Construction, and Maintenance Occupations" +4231,47-3011,"Helpers--Brickmasons, Blockmasons, Stonemasons, and Tile and Marble Setters",Parquet Floor Layer's Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4232,47-3011,"Helpers--Brickmasons, Blockmasons, Stonemasons, and Tile and Marble Setters",Refractory Tile Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4233,47-3011,"Helpers--Brickmasons, Blockmasons, Stonemasons, and Tile and Marble Setters",Wood Tile Installation Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4234,47-3012,Helpers--Carpenters,Beam Builder Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4235,47-3012,Helpers--Carpenters,Building Carpenter Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4236,47-3012,Helpers--Carpenters,Carpenter Assistant,47,"Natural Resources, Construction, and Maintenance Occupations" +4237,47-3012,Helpers--Carpenters,Carpenter Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4238,47-3012,Helpers--Carpenters,Construction Carpenters Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4239,47-3012,Helpers--Carpenters,Hardwood Floor Installation Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4240,47-3012,Helpers--Carpenters,House Carpenter Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4241,47-3013,Helpers--Electricians,Electrical Sign Wirer Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4242,47-3013,Helpers--Electricians,Electrician's Assistant,47,"Natural Resources, Construction, and Maintenance Occupations" +4243,47-3013,Helpers--Electricians,House Wirer Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4244,47-3013,Helpers--Electricians,Marine Electrician Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4245,47-3013,Helpers--Electricians,Stage Electrician Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4246,47-3013,Helpers--Electricians,Utilities Ground Worker,47,"Natural Resources, Construction, and Maintenance Occupations" +4247,47-3014,"Helpers--Painters, Paperhangers, Plasterers, and Stucco Masons",Billboard Poster Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4248,47-3014,"Helpers--Painters, Paperhangers, Plasterers, and Stucco Masons",Bridge Painter Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4249,47-3014,"Helpers--Painters, Paperhangers, Plasterers, and Stucco Masons",Dry Plasterer Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4250,47-3014,"Helpers--Painters, Paperhangers, Plasterers, and Stucco Masons",Highway Painter Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4251,47-3014,"Helpers--Painters, Paperhangers, Plasterers, and Stucco Masons",House Painter Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4252,47-3014,"Helpers--Painters, Paperhangers, Plasterers, and Stucco Masons",Ornamental Plasterer Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4253,47-3014,"Helpers--Painters, Paperhangers, Plasterers, and Stucco Masons",Plaster Tender,47,"Natural Resources, Construction, and Maintenance Occupations" +4254,47-3014,"Helpers--Painters, Paperhangers, Plasterers, and Stucco Masons",Ship Painter Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4255,47-3014,"Helpers--Painters, Paperhangers, Plasterers, and Stucco Masons",Swimming Pool Plasterer Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4256,47-3014,"Helpers--Painters, Paperhangers, Plasterers, and Stucco Masons",Wallpaper Hanger Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4257,47-3014,"Helpers--Painters, Paperhangers, Plasterers, and Stucco Masons",Wallpaperer Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4258,47-3015,"Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters",Gas Main Fitter Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4259,47-3015,"Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters",Hydraulic Plumber Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4260,47-3015,"Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters",Industrial Gas Fitter Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4261,47-3015,"Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters",Marine Pipefitter Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4262,47-3015,"Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters",Marine Steam Fitter Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4263,47-3015,"Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters",Pipe Fitter Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4264,47-3015,"Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters",Plumber Assistant,47,"Natural Resources, Construction, and Maintenance Occupations" +4265,47-3015,"Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters",Plumber Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4266,47-3015,"Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters",Sewer Pipe Layer Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4267,47-3015,"Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters",Sprinkler Fitter Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4268,47-3015,"Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters",Trench Pipe Layer Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4269,47-3015,"Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters",Water Main Installer Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4270,47-3016,Helpers--Roofers,Hot Tar Roofer Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4271,47-3016,Helpers--Roofers,Industrial Roofer Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4272,47-3016,Helpers--Roofers,Residential Roofer Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4273,47-3016,Helpers--Roofers,Roofer Assistant,47,"Natural Resources, Construction, and Maintenance Occupations" +4274,47-3016,Helpers--Roofers,Roofer Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4275,47-3016,Helpers--Roofers,Roofing Laborer,47,"Natural Resources, Construction, and Maintenance Occupations" +4276,47-3016,Helpers--Roofers,Shingles Roofer Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4277,47-3016,Helpers--Roofers,Slate Roofer Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4278,47-3016,Helpers--Roofers,Terra Cotta Roofer Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4279,47-3019,"Helpers, Construction Trades, All Other",Boiler Coverer Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4280,47-3019,"Helpers, Construction Trades, All Other",Bridge Ironworker Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4281,47-3019,"Helpers, Construction Trades, All Other",Carpet Layer Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4282,47-3019,"Helpers, Construction Trades, All Other",Cellulose Insulation Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4283,47-3019,"Helpers, Construction Trades, All Other",Construction Ironworker Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4284,47-3019,"Helpers, Construction Trades, All Other",Cork Insulator Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4285,47-3019,"Helpers, Construction Trades, All Other",Drywall Hanger Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4286,47-3019,"Helpers, Construction Trades, All Other",Drywall Stripper Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4287,47-3019,"Helpers, Construction Trades, All Other",Drywall Taper Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4288,47-3019,"Helpers, Construction Trades, All Other",Heat and Frost Insulator Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4289,47-3019,"Helpers, Construction Trades, All Other",HVAC Sheet Metal Installer Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4290,47-3019,"Helpers, Construction Trades, All Other",Linoleum Layer Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4291,47-3019,"Helpers, Construction Trades, All Other",Ornamental Ironworker Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4292,47-3019,"Helpers, Construction Trades, All Other",Pipe Insulator Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4293,47-3019,"Helpers, Construction Trades, All Other",Plate Glass Installer Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4294,47-3019,"Helpers, Construction Trades, All Other",Post Tensioning Ironworker Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4295,47-3019,"Helpers, Construction Trades, All Other",Rod Buster Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4296,47-3019,"Helpers, Construction Trades, All Other",Sheet Metal Duct Installer Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4297,47-3019,"Helpers, Construction Trades, All Other",Sheet Rock Installation Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4298,47-3019,"Helpers, Construction Trades, All Other",Sheet Rock Taper Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4299,47-3019,"Helpers, Construction Trades, All Other",Stained Glass Glazier Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4300,47-3019,"Helpers, Construction Trades, All Other",Terrazzo Finisher Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4301,47-3019,"Helpers, Construction Trades, All Other",Terrazzo Layer Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4302,47-3019,"Helpers, Construction Trades, All Other",Terrazzo Worker Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4303,47-3019,"Helpers, Construction Trades, All Other",Trench Digger Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4304,47-3019,"Helpers, Construction Trades, All Other",Wall Taper Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4305,47-3019,"Helpers, Construction Trades, All Other",Window Glazier Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4306,47-4011,Construction and Building Inspectors,Architectural Inspector,47,"Natural Resources, Construction, and Maintenance Occupations" +4307,47-4011,Construction and Building Inspectors,Bridge Inspector,47,"Natural Resources, Construction, and Maintenance Occupations" +4308,47-4011,Construction and Building Inspectors,Building Code Inspector,47,"Natural Resources, Construction, and Maintenance Occupations" +4309,47-4011,Construction and Building Inspectors,Building Inspector,47,"Natural Resources, Construction, and Maintenance Occupations" +4310,47-4011,Construction and Building Inspectors,Construction Inspector,47,"Natural Resources, Construction, and Maintenance Occupations" +4311,47-4011,Construction and Building Inspectors,Electrical Inspector,47,"Natural Resources, Construction, and Maintenance Occupations" +4312,47-4011,Construction and Building Inspectors,Elevator Inspector,47,"Natural Resources, Construction, and Maintenance Occupations" +4313,47-4011,Construction and Building Inspectors,Highway Inspector,47,"Natural Resources, Construction, and Maintenance Occupations" +4314,47-4011,Construction and Building Inspectors,Home Inspector,47,"Natural Resources, Construction, and Maintenance Occupations" +4315,47-4011,Construction and Building Inspectors,Plumbing Inspector,47,"Natural Resources, Construction, and Maintenance Occupations" +4316,47-4011,Construction and Building Inspectors,Public Works Inspector,47,"Natural Resources, Construction, and Maintenance Occupations" +4317,47-4011,Construction and Building Inspectors,Residential Building Inspector,47,"Natural Resources, Construction, and Maintenance Occupations" +4318,47-4021,Elevator and Escalator Installers and Repairers,Elevator Adjuster,47,"Natural Resources, Construction, and Maintenance Occupations" +4319,47-4021,Elevator and Escalator Installers and Repairers,Elevator Constructor,47,"Natural Resources, Construction, and Maintenance Occupations" +4320,47-4021,Elevator and Escalator Installers and Repairers,Elevator Installer,47,"Natural Resources, Construction, and Maintenance Occupations" +4321,47-4021,Elevator and Escalator Installers and Repairers,Elevator Mechanic,47,"Natural Resources, Construction, and Maintenance Occupations" +4322,47-4021,Elevator and Escalator Installers and Repairers,Elevator Repair and Maintenance Technician,47,"Natural Resources, Construction, and Maintenance Occupations" +4323,47-4021,Elevator and Escalator Installers and Repairers,Elevator Service Technician,47,"Natural Resources, Construction, and Maintenance Occupations" +4324,47-4021,Elevator and Escalator Installers and Repairers,Escalator Installer,47,"Natural Resources, Construction, and Maintenance Occupations" +4325,47-4021,Elevator and Escalator Installers and Repairers,Escalator Mechanic,47,"Natural Resources, Construction, and Maintenance Occupations" +4326,47-4021,Elevator and Escalator Installers and Repairers,Escalator Service Mechanic,47,"Natural Resources, Construction, and Maintenance Occupations" +4327,47-4021,Elevator and Escalator Installers and Repairers,Freight Elevator Erector,47,"Natural Resources, Construction, and Maintenance Occupations" +4328,47-4021,Elevator and Escalator Installers and Repairers,Hydraulic Elevator Constructor,47,"Natural Resources, Construction, and Maintenance Occupations" +4329,47-4031,Fence Erectors,Chain Link Fence Installer,47,"Natural Resources, Construction, and Maintenance Occupations" +4330,47-4031,Fence Erectors,Fence Builder,47,"Natural Resources, Construction, and Maintenance Occupations" +4331,47-4031,Fence Erectors,Wire Fence Builder,47,"Natural Resources, Construction, and Maintenance Occupations" +4332,47-4031,Fence Erectors,Wood Fence Installer,47,"Natural Resources, Construction, and Maintenance Occupations" +4333,47-4041,Hazardous Materials Removal Workers,Asbestos Abatement Worker,47,"Natural Resources, Construction, and Maintenance Occupations" +4334,47-4041,Hazardous Materials Removal Workers,Asbestos Remover,47,"Natural Resources, Construction, and Maintenance Occupations" +4335,47-4041,Hazardous Materials Removal Workers,Decontamination Worker,47,"Natural Resources, Construction, and Maintenance Occupations" +4336,47-4041,Hazardous Materials Removal Workers,Hazard Waste Handler,47,"Natural Resources, Construction, and Maintenance Occupations" +4337,47-4041,Hazardous Materials Removal Workers,Hazmat Technician,47,"Natural Resources, Construction, and Maintenance Occupations" +4338,47-4041,Hazardous Materials Removal Workers,Irradiated Fuel Handler,47,"Natural Resources, Construction, and Maintenance Occupations" +4339,47-4041,Hazardous Materials Removal Workers,Lead Abatement Worker,47,"Natural Resources, Construction, and Maintenance Occupations" +4340,47-4041,Hazardous Materials Removal Workers,Radiological Control and Safety Technician,47,"Natural Resources, Construction, and Maintenance Occupations" +4341,47-4051,Highway Maintenance Workers,Highway Maintainer,47,"Natural Resources, Construction, and Maintenance Occupations" +4342,47-4051,Highway Maintenance Workers,Highway Maintenance Crew Worker,47,"Natural Resources, Construction, and Maintenance Occupations" +4343,47-4051,Highway Maintenance Workers,Highway Worker,47,"Natural Resources, Construction, and Maintenance Occupations" +4344,47-4051,Highway Maintenance Workers,Lane Marker Installer,47,"Natural Resources, Construction, and Maintenance Occupations" +4345,47-4051,Highway Maintenance Workers,Road Patcher,47,"Natural Resources, Construction, and Maintenance Occupations" +4346,47-4051,Highway Maintenance Workers,Road Sign Installer,47,"Natural Resources, Construction, and Maintenance Occupations" +4347,47-4061,Rail-Track Laying and Maintenance Equipment Operators,Ballast Cleaning Machine Operator,47,"Natural Resources, Construction, and Maintenance Occupations" +4348,47-4061,Rail-Track Laying and Maintenance Equipment Operators,Rail Maintenance Worker,47,"Natural Resources, Construction, and Maintenance Occupations" +4349,47-4061,Rail-Track Laying and Maintenance Equipment Operators,Railroad Track Mechanic,47,"Natural Resources, Construction, and Maintenance Occupations" +4350,47-4061,Rail-Track Laying and Maintenance Equipment Operators,Track Layer,47,"Natural Resources, Construction, and Maintenance Occupations" +4351,47-4061,Rail-Track Laying and Maintenance Equipment Operators,Track Machine Operator,47,"Natural Resources, Construction, and Maintenance Occupations" +4352,47-4061,Rail-Track Laying and Maintenance Equipment Operators,Track Maintainer,47,"Natural Resources, Construction, and Maintenance Occupations" +4353,47-4061,Rail-Track Laying and Maintenance Equipment Operators,Track Moving Machine Operator,47,"Natural Resources, Construction, and Maintenance Occupations" +4354,47-4061,Rail-Track Laying and Maintenance Equipment Operators,Track Repair Worker,47,"Natural Resources, Construction, and Maintenance Occupations" +4355,47-4061,Rail-Track Laying and Maintenance Equipment Operators,Track Repairer,47,"Natural Resources, Construction, and Maintenance Occupations" +4356,47-4061,Rail-Track Laying and Maintenance Equipment Operators,Track Service Worker,47,"Natural Resources, Construction, and Maintenance Occupations" +4357,47-4061,Rail-Track Laying and Maintenance Equipment Operators,Track Surfacing Machine Operator,47,"Natural Resources, Construction, and Maintenance Occupations" +4358,47-4061,Rail-Track Laying and Maintenance Equipment Operators,Trackwalker,47,"Natural Resources, Construction, and Maintenance Occupations" +4359,47-4071,Septic Tank Servicers and Sewer Pipe Cleaners,Electric Sewer Cleaning Machine Operator,47,"Natural Resources, Construction, and Maintenance Occupations" +4360,47-4071,Septic Tank Servicers and Sewer Pipe Cleaners,Septic Pump Truck Driver,47,"Natural Resources, Construction, and Maintenance Occupations" +4361,47-4071,Septic Tank Servicers and Sewer Pipe Cleaners,Septic Tank Cleaner,47,"Natural Resources, Construction, and Maintenance Occupations" +4362,47-4071,Septic Tank Servicers and Sewer Pipe Cleaners,Sewage Screen Operator,47,"Natural Resources, Construction, and Maintenance Occupations" +4363,47-4071,Septic Tank Servicers and Sewer Pipe Cleaners,Sewer and Drain Technician,47,"Natural Resources, Construction, and Maintenance Occupations" +4364,47-4071,Septic Tank Servicers and Sewer Pipe Cleaners,Sewer Cleaner,47,"Natural Resources, Construction, and Maintenance Occupations" +4365,47-4071,Septic Tank Servicers and Sewer Pipe Cleaners,Sewer Pipe Cleaner,47,"Natural Resources, Construction, and Maintenance Occupations" +4366,47-4091,Segmental Pavers,Concrete Pavement Installer,47,"Natural Resources, Construction, and Maintenance Occupations" +4367,47-4091,Segmental Pavers,Paver Installer,47,"Natural Resources, Construction, and Maintenance Occupations" +4368,47-4091,Segmental Pavers,Paving Stone Installer,47,"Natural Resources, Construction, and Maintenance Occupations" +4369,47-4091,Segmental Pavers,Segmental Paver Installer,47,"Natural Resources, Construction, and Maintenance Occupations" +4370,47-4091,Segmental Pavers,Segmental Wall Installer,47,"Natural Resources, Construction, and Maintenance Occupations" +4371,47-4099,"Construction and Related Workers, All Other",Aluminum Pool Installer,47,"Natural Resources, Construction, and Maintenance Occupations" +4372,47-4099,"Construction and Related Workers, All Other",Waterproofer,47,"Natural Resources, Construction, and Maintenance Occupations" +4373,47-5011,"Derrick Operators, Oil and Gas",Derrick Operator,47,"Natural Resources, Construction, and Maintenance Occupations" +4374,47-5011,"Derrick Operators, Oil and Gas",Fracturing Derrick Operator,47,"Natural Resources, Construction, and Maintenance Occupations" +4375,47-5011,"Derrick Operators, Oil and Gas",Gas Derrick Operator,47,"Natural Resources, Construction, and Maintenance Occupations" +4376,47-5011,"Derrick Operators, Oil and Gas",Oil Derrick Operator,47,"Natural Resources, Construction, and Maintenance Occupations" +4377,47-5011,"Derrick Operators, Oil and Gas",Rotary Derrick Operator,47,"Natural Resources, Construction, and Maintenance Occupations" +4378,47-5011,"Derrick Operators, Oil and Gas",Well Service Derrick Worker,47,"Natural Resources, Construction, and Maintenance Occupations" +4379,47-5012,"Rotary Drill Operators, Oil and Gas",Drilling Rig Operator,47,"Natural Resources, Construction, and Maintenance Occupations" +4380,47-5012,"Rotary Drill Operators, Oil and Gas",Fracturing Rotary Drill Operator,47,"Natural Resources, Construction, and Maintenance Occupations" +4381,47-5012,"Rotary Drill Operators, Oil and Gas",Natural Gas Shothole Driller,47,"Natural Resources, Construction, and Maintenance Occupations" +4382,47-5012,"Rotary Drill Operators, Oil and Gas",Oil Driller,47,"Natural Resources, Construction, and Maintenance Occupations" +4383,47-5012,"Rotary Drill Operators, Oil and Gas",Oil Rig Driller,47,"Natural Resources, Construction, and Maintenance Occupations" +4384,47-5012,"Rotary Drill Operators, Oil and Gas",Oil Well Cable Tool Driller,47,"Natural Resources, Construction, and Maintenance Occupations" +4385,47-5012,"Rotary Drill Operators, Oil and Gas",Oil Well Cable Tool Operator,47,"Natural Resources, Construction, and Maintenance Occupations" +4386,47-5012,"Rotary Drill Operators, Oil and Gas",Oil Well Driller,47,"Natural Resources, Construction, and Maintenance Occupations" +4387,47-5012,"Rotary Drill Operators, Oil and Gas",Prospecting Driller,47,"Natural Resources, Construction, and Maintenance Occupations" +4388,47-5013,"Service Unit Operators, Oil and Gas",Oil Well Fishing-Tool Technician,47,"Natural Resources, Construction, and Maintenance Occupations" +4389,47-5013,"Service Unit Operators, Oil and Gas",Well Service Pump Equipment Operator,47,"Natural Resources, Construction, and Maintenance Occupations" +4390,47-5013,"Service Unit Operators, Oil and Gas",Well Service Rig Operator,47,"Natural Resources, Construction, and Maintenance Occupations" +4391,47-5013,"Service Unit Operators, Oil and Gas",Well Services Operator,47,"Natural Resources, Construction, and Maintenance Occupations" +4392,47-5013,"Service Unit Operators, Oil and Gas",Well Servicing Rig Operator,47,"Natural Resources, Construction, and Maintenance Occupations" +4393,47-5022,"Excavating and Loading Machine and Dragline Operators, Surface Mining",Dragline Oiler,47,"Natural Resources, Construction, and Maintenance Occupations" +4394,47-5022,"Excavating and Loading Machine and Dragline Operators, Surface Mining",Mining Back Hoe Operator,47,"Natural Resources, Construction, and Maintenance Occupations" +4395,47-5022,"Excavating and Loading Machine and Dragline Operators, Surface Mining",Mining Backhoe Operator,47,"Natural Resources, Construction, and Maintenance Occupations" +4396,47-5022,"Excavating and Loading Machine and Dragline Operators, Surface Mining",Mining Bulldozer Operator,47,"Natural Resources, Construction, and Maintenance Occupations" +4397,47-5022,"Excavating and Loading Machine and Dragline Operators, Surface Mining",Mining Earth Moving Equipment Operator,47,"Natural Resources, Construction, and Maintenance Occupations" +4398,47-5022,"Excavating and Loading Machine and Dragline Operators, Surface Mining",Mining End Loader Operator,47,"Natural Resources, Construction, and Maintenance Occupations" +4399,47-5022,"Excavating and Loading Machine and Dragline Operators, Surface Mining",Mining Excavator,47,"Natural Resources, Construction, and Maintenance Occupations" +4400,47-5022,"Excavating and Loading Machine and Dragline Operators, Surface Mining",Mining Excavator Backhoe Operator,47,"Natural Resources, Construction, and Maintenance Occupations" +4401,47-5022,"Excavating and Loading Machine and Dragline Operators, Surface Mining",Mining Payloader Operator,47,"Natural Resources, Construction, and Maintenance Occupations" +4402,47-5022,"Excavating and Loading Machine and Dragline Operators, Surface Mining",Mining Shovel Operator,47,"Natural Resources, Construction, and Maintenance Occupations" +4403,47-5022,"Excavating and Loading Machine and Dragline Operators, Surface Mining",Mining Yard Loader Operator,47,"Natural Resources, Construction, and Maintenance Occupations" +4404,47-5022,"Excavating and Loading Machine and Dragline Operators, Surface Mining",Trenching Machine Operator,47,"Natural Resources, Construction, and Maintenance Occupations" +4405,47-5023,"Earth Drillers, Except Oil and Gas",Blast Hole Driller,47,"Natural Resources, Construction, and Maintenance Occupations" +4406,47-5023,"Earth Drillers, Except Oil and Gas",Churn Drill Operator,47,"Natural Resources, Construction, and Maintenance Occupations" +4407,47-5023,"Earth Drillers, Except Oil and Gas",Churn Driller,47,"Natural Resources, Construction, and Maintenance Occupations" +4408,47-5023,"Earth Drillers, Except Oil and Gas",Earth Auger Operator,47,"Natural Resources, Construction, and Maintenance Occupations" +4409,47-5023,"Earth Drillers, Except Oil and Gas",Earth Boring Machine Operator,47,"Natural Resources, Construction, and Maintenance Occupations" +4410,47-5023,"Earth Drillers, Except Oil and Gas",Hard Rock Drill Operator,47,"Natural Resources, Construction, and Maintenance Occupations" +4411,47-5023,"Earth Drillers, Except Oil and Gas",Rock Drill Operator,47,"Natural Resources, Construction, and Maintenance Occupations" +4412,47-5032,"Explosives Workers, Ordnance Handling Experts, and Blasters",Blast Setter,47,"Natural Resources, Construction, and Maintenance Occupations" +4413,47-5032,"Explosives Workers, Ordnance Handling Experts, and Blasters",Blaster,47,"Natural Resources, Construction, and Maintenance Occupations" +4414,47-5032,"Explosives Workers, Ordnance Handling Experts, and Blasters",Dynamite Shooter,47,"Natural Resources, Construction, and Maintenance Occupations" +4415,47-5032,"Explosives Workers, Ordnance Handling Experts, and Blasters",Dynamiter,47,"Natural Resources, Construction, and Maintenance Occupations" +4416,47-5032,"Explosives Workers, Ordnance Handling Experts, and Blasters",Explosive Ordnance Handler,47,"Natural Resources, Construction, and Maintenance Occupations" +4417,47-5032,"Explosives Workers, Ordnance Handling Experts, and Blasters",Explosive Technician,47,"Natural Resources, Construction, and Maintenance Occupations" +4418,47-5032,"Explosives Workers, Ordnance Handling Experts, and Blasters",Mining Powder Crew Worker,47,"Natural Resources, Construction, and Maintenance Occupations" +4419,47-5032,"Explosives Workers, Ordnance Handling Experts, and Blasters",Tier and Detonator,47,"Natural Resources, Construction, and Maintenance Occupations" +4420,47-5032,"Explosives Workers, Ordnance Handling Experts, and Blasters",Unexploded Ordnance Quality Control Worker,47,"Natural Resources, Construction, and Maintenance Occupations" +4421,47-5041,Continuous Mining Machine Operators,Bore Miner Operator,47,"Natural Resources, Construction, and Maintenance Occupations" +4422,47-5041,Continuous Mining Machine Operators,Continuous Mining Machine Coal Miner,47,"Natural Resources, Construction, and Maintenance Occupations" +4423,47-5041,Continuous Mining Machine Operators,Continuous Mining Machine Lode Miner,47,"Natural Resources, Construction, and Maintenance Occupations" +4424,47-5041,Continuous Mining Machine Operators,Continuous Mining Machine Miner,47,"Natural Resources, Construction, and Maintenance Occupations" +4425,47-5041,Continuous Mining Machine Operators,Self-Propelled Mining Machine Operator,47,"Natural Resources, Construction, and Maintenance Occupations" +4426,47-5043,"Roof Bolters, Mining",Roof Bolter Operator,47,"Natural Resources, Construction, and Maintenance Occupations" +4427,47-5043,"Roof Bolters, Mining",Roof Bolting Coal Miner,47,"Natural Resources, Construction, and Maintenance Occupations" +4428,47-5043,"Roof Bolters, Mining",Underground Bolting Machine Operator,47,"Natural Resources, Construction, and Maintenance Occupations" +4429,47-5043,"Roof Bolters, Mining",Underground Roof Bolter,47,"Natural Resources, Construction, and Maintenance Occupations" +4430,47-5044,"Loading and Moving Machine Operators, Underground Mining",Coal Hauler Operator,47,"Natural Resources, Construction, and Maintenance Occupations" +4431,47-5044,"Loading and Moving Machine Operators, Underground Mining",Coke Loader,47,"Natural Resources, Construction, and Maintenance Occupations" +4432,47-5044,"Loading and Moving Machine Operators, Underground Mining",Joy Loader,47,"Natural Resources, Construction, and Maintenance Occupations" +4433,47-5044,"Loading and Moving Machine Operators, Underground Mining",Load Haul Dump Operator,47,"Natural Resources, Construction, and Maintenance Occupations" +4434,47-5044,"Loading and Moving Machine Operators, Underground Mining",Mine Shuttle Car Operator,47,"Natural Resources, Construction, and Maintenance Occupations" +4435,47-5044,"Loading and Moving Machine Operators, Underground Mining",Mobile Bridge Conveyor Operator,47,"Natural Resources, Construction, and Maintenance Occupations" +4436,47-5049,"Underground Mining Machine Operators, All Other",Clay Mine Cutting Machine Operator,47,"Natural Resources, Construction, and Maintenance Occupations" +4437,47-5049,"Underground Mining Machine Operators, All Other",Long Wall Mining Machine Tender,47,"Natural Resources, Construction, and Maintenance Occupations" +4438,47-5049,"Underground Mining Machine Operators, All Other",Long Wall Operator,47,"Natural Resources, Construction, and Maintenance Occupations" +4439,47-5049,"Underground Mining Machine Operators, All Other",Long Wall Plow Operator,47,"Natural Resources, Construction, and Maintenance Occupations" +4440,47-5049,"Underground Mining Machine Operators, All Other",Long Wall Shear Operator,47,"Natural Resources, Construction, and Maintenance Occupations" +4441,47-5049,"Underground Mining Machine Operators, All Other",Long Wall Shearer,47,"Natural Resources, Construction, and Maintenance Occupations" +4442,47-5049,"Underground Mining Machine Operators, All Other",Mine Cutting and Channeling Machine Operator,47,"Natural Resources, Construction, and Maintenance Occupations" +4443,47-5049,"Underground Mining Machine Operators, All Other",Rock Dust Sprayer,47,"Natural Resources, Construction, and Maintenance Occupations" +4444,47-5049,"Underground Mining Machine Operators, All Other",Rock Duster,47,"Natural Resources, Construction, and Maintenance Occupations" +4445,47-5049,"Underground Mining Machine Operators, All Other",Shale Planer Operator,47,"Natural Resources, Construction, and Maintenance Occupations" +4446,47-5049,"Underground Mining Machine Operators, All Other",Shearer Operator,47,"Natural Resources, Construction, and Maintenance Occupations" +4447,47-5049,"Underground Mining Machine Operators, All Other",Underground Jumbo Driller,47,"Natural Resources, Construction, and Maintenance Occupations" +4448,47-5051,"Rock Splitters, Quarry",Quarry Chop Saw Operator,47,"Natural Resources, Construction, and Maintenance Occupations" +4449,47-5051,"Rock Splitters, Quarry",Quarry Plug and Feather Driller,47,"Natural Resources, Construction, and Maintenance Occupations" +4450,47-5051,"Rock Splitters, Quarry",Sandstone Splitter,47,"Natural Resources, Construction, and Maintenance Occupations" +4451,47-5071,"Roustabouts, Oil and Gas",Gas Floorhand,47,"Natural Resources, Construction, and Maintenance Occupations" +4452,47-5071,"Roustabouts, Oil and Gas",Oil and Gas Floorhand,47,"Natural Resources, Construction, and Maintenance Occupations" +4453,47-5071,"Roustabouts, Oil and Gas",Oil Field Roustabout,47,"Natural Resources, Construction, and Maintenance Occupations" +4454,47-5071,"Roustabouts, Oil and Gas",Oil Rig Floorhand,47,"Natural Resources, Construction, and Maintenance Occupations" +4455,47-5071,"Roustabouts, Oil and Gas",Oil Rig Roughneck,47,"Natural Resources, Construction, and Maintenance Occupations" +4456,47-5071,"Roustabouts, Oil and Gas",Roustabout,47,"Natural Resources, Construction, and Maintenance Occupations" +4457,47-5071,"Roustabouts, Oil and Gas",Roustabout Pusher,47,"Natural Resources, Construction, and Maintenance Occupations" +4458,47-5081,Helpers--Extraction Workers,Blaster Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4459,47-5081,Helpers--Extraction Workers,Blasting Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4460,47-5081,Helpers--Extraction Workers,Boring Machine Operator Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4461,47-5081,Helpers--Extraction Workers,Continuous Miner Operator Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4462,47-5081,Helpers--Extraction Workers,Driller Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4463,47-5081,Helpers--Extraction Workers,Loading Machine Operator Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4464,47-5081,Helpers--Extraction Workers,Longwall Machine Operator Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4465,47-5081,Helpers--Extraction Workers,Mining Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4466,47-5081,Helpers--Extraction Workers,Roof Bolter Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4467,47-5081,Helpers--Extraction Workers,Rotary Drill Operator Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4468,47-5081,Helpers--Extraction Workers,Shale Planer Operator Helper,47,"Natural Resources, Construction, and Maintenance Occupations" +4469,47-5099,"Extraction Workers, All Other",Mine Milling Worker,47,"Natural Resources, Construction, and Maintenance Occupations" +4470,47-5099,"Extraction Workers, All Other",Mine Tailings Worker,47,"Natural Resources, Construction, and Maintenance Occupations" +4471,47-5099,"Extraction Workers, All Other","Muck Hauler, Extraction",47,"Natural Resources, Construction, and Maintenance Occupations" +4472,47-5099,"Extraction Workers, All Other","Sand Filler, Extraction",47,"Natural Resources, Construction, and Maintenance Occupations" +4473,49-1011,"First-Line Supervisors of Mechanics, Installers, and Repairers",Automobile Body Repair Supervisor,49,"Natural Resources, Construction, and Maintenance Occupations" +4474,49-1011,"First-Line Supervisors of Mechanics, Installers, and Repairers",Body Shop Supervisor,49,"Natural Resources, Construction, and Maintenance Occupations" +4475,49-1011,"First-Line Supervisors of Mechanics, Installers, and Repairers",Electronic Maintenance Supervisor,49,"Natural Resources, Construction, and Maintenance Occupations" +4476,49-1011,"First-Line Supervisors of Mechanics, Installers, and Repairers",Fleet Maintenance Supervisor,49,"Natural Resources, Construction, and Maintenance Occupations" +4477,49-1011,"First-Line Supervisors of Mechanics, Installers, and Repairers","Heating, Ventilation, and Air Conditioning Supervisor",49,"Natural Resources, Construction, and Maintenance Occupations" +4478,49-1011,"First-Line Supervisors of Mechanics, Installers, and Repairers",Oil Field Equipment Mechanic Supervisor,49,"Natural Resources, Construction, and Maintenance Occupations" +4479,49-1011,"First-Line Supervisors of Mechanics, Installers, and Repairers",Railroad Car Repair Supervisor,49,"Natural Resources, Construction, and Maintenance Occupations" +4480,49-1011,"First-Line Supervisors of Mechanics, Installers, and Repairers",Repair Department Supervisor,49,"Natural Resources, Construction, and Maintenance Occupations" +4481,49-2011,"Computer, Automated Teller, and Office Machine Repairers",ATM Servicer,49,"Natural Resources, Construction, and Maintenance Occupations" +4482,49-2011,"Computer, Automated Teller, and Office Machine Repairers",Cash Register Servicer,49,"Natural Resources, Construction, and Maintenance Occupations" +4483,49-2011,"Computer, Automated Teller, and Office Machine Repairers",Computer Repair Technician,49,"Natural Resources, Construction, and Maintenance Occupations" +4484,49-2011,"Computer, Automated Teller, and Office Machine Repairers",Computer Repairer,49,"Natural Resources, Construction, and Maintenance Occupations" +4485,49-2011,"Computer, Automated Teller, and Office Machine Repairers",Computer Service Technician,49,"Natural Resources, Construction, and Maintenance Occupations" +4486,49-2011,"Computer, Automated Teller, and Office Machine Repairers",Copier Technician,49,"Natural Resources, Construction, and Maintenance Occupations" +4487,49-2011,"Computer, Automated Teller, and Office Machine Repairers",Copying Machine Repairer,49,"Natural Resources, Construction, and Maintenance Occupations" +4488,49-2011,"Computer, Automated Teller, and Office Machine Repairers",Data Processing Equipment Repairer,49,"Natural Resources, Construction, and Maintenance Occupations" +4489,49-2011,"Computer, Automated Teller, and Office Machine Repairers",Photocopying Equipment Repairer,49,"Natural Resources, Construction, and Maintenance Occupations" +4490,49-2011,"Computer, Automated Teller, and Office Machine Repairers",Printer Repair Technician,49,"Natural Resources, Construction, and Maintenance Occupations" +4491,49-2021,"Radio, Cellular, and Tower Equipment Installers and Repairers",Radio Frequency Technician,49,"Natural Resources, Construction, and Maintenance Occupations" +4492,49-2021,"Radio, Cellular, and Tower Equipment Installers and Repairers",Radio Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4493,49-2021,"Radio, Cellular, and Tower Equipment Installers and Repairers",Radio Repairer,49,"Natural Resources, Construction, and Maintenance Occupations" +4494,49-2021,"Radio, Cellular, and Tower Equipment Installers and Repairers",Two-Way Radio Technician,49,"Natural Resources, Construction, and Maintenance Occupations" +4495,49-2022,"Telecommunications Equipment Installers and Repairers, Except Line Installers",Communications Equipment Installer,49,"Natural Resources, Construction, and Maintenance Occupations" +4496,49-2022,"Telecommunications Equipment Installers and Repairers, Except Line Installers",Fiber Optic Central Office Installer,49,"Natural Resources, Construction, and Maintenance Occupations" +4497,49-2022,"Telecommunications Equipment Installers and Repairers, Except Line Installers",Headend Technician,49,"Natural Resources, Construction, and Maintenance Occupations" +4498,49-2022,"Telecommunications Equipment Installers and Repairers, Except Line Installers",Private Branch Exchange (PBX ) Installer and Repairer,49,"Natural Resources, Construction, and Maintenance Occupations" +4499,49-2022,"Telecommunications Equipment Installers and Repairers, Except Line Installers",Switchboard Wirer,49,"Natural Resources, Construction, and Maintenance Occupations" +4500,49-2022,"Telecommunications Equipment Installers and Repairers, Except Line Installers",Telecommunications Switch Technician,49,"Natural Resources, Construction, and Maintenance Occupations" +4501,49-2091,Avionics Technicians,Aircraft Armament Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4502,49-2091,Avionics Technicians,Aircraft Electrician,49,"Natural Resources, Construction, and Maintenance Occupations" +4503,49-2091,Avionics Technicians,Aircraft Instrument Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4504,49-2091,Avionics Technicians,Airplane Electrician,49,"Natural Resources, Construction, and Maintenance Occupations" +4505,49-2091,Avionics Technicians,Automatic Pilot Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4506,49-2091,Avionics Technicians,Aviation Electronics Technician,49,"Natural Resources, Construction, and Maintenance Occupations" +4507,49-2091,Avionics Technicians,In-Flight Refueling System Repairer,49,"Natural Resources, Construction, and Maintenance Occupations" +4508,49-2092,"Electric Motor, Power Tool, and Related Repairers",AC/DC Rewinder,49,"Natural Resources, Construction, and Maintenance Occupations" +4509,49-2092,"Electric Motor, Power Tool, and Related Repairers",Armature Rewinder,49,"Natural Resources, Construction, and Maintenance Occupations" +4510,49-2092,"Electric Motor, Power Tool, and Related Repairers",Battery Repairer,49,"Natural Resources, Construction, and Maintenance Occupations" +4511,49-2092,"Electric Motor, Power Tool, and Related Repairers",Dynamo Repairer,49,"Natural Resources, Construction, and Maintenance Occupations" +4512,49-2092,"Electric Motor, Power Tool, and Related Repairers",Electric Motor Fitter,49,"Natural Resources, Construction, and Maintenance Occupations" +4513,49-2092,"Electric Motor, Power Tool, and Related Repairers",Electric Motor Rewinder,49,"Natural Resources, Construction, and Maintenance Occupations" +4514,49-2092,"Electric Motor, Power Tool, and Related Repairers",Electrical Parts Reconditioner,49,"Natural Resources, Construction, and Maintenance Occupations" +4515,49-2093,"Electrical and Electronics Installers and Repairers, Transportation Equipment",Locomotive Electrician,49,"Natural Resources, Construction, and Maintenance Occupations" +4516,49-2093,"Electrical and Electronics Installers and Repairers, Transportation Equipment",Marine Electronics Repairer,49,"Natural Resources, Construction, and Maintenance Occupations" +4517,49-2093,"Electrical and Electronics Installers and Repairers, Transportation Equipment",Marine Electronics Technician,49,"Natural Resources, Construction, and Maintenance Occupations" +4518,49-2094,"Electrical and Electronics Repairers, Commercial and Industrial Equipment",Industrial Aerial Installer,49,"Natural Resources, Construction, and Maintenance Occupations" +4519,49-2094,"Electrical and Electronics Repairers, Commercial and Industrial Equipment",Industrial Robotics Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4520,49-2094,"Electrical and Electronics Repairers, Commercial and Industrial Equipment",Missile Pad Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4521,49-2094,"Electrical and Electronics Repairers, Commercial and Industrial Equipment",Public Address System Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4522,49-2095,"Electrical and Electronics Repairers, Powerhouse, Substation, and Relay",Generating Station Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4523,49-2095,"Electrical and Electronics Repairers, Powerhouse, Substation, and Relay",Power Transformer Repairer,49,"Natural Resources, Construction, and Maintenance Occupations" +4524,49-2095,"Electrical and Electronics Repairers, Powerhouse, Substation, and Relay",Powerhouse Electrician,49,"Natural Resources, Construction, and Maintenance Occupations" +4525,49-2095,"Electrical and Electronics Repairers, Powerhouse, Substation, and Relay",Protective Relay Technician,49,"Natural Resources, Construction, and Maintenance Occupations" +4526,49-2095,"Electrical and Electronics Repairers, Powerhouse, Substation, and Relay",Relay Technician,49,"Natural Resources, Construction, and Maintenance Occupations" +4527,49-2095,"Electrical and Electronics Repairers, Powerhouse, Substation, and Relay",Substation Electrician,49,"Natural Resources, Construction, and Maintenance Occupations" +4528,49-2095,"Electrical and Electronics Repairers, Powerhouse, Substation, and Relay",Substation Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4529,49-2096,"Electronic Equipment Installers and Repairers, Motor Vehicles",Auto Electrician,49,"Natural Resources, Construction, and Maintenance Occupations" +4530,49-2096,"Electronic Equipment Installers and Repairers, Motor Vehicles",Auto Phone Installer,49,"Natural Resources, Construction, and Maintenance Occupations" +4531,49-2096,"Electronic Equipment Installers and Repairers, Motor Vehicles",Auto Radio Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4532,49-2096,"Electronic Equipment Installers and Repairers, Motor Vehicles",Automotive Electrician,49,"Natural Resources, Construction, and Maintenance Occupations" +4533,49-2096,"Electronic Equipment Installers and Repairers, Motor Vehicles",Car Alarm Installer,49,"Natural Resources, Construction, and Maintenance Occupations" +4534,49-2096,"Electronic Equipment Installers and Repairers, Motor Vehicles",Car Stereo Installer,49,"Natural Resources, Construction, and Maintenance Occupations" +4535,49-2096,"Electronic Equipment Installers and Repairers, Motor Vehicles",GPS Car Navigation Installer,49,"Natural Resources, Construction, and Maintenance Occupations" +4536,49-2096,"Electronic Equipment Installers and Repairers, Motor Vehicles",Mobile Electronics Installation Specialist,49,"Natural Resources, Construction, and Maintenance Occupations" +4537,49-2097,Audio-Visual Equipment Installers and Repairers,Cable Installation Technician,49,"Natural Resources, Construction, and Maintenance Occupations" +4538,49-2097,Audio-Visual Equipment Installers and Repairers,Electric Organ Checker,49,"Natural Resources, Construction, and Maintenance Occupations" +4539,49-2097,Audio-Visual Equipment Installers and Repairers,Electronic Musical Instrument Repairer,49,"Natural Resources, Construction, and Maintenance Occupations" +4540,49-2097,Audio-Visual Equipment Installers and Repairers,Home Stereo Equipment Installer,49,"Natural Resources, Construction, and Maintenance Occupations" +4541,49-2097,Audio-Visual Equipment Installers and Repairers,Home Theater Installer,49,"Natural Resources, Construction, and Maintenance Occupations" +4542,49-2097,Audio-Visual Equipment Installers and Repairers,Satellite Dish Installer,49,"Natural Resources, Construction, and Maintenance Occupations" +4543,49-2097,Audio-Visual Equipment Installers and Repairers,Stereo Equipment Installer,49,"Natural Resources, Construction, and Maintenance Occupations" +4544,49-2097,Audio-Visual Equipment Installers and Repairers,Television Installer,49,"Natural Resources, Construction, and Maintenance Occupations" +4545,49-2097,Audio-Visual Equipment Installers and Repairers,Television Repairer,49,"Natural Resources, Construction, and Maintenance Occupations" +4546,49-2097,Audio-Visual Equipment Installers and Repairers,Wireless Internet Installer,49,"Natural Resources, Construction, and Maintenance Occupations" +4547,49-2098,Security and Fire Alarm Systems Installers,Alarm Adjuster,49,"Natural Resources, Construction, and Maintenance Occupations" +4548,49-2098,Security and Fire Alarm Systems Installers,Alarm Technician,49,"Natural Resources, Construction, and Maintenance Occupations" +4549,49-2098,Security and Fire Alarm Systems Installers,Burglar Alarm Installer,49,"Natural Resources, Construction, and Maintenance Occupations" +4550,49-2098,Security and Fire Alarm Systems Installers,Fire Alarm Installer,49,"Natural Resources, Construction, and Maintenance Occupations" +4551,49-2098,Security and Fire Alarm Systems Installers,Fire Alarm Technician,49,"Natural Resources, Construction, and Maintenance Occupations" +4552,49-2098,Security and Fire Alarm Systems Installers,Home Security Alarm Installer,49,"Natural Resources, Construction, and Maintenance Occupations" +4553,49-3011,Aircraft Mechanics and Service Technicians,A&P Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4554,49-3011,Aircraft Mechanics and Service Technicians,Aircraft Engine Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4555,49-3011,Aircraft Mechanics and Service Technicians,Aircraft Engine Specialist,49,"Natural Resources, Construction, and Maintenance Occupations" +4556,49-3011,Aircraft Mechanics and Service Technicians,Airframe and Power Plant Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4557,49-3011,Aircraft Mechanics and Service Technicians,Airframe Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4558,49-3011,Aircraft Mechanics and Service Technicians,Airplane Rigger,49,"Natural Resources, Construction, and Maintenance Occupations" +4559,49-3011,Aircraft Mechanics and Service Technicians,FAA Certified Powerplant Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4560,49-3011,Aircraft Mechanics and Service Technicians,Flight Test Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4561,49-3011,Aircraft Mechanics and Service Technicians,Helicopter Engine Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4562,49-3011,Aircraft Mechanics and Service Technicians,Helicopter Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4563,49-3011,Aircraft Mechanics and Service Technicians,Jet Engine Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4564,49-3011,Aircraft Mechanics and Service Technicians,Propeller-Driven Airplane Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4565,49-3021,Automotive Body and Related Repairers,Auto Body Customizer,49,"Natural Resources, Construction, and Maintenance Occupations" +4566,49-3021,Automotive Body and Related Repairers,Auto Body Technician,49,"Natural Resources, Construction, and Maintenance Occupations" +4567,49-3021,Automotive Body and Related Repairers,Auto Body Worker,49,"Natural Resources, Construction, and Maintenance Occupations" +4568,49-3021,Automotive Body and Related Repairers,Auto Bumper Straightener,49,"Natural Resources, Construction, and Maintenance Occupations" +4569,49-3021,Automotive Body and Related Repairers,Body and Frame Technician,49,"Natural Resources, Construction, and Maintenance Occupations" +4570,49-3021,Automotive Body and Related Repairers,Body Shop Worker,49,"Natural Resources, Construction, and Maintenance Occupations" +4571,49-3021,Automotive Body and Related Repairers,Car Refinisher,49,"Natural Resources, Construction, and Maintenance Occupations" +4572,49-3021,Automotive Body and Related Repairers,Truck Body Repairer,49,"Natural Resources, Construction, and Maintenance Occupations" +4573,49-3021,Automotive Body and Related Repairers,Vehicle Body Sander,49,"Natural Resources, Construction, and Maintenance Occupations" +4574,49-3022,Automotive Glass Installers and Repairers,Auto Glass Installer,49,"Natural Resources, Construction, and Maintenance Occupations" +4575,49-3022,Automotive Glass Installers and Repairers,Auto Glass Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4576,49-3022,Automotive Glass Installers and Repairers,Automotive Glass Technician,49,"Natural Resources, Construction, and Maintenance Occupations" +4577,49-3022,Automotive Glass Installers and Repairers,Automotive Glazier,49,"Natural Resources, Construction, and Maintenance Occupations" +4578,49-3022,Automotive Glass Installers and Repairers,Windshield Installer,49,"Natural Resources, Construction, and Maintenance Occupations" +4579,49-3022,Automotive Glass Installers and Repairers,Windshield Repair Technician,49,"Natural Resources, Construction, and Maintenance Occupations" +4580,49-3023,Automotive Service Technicians and Mechanics,Auto Clutch Rebuilder,49,"Natural Resources, Construction, and Maintenance Occupations" +4581,49-3023,Automotive Service Technicians and Mechanics,Auto Clutch Specialist,49,"Natural Resources, Construction, and Maintenance Occupations" +4582,49-3023,Automotive Service Technicians and Mechanics,Auto Radiator Specialist,49,"Natural Resources, Construction, and Maintenance Occupations" +4583,49-3023,Automotive Service Technicians and Mechanics,Auto Suspension and Steering Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4584,49-3023,Automotive Service Technicians and Mechanics,Auto Transmission Specialist,49,"Natural Resources, Construction, and Maintenance Occupations" +4585,49-3023,Automotive Service Technicians and Mechanics,Automotive Alignment Specialist,49,"Natural Resources, Construction, and Maintenance Occupations" +4586,49-3023,Automotive Service Technicians and Mechanics,Automotive Brake Adjuster,49,"Natural Resources, Construction, and Maintenance Occupations" +4587,49-3023,Automotive Service Technicians and Mechanics,Automotive Brake Specialist,49,"Natural Resources, Construction, and Maintenance Occupations" +4588,49-3023,Automotive Service Technicians and Mechanics,Automotive Brake Technician,49,"Natural Resources, Construction, and Maintenance Occupations" +4589,49-3023,Automotive Service Technicians and Mechanics,Automotive Fuel Injection Servicer,49,"Natural Resources, Construction, and Maintenance Occupations" +4590,49-3023,Automotive Service Technicians and Mechanics,Automotive Fuel Systems Converter,49,"Natural Resources, Construction, and Maintenance Occupations" +4591,49-3023,Automotive Service Technicians and Mechanics,Automotive Specialty Technician,49,"Natural Resources, Construction, and Maintenance Occupations" +4592,49-3023,Automotive Service Technicians and Mechanics,Hybrid Car Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4593,49-3023,Automotive Service Technicians and Mechanics,Motor Tune-Up Specialist,49,"Natural Resources, Construction, and Maintenance Occupations" +4594,49-3031,Bus and Truck Mechanics and Diesel Engine Specialists,Biodiesel Engine Specialist,49,"Natural Resources, Construction, and Maintenance Occupations" +4595,49-3031,Bus and Truck Mechanics and Diesel Engine Specialists,Diesel Engine Fitter,49,"Natural Resources, Construction, and Maintenance Occupations" +4596,49-3031,Bus and Truck Mechanics and Diesel Engine Specialists,Diesel Service Technician,49,"Natural Resources, Construction, and Maintenance Occupations" +4597,49-3031,Bus and Truck Mechanics and Diesel Engine Specialists,Marine Diesel Technician,49,"Natural Resources, Construction, and Maintenance Occupations" +4598,49-3031,Bus and Truck Mechanics and Diesel Engine Specialists,School Bus Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4599,49-3031,Bus and Truck Mechanics and Diesel Engine Specialists,Tractor Trailer Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4600,49-3031,Bus and Truck Mechanics and Diesel Engine Specialists,Truck Engine Technician,49,"Natural Resources, Construction, and Maintenance Occupations" +4601,49-3041,Farm Equipment Mechanics and Service Technicians,Agricultural Equipment Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4602,49-3041,Farm Equipment Mechanics and Service Technicians,Combine Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4603,49-3041,Farm Equipment Mechanics and Service Technicians,Dairy Equipment Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4604,49-3041,Farm Equipment Mechanics and Service Technicians,Dairy Equipment Repairer,49,"Natural Resources, Construction, and Maintenance Occupations" +4605,49-3041,Farm Equipment Mechanics and Service Technicians,Harvester Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4606,49-3041,Farm Equipment Mechanics and Service Technicians,Irrigation Equipment Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4607,49-3041,Farm Equipment Mechanics and Service Technicians,Milking Machine Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4608,49-3041,Farm Equipment Mechanics and Service Technicians,Tractor Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4609,49-3042,"Mobile Heavy Equipment Mechanics, Except Engines",Bulldozer Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4610,49-3042,"Mobile Heavy Equipment Mechanics, Except Engines",Construction Equipment Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4611,49-3042,"Mobile Heavy Equipment Mechanics, Except Engines",Dragline Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4612,49-3042,"Mobile Heavy Equipment Mechanics, Except Engines",Forklift Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4613,49-3042,"Mobile Heavy Equipment Mechanics, Except Engines",Forklift Technician,49,"Natural Resources, Construction, and Maintenance Occupations" +4614,49-3042,"Mobile Heavy Equipment Mechanics, Except Engines",Logging Equipment Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4615,49-3043,Rail Car Repairers,Freight Car Repairer,49,"Natural Resources, Construction, and Maintenance Occupations" +4616,49-3043,Rail Car Repairers,Mine Car Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4617,49-3043,Rail Car Repairers,Rail Car Maintenance Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4618,49-3043,Rail Car Repairers,Rail Car Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4619,49-3043,Rail Car Repairers,Streetcar Repairer,49,"Natural Resources, Construction, and Maintenance Occupations" +4620,49-3043,Rail Car Repairers,Subway Car Repairer,49,"Natural Resources, Construction, and Maintenance Occupations" +4621,49-3043,Rail Car Repairers,Tank Car Reconditioner,49,"Natural Resources, Construction, and Maintenance Occupations" +4622,49-3043,Rail Car Repairers,Trolley Car Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4623,49-3043,Rail Car Repairers,Trolley Car Overhauler,49,"Natural Resources, Construction, and Maintenance Occupations" +4624,49-3051,Motorboat Mechanics and Service Technicians,Certified Marine Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4625,49-3051,Motorboat Mechanics and Service Technicians,Marine Propulsion Technician,49,"Natural Resources, Construction, and Maintenance Occupations" +4626,49-3051,Motorboat Mechanics and Service Technicians,Marine Technician,49,"Natural Resources, Construction, and Maintenance Occupations" +4627,49-3051,Motorboat Mechanics and Service Technicians,Motorboat Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4628,49-3051,Motorboat Mechanics and Service Technicians,Outboard Motor Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4629,49-3051,Motorboat Mechanics and Service Technicians,Outboard Technician,49,"Natural Resources, Construction, and Maintenance Occupations" +4630,49-3052,Motorcycle Mechanics,All Terrain Vehicle Technician,49,"Natural Resources, Construction, and Maintenance Occupations" +4631,49-3052,Motorcycle Mechanics,ATV Technician,49,"Natural Resources, Construction, and Maintenance Occupations" +4632,49-3052,Motorcycle Mechanics,Motor Scooter Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4633,49-3052,Motorcycle Mechanics,Motorcycle Repairer,49,"Natural Resources, Construction, and Maintenance Occupations" +4634,49-3052,Motorcycle Mechanics,Motorcycle Service Technician,49,"Natural Resources, Construction, and Maintenance Occupations" +4635,49-3052,Motorcycle Mechanics,Motorcycle Technician,49,"Natural Resources, Construction, and Maintenance Occupations" +4636,49-3052,Motorcycle Mechanics,Scooter Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4637,49-3053,Outdoor Power Equipment and Other Small Engine Mechanics,Chain Saw Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4638,49-3053,Outdoor Power Equipment and Other Small Engine Mechanics,Edge Trimmer Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4639,49-3053,Outdoor Power Equipment and Other Small Engine Mechanics,Electric Golf Cart Repairers,49,"Natural Resources, Construction, and Maintenance Occupations" +4640,49-3053,Outdoor Power Equipment and Other Small Engine Mechanics,Electric Wheelchair Repairer,49,"Natural Resources, Construction, and Maintenance Occupations" +4641,49-3053,Outdoor Power Equipment and Other Small Engine Mechanics,Go-Cart Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4642,49-3053,Outdoor Power Equipment and Other Small Engine Mechanics,Golf Cart Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4643,49-3053,Outdoor Power Equipment and Other Small Engine Mechanics,Lawn Mower Repairer,49,"Natural Resources, Construction, and Maintenance Occupations" +4644,49-3053,Outdoor Power Equipment and Other Small Engine Mechanics,Mobility Scooter Repairer,49,"Natural Resources, Construction, and Maintenance Occupations" +4645,49-3053,Outdoor Power Equipment and Other Small Engine Mechanics,Power Saw Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4646,49-3053,Outdoor Power Equipment and Other Small Engine Mechanics,Power Wheelchair Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4647,49-3053,Outdoor Power Equipment and Other Small Engine Mechanics,Snowblower Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4648,49-3053,Outdoor Power Equipment and Other Small Engine Mechanics,Snowmobile Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4649,49-3091,Bicycle Repairers,Bicycle Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4650,49-3091,Bicycle Repairers,Bicycle Service Technician,49,"Natural Resources, Construction, and Maintenance Occupations" +4651,49-3091,Bicycle Repairers,Bike Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4652,49-3092,Recreational Vehicle Service Technicians,Master Certified RV Technician,49,"Natural Resources, Construction, and Maintenance Occupations" +4653,49-3092,Recreational Vehicle Service Technicians,Mobile Service Recreational Vehicle Technician,49,"Natural Resources, Construction, and Maintenance Occupations" +4654,49-3092,Recreational Vehicle Service Technicians,Recreational Vehicle (RV) Repairer,49,"Natural Resources, Construction, and Maintenance Occupations" +4655,49-3092,Recreational Vehicle Service Technicians,Recreational Vehicle Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4656,49-3092,Recreational Vehicle Service Technicians,RV Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4657,49-3092,Recreational Vehicle Service Technicians,RV Servicer,49,"Natural Resources, Construction, and Maintenance Occupations" +4658,49-3092,Recreational Vehicle Service Technicians,RVDA Master Certified RV Technician,49,"Natural Resources, Construction, and Maintenance Occupations" +4659,49-3093,Tire Repairers and Changers,Auto Tire Worker,49,"Natural Resources, Construction, and Maintenance Occupations" +4660,49-3093,Tire Repairers and Changers,Tire Balancer,49,"Natural Resources, Construction, and Maintenance Occupations" +4661,49-3093,Tire Repairers and Changers,Tire Fixer,49,"Natural Resources, Construction, and Maintenance Occupations" +4662,49-3093,Tire Repairers and Changers,Tire Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4663,49-3093,Tire Repairers and Changers,Tire Mounter,49,"Natural Resources, Construction, and Maintenance Occupations" +4664,49-3093,Tire Repairers and Changers,Tire Servicer,49,"Natural Resources, Construction, and Maintenance Occupations" +4665,49-3093,Tire Repairers and Changers,Tire Technician,49,"Natural Resources, Construction, and Maintenance Occupations" +4666,49-9011,Mechanical Door Repairers,Automatic Door Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4667,49-9011,Mechanical Door Repairers,Door Closer Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4668,49-9011,Mechanical Door Repairers,Garage Door Technician,49,"Natural Resources, Construction, and Maintenance Occupations" +4669,49-9011,Mechanical Door Repairers,Overhead Door Technician,49,"Natural Resources, Construction, and Maintenance Occupations" +4670,49-9012,"Control and Valve Installers and Repairers, Except Mechanical Door",Air Valve Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4671,49-9012,"Control and Valve Installers and Repairers, Except Mechanical Door",Electric Meter Installer,49,"Natural Resources, Construction, and Maintenance Occupations" +4672,49-9012,"Control and Valve Installers and Repairers, Except Mechanical Door",Gas Meter Installer,49,"Natural Resources, Construction, and Maintenance Occupations" +4673,49-9012,"Control and Valve Installers and Repairers, Except Mechanical Door",Gas Meter Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4674,49-9012,"Control and Valve Installers and Repairers, Except Mechanical Door",Thermostat Repairer,49,"Natural Resources, Construction, and Maintenance Occupations" +4675,49-9012,"Control and Valve Installers and Repairers, Except Mechanical Door",Valve Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4676,49-9012,"Control and Valve Installers and Repairers, Except Mechanical Door",Water Meter Installer,49,"Natural Resources, Construction, and Maintenance Occupations" +4677,49-9021,"Heating, Air Conditioning, and Refrigeration Mechanics and Installers",Air Conditioning Service Technician,49,"Natural Resources, Construction, and Maintenance Occupations" +4678,49-9021,"Heating, Air Conditioning, and Refrigeration Mechanics and Installers",Bulk Cooler Installer,49,"Natural Resources, Construction, and Maintenance Occupations" +4679,49-9021,"Heating, Air Conditioning, and Refrigeration Mechanics and Installers",Evaporative Cooler Installer,49,"Natural Resources, Construction, and Maintenance Occupations" +4680,49-9021,"Heating, Air Conditioning, and Refrigeration Mechanics and Installers",Furnace Converter,49,"Natural Resources, Construction, and Maintenance Occupations" +4681,49-9021,"Heating, Air Conditioning, and Refrigeration Mechanics and Installers",Furnace Fitter,49,"Natural Resources, Construction, and Maintenance Occupations" +4682,49-9021,"Heating, Air Conditioning, and Refrigeration Mechanics and Installers",Gas Furnace Installer,49,"Natural Resources, Construction, and Maintenance Occupations" +4683,49-9021,"Heating, Air Conditioning, and Refrigeration Mechanics and Installers","Heating, Ventilation, and Air Conditioning (HVAC) Mechanic",49,"Natural Resources, Construction, and Maintenance Occupations" +4684,49-9021,"Heating, Air Conditioning, and Refrigeration Mechanics and Installers",Oil Burner Repairer,49,"Natural Resources, Construction, and Maintenance Occupations" +4685,49-9021,"Heating, Air Conditioning, and Refrigeration Mechanics and Installers",Oil Furnace Installer,49,"Natural Resources, Construction, and Maintenance Occupations" +4686,49-9021,"Heating, Air Conditioning, and Refrigeration Mechanics and Installers",Refrigeration Systems Installer,49,"Natural Resources, Construction, and Maintenance Occupations" +4687,49-9021,"Heating, Air Conditioning, and Refrigeration Mechanics and Installers",Stoker Installer,49,"Natural Resources, Construction, and Maintenance Occupations" +4688,49-9031,Home Appliance Repairers,Certified Appliance Service Technician,49,"Natural Resources, Construction, and Maintenance Occupations" +4689,49-9031,Home Appliance Repairers,Electric Stove Installer,49,"Natural Resources, Construction, and Maintenance Occupations" +4690,49-9031,Home Appliance Repairers,Gas Appliance Repairer,49,"Natural Resources, Construction, and Maintenance Occupations" +4691,49-9031,Home Appliance Repairers,Gas Appliance Servicer,49,"Natural Resources, Construction, and Maintenance Occupations" +4692,49-9031,Home Appliance Repairers,Home Appliance Installer,49,"Natural Resources, Construction, and Maintenance Occupations" +4693,49-9031,Home Appliance Repairers,Stove Installer,49,"Natural Resources, Construction, and Maintenance Occupations" +4694,49-9031,Home Appliance Repairers,Vacuum Cleaner Repair Person,49,"Natural Resources, Construction, and Maintenance Occupations" +4695,49-9031,Home Appliance Repairers,Vacuum Cleaner Repairer,49,"Natural Resources, Construction, and Maintenance Occupations" +4696,49-9031,Home Appliance Repairers,Washing Machine Installer,49,"Natural Resources, Construction, and Maintenance Occupations" +4697,49-9031,Home Appliance Repairers,Washing Machine Repairer,49,"Natural Resources, Construction, and Maintenance Occupations" +4698,49-9031,Home Appliance Repairers,Window Air Conditioner Installer,49,"Natural Resources, Construction, and Maintenance Occupations" +4699,49-9041,Industrial Machinery Mechanics,Bag Machine Adjuster,49,"Natural Resources, Construction, and Maintenance Occupations" +4700,49-9041,Industrial Machinery Mechanics,Boilerhouse Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4701,49-9041,Industrial Machinery Mechanics,Foundry Equipment Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4702,49-9041,Industrial Machinery Mechanics,Hydroelectric Machinery Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4703,49-9041,Industrial Machinery Mechanics,Industrial Conveyor Belt Repairer,49,"Natural Resources, Construction, and Maintenance Occupations" +4704,49-9041,Industrial Machinery Mechanics,Loom Fixer,49,"Natural Resources, Construction, and Maintenance Occupations" +4705,49-9041,Industrial Machinery Mechanics,Loom Technician,49,"Natural Resources, Construction, and Maintenance Occupations" +4706,49-9043,"Maintenance Workers, Machinery",Crane Oiler,49,"Natural Resources, Construction, and Maintenance Occupations" +4707,49-9044,Millwrights,Construction Millwright,49,"Natural Resources, Construction, and Maintenance Occupations" +4708,49-9044,Millwrights,Machine Erector,49,"Natural Resources, Construction, and Maintenance Occupations" +4709,49-9044,Millwrights,Machinery Dismantler,49,"Natural Resources, Construction, and Maintenance Occupations" +4710,49-9044,Millwrights,Maintenance Millwright,49,"Natural Resources, Construction, and Maintenance Occupations" +4711,49-9044,Millwrights,Manufacturing Millwright,49,"Natural Resources, Construction, and Maintenance Occupations" +4712,49-9045,"Refractory Materials Repairers, Except Brickmasons",Bondactor Machine Operator,49,"Natural Resources, Construction, and Maintenance Occupations" +4713,49-9045,"Refractory Materials Repairers, Except Brickmasons",Cupola Repairer,49,"Natural Resources, Construction, and Maintenance Occupations" +4714,49-9045,"Refractory Materials Repairers, Except Brickmasons",Kiln Door Builder,49,"Natural Resources, Construction, and Maintenance Occupations" +4715,49-9045,"Refractory Materials Repairers, Except Brickmasons",Ladle Repairer,49,"Natural Resources, Construction, and Maintenance Occupations" +4716,49-9045,"Refractory Materials Repairers, Except Brickmasons",Refractory Repairer,49,"Natural Resources, Construction, and Maintenance Occupations" +4717,49-9051,Electrical Power-Line Installers and Repairers,Electric Powerline Examiner,49,"Natural Resources, Construction, and Maintenance Occupations" +4718,49-9051,Electrical Power-Line Installers and Repairers,Electric Utility Lineworker,49,"Natural Resources, Construction, and Maintenance Occupations" +4719,49-9051,Electrical Power-Line Installers and Repairers,Electrical High Tension Tester,49,"Natural Resources, Construction, and Maintenance Occupations" +4720,49-9051,Electrical Power-Line Installers and Repairers,Electrical Lineworker,49,"Natural Resources, Construction, and Maintenance Occupations" +4721,49-9051,Electrical Power-Line Installers and Repairers,Power Lineworker,49,"Natural Resources, Construction, and Maintenance Occupations" +4722,49-9051,Electrical Power-Line Installers and Repairers,Underground Conduit Installer,49,"Natural Resources, Construction, and Maintenance Occupations" +4723,49-9052,Telecommunications Line Installers and Repairers,Cable Television Installer,49,"Natural Resources, Construction, and Maintenance Occupations" +4724,49-9052,Telecommunications Line Installers and Repairers,Fiber Optic Technician,49,"Natural Resources, Construction, and Maintenance Occupations" +4725,49-9052,Telecommunications Line Installers and Repairers,FIOS Line Installer,49,"Natural Resources, Construction, and Maintenance Occupations" +4726,49-9052,Telecommunications Line Installers and Repairers,Telecommunication Lines Repairer,49,"Natural Resources, Construction, and Maintenance Occupations" +4727,49-9052,Telecommunications Line Installers and Repairers,Telecommunications Line Installer,49,"Natural Resources, Construction, and Maintenance Occupations" +4728,49-9052,Telecommunications Line Installers and Repairers,Telephone Cable Splicer,49,"Natural Resources, Construction, and Maintenance Occupations" +4729,49-9052,Telecommunications Line Installers and Repairers,Telephone Lines Repairer,49,"Natural Resources, Construction, and Maintenance Occupations" +4730,49-9052,Telecommunications Line Installers and Repairers,Telephone Lineworker,49,"Natural Resources, Construction, and Maintenance Occupations" +4731,49-9061,Camera and Photographic Equipment Repairers,Aircraft Photographic Equipment Repairer,49,"Natural Resources, Construction, and Maintenance Occupations" +4732,49-9061,Camera and Photographic Equipment Repairers,Camera Machinist,49,"Natural Resources, Construction, and Maintenance Occupations" +4733,49-9061,Camera and Photographic Equipment Repairers,Camera Repair Technician,49,"Natural Resources, Construction, and Maintenance Occupations" +4734,49-9061,Camera and Photographic Equipment Repairers,Camera Repairer,49,"Natural Resources, Construction, and Maintenance Occupations" +4735,49-9061,Camera and Photographic Equipment Repairers,Photographic Equipment Technician,49,"Natural Resources, Construction, and Maintenance Occupations" +4736,49-9062,Medical Equipment Repairers,Biomedical Electronics Technician,49,"Natural Resources, Construction, and Maintenance Occupations" +4737,49-9062,Medical Equipment Repairers,Biomedical Equipment Technician,49,"Natural Resources, Construction, and Maintenance Occupations" +4738,49-9062,Medical Equipment Repairers,BMET,49,"Natural Resources, Construction, and Maintenance Occupations" +4739,49-9062,Medical Equipment Repairers,Certified Biomedical Equipment Technician,49,"Natural Resources, Construction, and Maintenance Occupations" +4740,49-9062,Medical Equipment Repairers,Dental Equipment Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4741,49-9062,Medical Equipment Repairers,Dental Equipment Repairer,49,"Natural Resources, Construction, and Maintenance Occupations" +4742,49-9062,Medical Equipment Repairers,Durable Medical Equipment Repairer,49,"Natural Resources, Construction, and Maintenance Occupations" +4743,49-9062,Medical Equipment Repairers,Electromedical Equipment Technician,49,"Natural Resources, Construction, and Maintenance Occupations" +4744,49-9062,Medical Equipment Repairers,Radiology Equipment Servicer,49,"Natural Resources, Construction, and Maintenance Occupations" +4745,49-9062,Medical Equipment Repairers,Surgical Instrument Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4746,49-9063,Musical Instrument Repairers and Tuners,Accordion Repairer,49,"Natural Resources, Construction, and Maintenance Occupations" +4747,49-9063,Musical Instrument Repairers and Tuners,Band Instrument Repair Technician,49,"Natural Resources, Construction, and Maintenance Occupations" +4748,49-9063,Musical Instrument Repairers and Tuners,Banjo Repairer,49,"Natural Resources, Construction, and Maintenance Occupations" +4749,49-9063,Musical Instrument Repairers and Tuners,Bow Rehairer,49,"Natural Resources, Construction, and Maintenance Occupations" +4750,49-9063,Musical Instrument Repairers and Tuners,Brass and Wind Instrument Repairer,49,"Natural Resources, Construction, and Maintenance Occupations" +4751,49-9063,Musical Instrument Repairers and Tuners,Chip Tuner,49,"Natural Resources, Construction, and Maintenance Occupations" +4752,49-9063,Musical Instrument Repairers and Tuners,Fretted String Instrument Repairer,49,"Natural Resources, Construction, and Maintenance Occupations" +4753,49-9063,Musical Instrument Repairers and Tuners,Guitar Builder,49,"Natural Resources, Construction, and Maintenance Occupations" +4754,49-9063,Musical Instrument Repairers and Tuners,Guitar Repairer,49,"Natural Resources, Construction, and Maintenance Occupations" +4755,49-9063,Musical Instrument Repairers and Tuners,Keyboard Instrument Repairer,49,"Natural Resources, Construction, and Maintenance Occupations" +4756,49-9063,Musical Instrument Repairers and Tuners,Luthier,49,"Natural Resources, Construction, and Maintenance Occupations" +4757,49-9063,Musical Instrument Repairers and Tuners,Mandolin Repairer,49,"Natural Resources, Construction, and Maintenance Occupations" +4758,49-9063,Musical Instrument Repairers and Tuners,Organ Installer,49,"Natural Resources, Construction, and Maintenance Occupations" +4759,49-9063,Musical Instrument Repairers and Tuners,Organ Tuner,49,"Natural Resources, Construction, and Maintenance Occupations" +4760,49-9063,Musical Instrument Repairers and Tuners,Percussion Instrument Repairer,49,"Natural Resources, Construction, and Maintenance Occupations" +4761,49-9063,Musical Instrument Repairers and Tuners,Piano Regulator,49,"Natural Resources, Construction, and Maintenance Occupations" +4762,49-9063,Musical Instrument Repairers and Tuners,Piano Technician,49,"Natural Resources, Construction, and Maintenance Occupations" +4763,49-9063,Musical Instrument Repairers and Tuners,Piano Tuner,49,"Natural Resources, Construction, and Maintenance Occupations" +4764,49-9063,Musical Instrument Repairers and Tuners,Pipe Organ Technician,49,"Natural Resources, Construction, and Maintenance Occupations" +4765,49-9063,Musical Instrument Repairers and Tuners,Stringed Instrument Repairer,49,"Natural Resources, Construction, and Maintenance Occupations" +4766,49-9063,Musical Instrument Repairers and Tuners,Tone Regulator,49,"Natural Resources, Construction, and Maintenance Occupations" +4767,49-9063,Musical Instrument Repairers and Tuners,Violin Repairer,49,"Natural Resources, Construction, and Maintenance Occupations" +4768,49-9064,Watch and Clock Repairers,Antique Clock Repairer,49,"Natural Resources, Construction, and Maintenance Occupations" +4769,49-9064,Watch and Clock Repairers,Chronometer Repairer,49,"Natural Resources, Construction, and Maintenance Occupations" +4770,49-9064,Watch and Clock Repairers,Clock Repair Technician,49,"Natural Resources, Construction, and Maintenance Occupations" +4771,49-9064,Watch and Clock Repairers,Clockmaker,49,"Natural Resources, Construction, and Maintenance Occupations" +4772,49-9064,Watch and Clock Repairers,Clocksmith,49,"Natural Resources, Construction, and Maintenance Occupations" +4773,49-9064,Watch and Clock Repairers,Horologist,49,"Natural Resources, Construction, and Maintenance Occupations" +4774,49-9064,Watch and Clock Repairers,Time Piece Repairer,49,"Natural Resources, Construction, and Maintenance Occupations" +4775,49-9064,Watch and Clock Repairers,Watchmaker,49,"Natural Resources, Construction, and Maintenance Occupations" +4776,49-9069,"Precision Instrument and Equipment Repairers, All Other",Gyroscope Repairer,49,"Natural Resources, Construction, and Maintenance Occupations" +4777,49-9069,"Precision Instrument and Equipment Repairers, All Other",Scale Adjuster,49,"Natural Resources, Construction, and Maintenance Occupations" +4778,49-9069,"Precision Instrument and Equipment Repairers, All Other",Telescope Repairer,49,"Natural Resources, Construction, and Maintenance Occupations" +4779,49-9071,"Maintenance and Repair Workers, General",Building Maintenance Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4780,49-9071,"Maintenance and Repair Workers, General",Building Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4781,49-9071,"Maintenance and Repair Workers, General",Building Services Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4782,49-9071,"Maintenance and Repair Workers, General",Facilities Maintenance Worker,49,"Natural Resources, Construction, and Maintenance Occupations" +4783,49-9071,"Maintenance and Repair Workers, General",General Maintenance Worker,49,"Natural Resources, Construction, and Maintenance Occupations" +4784,49-9071,"Maintenance and Repair Workers, General",Maintenance Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4785,49-9071,"Maintenance and Repair Workers, General",Mechanics Handyman,49,"Natural Resources, Construction, and Maintenance Occupations" +4786,49-9071,"Maintenance and Repair Workers, General",Plant Maintenance Technician,49,"Natural Resources, Construction, and Maintenance Occupations" +4787,49-9081,Wind Turbine Service Technicians,Wind Energy Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4788,49-9081,Wind Turbine Service Technicians,Wind Energy Technician,49,"Natural Resources, Construction, and Maintenance Occupations" +4789,49-9081,Wind Turbine Service Technicians,Wind Turbine Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4790,49-9081,Wind Turbine Service Technicians,Wind Turbine Technician,49,"Natural Resources, Construction, and Maintenance Occupations" +4791,49-9091,"Coin, Vending, and Amusement Machine Servicers and Repairers",Arcade Games Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4792,49-9091,"Coin, Vending, and Amusement Machine Servicers and Repairers",Coin Box Collector,49,"Natural Resources, Construction, and Maintenance Occupations" +4793,49-9091,"Coin, Vending, and Amusement Machine Servicers and Repairers",Juke Box Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4794,49-9091,"Coin, Vending, and Amusement Machine Servicers and Repairers",Parking Meter Collector,49,"Natural Resources, Construction, and Maintenance Occupations" +4795,49-9091,"Coin, Vending, and Amusement Machine Servicers and Repairers",Slot Machine Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4796,49-9091,"Coin, Vending, and Amusement Machine Servicers and Repairers",Slot Technician,49,"Natural Resources, Construction, and Maintenance Occupations" +4797,49-9091,"Coin, Vending, and Amusement Machine Servicers and Repairers",Stamp Machine Servicer,49,"Natural Resources, Construction, and Maintenance Occupations" +4798,49-9091,"Coin, Vending, and Amusement Machine Servicers and Repairers",Vending Machine Filler,49,"Natural Resources, Construction, and Maintenance Occupations" +4799,49-9092,Commercial Divers,Marine Diver,49,"Natural Resources, Construction, and Maintenance Occupations" +4800,49-9092,Commercial Divers,Non Destructive Testing Underwater Welder,49,"Natural Resources, Construction, and Maintenance Occupations" +4801,49-9092,Commercial Divers,Salvage Diver,49,"Natural Resources, Construction, and Maintenance Occupations" +4802,49-9092,Commercial Divers,Scuba Diver,49,"Natural Resources, Construction, and Maintenance Occupations" +4803,49-9092,Commercial Divers,Submarine Diver,49,"Natural Resources, Construction, and Maintenance Occupations" +4804,49-9092,Commercial Divers,Underwater Welder,49,"Natural Resources, Construction, and Maintenance Occupations" +4805,49-9094,Locksmiths and Safe Repairers,Key Maker,49,"Natural Resources, Construction, and Maintenance Occupations" +4806,49-9094,Locksmiths and Safe Repairers,Keysmith,49,"Natural Resources, Construction, and Maintenance Occupations" +4807,49-9094,Locksmiths and Safe Repairers,Lock Expert,49,"Natural Resources, Construction, and Maintenance Occupations" +4808,49-9094,Locksmiths and Safe Repairers,Lock Fitter,49,"Natural Resources, Construction, and Maintenance Occupations" +4809,49-9094,Locksmiths and Safe Repairers,Lock Setter,49,"Natural Resources, Construction, and Maintenance Occupations" +4810,49-9094,Locksmiths and Safe Repairers,Lock Technician,49,"Natural Resources, Construction, and Maintenance Occupations" +4811,49-9094,Locksmiths and Safe Repairers,Locksmith,49,"Natural Resources, Construction, and Maintenance Occupations" +4812,49-9094,Locksmiths and Safe Repairers,Safe and Vault Installer,49,"Natural Resources, Construction, and Maintenance Occupations" +4813,49-9094,Locksmiths and Safe Repairers,Safe and Vault Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4814,49-9095,Manufactured Building and Mobile Home Installers,Housetrailer Servicer,49,"Natural Resources, Construction, and Maintenance Occupations" +4815,49-9095,Manufactured Building and Mobile Home Installers,Mobile Home Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4816,49-9095,Manufactured Building and Mobile Home Installers,Mobile Home Servicer,49,"Natural Resources, Construction, and Maintenance Occupations" +4817,49-9095,Manufactured Building and Mobile Home Installers,Mobile Home Technician,49,"Natural Resources, Construction, and Maintenance Occupations" +4818,49-9095,Manufactured Building and Mobile Home Installers,Modular Home Crew Member,49,"Natural Resources, Construction, and Maintenance Occupations" +4819,49-9096,Riggers,Acrobatic Rigger,49,"Natural Resources, Construction, and Maintenance Occupations" +4820,49-9096,Riggers,Boat Rigger,49,"Natural Resources, Construction, and Maintenance Occupations" +4821,49-9096,Riggers,Crane Rigger,49,"Natural Resources, Construction, and Maintenance Occupations" +4822,49-9096,Riggers,Fly Rail Operator,49,"Natural Resources, Construction, and Maintenance Occupations" +4823,49-9096,Riggers,Gantry Rigger,49,"Natural Resources, Construction, and Maintenance Occupations" +4824,49-9096,Riggers,High Rigger,49,"Natural Resources, Construction, and Maintenance Occupations" +4825,49-9096,Riggers,Marine Rigger,49,"Natural Resources, Construction, and Maintenance Occupations" +4826,49-9096,Riggers,Parachute Rigger,49,"Natural Resources, Construction, and Maintenance Occupations" +4827,49-9096,Riggers,Ship Rigger,49,"Natural Resources, Construction, and Maintenance Occupations" +4828,49-9096,Riggers,Theatrical Rigger,49,"Natural Resources, Construction, and Maintenance Occupations" +4829,49-9096,Riggers,Wire Rigger,49,"Natural Resources, Construction, and Maintenance Occupations" +4830,49-9096,Riggers,Yacht Rigger,49,"Natural Resources, Construction, and Maintenance Occupations" +4831,49-9096,Riggers,Yard Rigger,49,"Natural Resources, Construction, and Maintenance Occupations" +4832,49-9097,Signal and Track Switch Repairers,Electric Track Switch Maintainer,49,"Natural Resources, Construction, and Maintenance Occupations" +4833,49-9097,Signal and Track Switch Repairers,Light Rail Signal Technician,49,"Natural Resources, Construction, and Maintenance Occupations" +4834,49-9097,Signal and Track Switch Repairers,Rail Signal Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4835,49-9097,Signal and Track Switch Repairers,Railway Signal Technician,49,"Natural Resources, Construction, and Maintenance Occupations" +4836,49-9097,Signal and Track Switch Repairers,Third Rail Installer,49,"Natural Resources, Construction, and Maintenance Occupations" +4837,49-9097,Signal and Track Switch Repairers,Train Control Electronic Technician,49,"Natural Resources, Construction, and Maintenance Occupations" +4838,49-9097,Signal and Track Switch Repairers,Train Control Technician,49,"Natural Resources, Construction, and Maintenance Occupations" +4839,49-9098,"Helpers--Installation, Maintenance, and Repair Workers",Automobile Body Repairer Helper,49,"Natural Resources, Construction, and Maintenance Occupations" +4840,49-9098,"Helpers--Installation, Maintenance, and Repair Workers",Cable Splicer Helper,49,"Natural Resources, Construction, and Maintenance Occupations" +4841,49-9098,"Helpers--Installation, Maintenance, and Repair Workers",Hydroelectric Machinery Mechanic Helper,49,"Natural Resources, Construction, and Maintenance Occupations" +4842,49-9098,"Helpers--Installation, Maintenance, and Repair Workers",Locksmith Helper,49,"Natural Resources, Construction, and Maintenance Occupations" +4843,49-9098,"Helpers--Installation, Maintenance, and Repair Workers",Logging Equipment Mechanic Helper,49,"Natural Resources, Construction, and Maintenance Occupations" +4844,49-9098,"Helpers--Installation, Maintenance, and Repair Workers",Mechanic's Assistant,49,"Natural Resources, Construction, and Maintenance Occupations" +4845,49-9098,"Helpers--Installation, Maintenance, and Repair Workers",Meter Repairer Helper,49,"Natural Resources, Construction, and Maintenance Occupations" +4846,49-9098,"Helpers--Installation, Maintenance, and Repair Workers",Motorboat Mechanic Helper,49,"Natural Resources, Construction, and Maintenance Occupations" +4847,49-9098,"Helpers--Installation, Maintenance, and Repair Workers",Powerhouse Mechanic Helper,49,"Natural Resources, Construction, and Maintenance Occupations" +4848,49-9098,"Helpers--Installation, Maintenance, and Repair Workers",Streetcar Repairer Helper,49,"Natural Resources, Construction, and Maintenance Occupations" +4849,49-9099,"Installation, Maintenance, and Repair Workers, All Other",Bowling Alley Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4850,49-9099,"Installation, Maintenance, and Repair Workers, All Other",Curtain Mender,49,"Natural Resources, Construction, and Maintenance Occupations" +4851,49-9099,"Installation, Maintenance, and Repair Workers, All Other",Fabric Awning Repairer,49,"Natural Resources, Construction, and Maintenance Occupations" +4852,49-9099,"Installation, Maintenance, and Repair Workers, All Other",Fire Extinguisher Installer,49,"Natural Resources, Construction, and Maintenance Occupations" +4853,49-9099,"Installation, Maintenance, and Repair Workers, All Other",Gasoline Pump Installer,49,"Natural Resources, Construction, and Maintenance Occupations" +4854,49-9099,"Installation, Maintenance, and Repair Workers, All Other",Gunsmith,49,"Natural Resources, Construction, and Maintenance Occupations" +4855,49-9099,"Installation, Maintenance, and Repair Workers, All Other",Hand-Woven Carpet and Rug Mender,49,"Natural Resources, Construction, and Maintenance Occupations" +4856,49-9099,"Installation, Maintenance, and Repair Workers, All Other",Parachute Repairer,49,"Natural Resources, Construction, and Maintenance Occupations" +4857,49-9099,"Installation, Maintenance, and Repair Workers, All Other",Sail Repairer,49,"Natural Resources, Construction, and Maintenance Occupations" +4858,49-9099,"Installation, Maintenance, and Repair Workers, All Other",Ski Lift Mechanic,49,"Natural Resources, Construction, and Maintenance Occupations" +4859,49-9099,"Installation, Maintenance, and Repair Workers, All Other",Tarp Repairer,49,"Natural Resources, Construction, and Maintenance Occupations" +4860,49-9099,"Installation, Maintenance, and Repair Workers, All Other",Wheelwright,49,"Natural Resources, Construction, and Maintenance Occupations" +4861,49-9099,"Installation, Maintenance, and Repair Workers, All Other",Window Shade Installer,49,"Natural Resources, Construction, and Maintenance Occupations" +4862,51-1011,First-Line Supervisors of Production and Operating Workers,Assembly Line Supervisor,51,"Production, Transportation, and Material Moving Occupations" +4863,51-1011,First-Line Supervisors of Production and Operating Workers,Assembly Supervisor,51,"Production, Transportation, and Material Moving Occupations" +4864,51-1011,First-Line Supervisors of Production and Operating Workers,Die Cast Supervisor,51,"Production, Transportation, and Material Moving Occupations" +4865,51-1011,First-Line Supervisors of Production and Operating Workers,Machine Assembler Supervisor,51,"Production, Transportation, and Material Moving Occupations" +4866,51-1011,First-Line Supervisors of Production and Operating Workers,Machinist Supervisor,51,"Production, Transportation, and Material Moving Occupations" +4867,51-1011,First-Line Supervisors of Production and Operating Workers,Molding Supervisor,51,"Production, Transportation, and Material Moving Occupations" +4868,51-1011,First-Line Supervisors of Production and Operating Workers,Paper Machine Supervisor,51,"Production, Transportation, and Material Moving Occupations" +4869,51-1011,First-Line Supervisors of Production and Operating Workers,Printing Supervisor,51,"Production, Transportation, and Material Moving Occupations" +4870,51-1011,First-Line Supervisors of Production and Operating Workers,Printing Worker Supervisor,51,"Production, Transportation, and Material Moving Occupations" +4871,51-1011,First-Line Supervisors of Production and Operating Workers,Tool Room Supervisor,51,"Production, Transportation, and Material Moving Occupations" +4872,51-2011,"Aircraft Structure, Surfaces, Rigging, and Systems Assemblers",Aircraft De-Icer Installer,51,"Production, Transportation, and Material Moving Occupations" +4873,51-2011,"Aircraft Structure, Surfaces, Rigging, and Systems Assemblers",Aircraft Fuselage Framer,51,"Production, Transportation, and Material Moving Occupations" +4874,51-2011,"Aircraft Structure, Surfaces, Rigging, and Systems Assemblers",Aircraft Layout Worker,51,"Production, Transportation, and Material Moving Occupations" +4875,51-2011,"Aircraft Structure, Surfaces, Rigging, and Systems Assemblers",Aircraft Line Assembler,51,"Production, Transportation, and Material Moving Occupations" +4876,51-2011,"Aircraft Structure, Surfaces, Rigging, and Systems Assemblers",Aircraft Part Assembler,51,"Production, Transportation, and Material Moving Occupations" +4877,51-2011,"Aircraft Structure, Surfaces, Rigging, and Systems Assemblers",Aircraft Riveter,51,"Production, Transportation, and Material Moving Occupations" +4878,51-2011,"Aircraft Structure, Surfaces, Rigging, and Systems Assemblers",Aircraft Sheet Metal Mechanic,51,"Production, Transportation, and Material Moving Occupations" +4879,51-2011,"Aircraft Structure, Surfaces, Rigging, and Systems Assemblers",Helicopter Airframe Mechanic,51,"Production, Transportation, and Material Moving Occupations" +4880,51-2011,"Aircraft Structure, Surfaces, Rigging, and Systems Assemblers",Propeller Layout Worker,51,"Production, Transportation, and Material Moving Occupations" +4881,51-2011,"Aircraft Structure, Surfaces, Rigging, and Systems Assemblers",Wing Coverer,51,"Production, Transportation, and Material Moving Occupations" +4882,51-2021,"Coil Winders, Tapers, and Finishers",Coil Builder,51,"Production, Transportation, and Material Moving Occupations" +4883,51-2021,"Coil Winders, Tapers, and Finishers",Coil Former,51,"Production, Transportation, and Material Moving Occupations" +4884,51-2021,"Coil Winders, Tapers, and Finishers",Coil Winder,51,"Production, Transportation, and Material Moving Occupations" +4885,51-2021,"Coil Winders, Tapers, and Finishers",Motor Rewinder,51,"Production, Transportation, and Material Moving Occupations" +4886,51-2021,"Coil Winders, Tapers, and Finishers",Motor Winder,51,"Production, Transportation, and Material Moving Occupations" +4887,51-2021,"Coil Winders, Tapers, and Finishers",Multiple Coil Winder,51,"Production, Transportation, and Material Moving Occupations" +4888,51-2021,"Coil Winders, Tapers, and Finishers",Rotor Coil Taper,51,"Production, Transportation, and Material Moving Occupations" +4889,51-2021,"Coil Winders, Tapers, and Finishers",Wire Coiler,51,"Production, Transportation, and Material Moving Occupations" +4890,51-2021,"Coil Winders, Tapers, and Finishers",Wire Winder,51,"Production, Transportation, and Material Moving Occupations" +4891,51-2021,"Coil Winders, Tapers, and Finishers",Wire Winding Machine Tender,51,"Production, Transportation, and Material Moving Occupations" +4892,51-2022,Electrical and Electronic Equipment Assemblers,Anode Builder,51,"Production, Transportation, and Material Moving Occupations" +4893,51-2022,Electrical and Electronic Equipment Assemblers,Armature Assembler,51,"Production, Transportation, and Material Moving Occupations" +4894,51-2022,Electrical and Electronic Equipment Assemblers,Battery Assembler,51,"Production, Transportation, and Material Moving Occupations" +4895,51-2022,Electrical and Electronic Equipment Assemblers,Battery Builder,51,"Production, Transportation, and Material Moving Occupations" +4896,51-2022,Electrical and Electronic Equipment Assemblers,Breaker Unit Assembler,51,"Production, Transportation, and Material Moving Occupations" +4897,51-2022,Electrical and Electronic Equipment Assemblers,Circuit Board Assembler,51,"Production, Transportation, and Material Moving Occupations" +4898,51-2022,Electrical and Electronic Equipment Assemblers,Computer Assembler,51,"Production, Transportation, and Material Moving Occupations" +4899,51-2022,Electrical and Electronic Equipment Assemblers,Coping Machine Assembler,51,"Production, Transportation, and Material Moving Occupations" +4900,51-2022,Electrical and Electronic Equipment Assemblers,Electric Motor Controls Assembler,51,"Production, Transportation, and Material Moving Occupations" +4901,51-2022,Electrical and Electronic Equipment Assemblers,Electric Sign Assembler,51,"Production, Transportation, and Material Moving Occupations" +4902,51-2022,Electrical and Electronic Equipment Assemblers,Electrical Assembler,51,"Production, Transportation, and Material Moving Occupations" +4903,51-2022,Electrical and Electronic Equipment Assemblers,Electrical Controls Assembler,51,"Production, Transportation, and Material Moving Occupations" +4904,51-2022,Electrical and Electronic Equipment Assemblers,Electronic Assembler,51,"Production, Transportation, and Material Moving Occupations" +4905,51-2022,Electrical and Electronic Equipment Assemblers,Electronic Sensing Equipment Assembler,51,"Production, Transportation, and Material Moving Occupations" +4906,51-2022,Electrical and Electronic Equipment Assemblers,Electronic Wirer,51,"Production, Transportation, and Material Moving Occupations" +4907,51-2022,Electrical and Electronic Equipment Assemblers,Switchbox Assembler,51,"Production, Transportation, and Material Moving Occupations" +4908,51-2022,Electrical and Electronic Equipment Assemblers,Transformer Assembler,51,"Production, Transportation, and Material Moving Occupations" +4909,51-2022,Electrical and Electronic Equipment Assemblers,Transformer Maker,51,"Production, Transportation, and Material Moving Occupations" +4910,51-2023,Electromechanical Equipment Assemblers,Electromechanical Assembler,51,"Production, Transportation, and Material Moving Occupations" +4911,51-2023,Electromechanical Equipment Assemblers,Microwave Oven Assembler,51,"Production, Transportation, and Material Moving Occupations" +4912,51-2023,Electromechanical Equipment Assemblers,Programmable Logic Controller Assembler,51,"Production, Transportation, and Material Moving Occupations" +4913,51-2023,Electromechanical Equipment Assemblers,Synchronous Motor Assembler,51,"Production, Transportation, and Material Moving Occupations" +4914,51-2023,Electromechanical Equipment Assemblers,Vacuum Cleaner Assembler,51,"Production, Transportation, and Material Moving Occupations" +4915,51-2023,Electromechanical Equipment Assemblers,Vending Machine Assembler,51,"Production, Transportation, and Material Moving Occupations" +4916,51-2031,Engine and Other Machine Assemblers,Aircraft Engine Assembler,51,"Production, Transportation, and Material Moving Occupations" +4917,51-2031,Engine and Other Machine Assemblers,Assembling Motor Builder,51,"Production, Transportation, and Material Moving Occupations" +4918,51-2031,Engine and Other Machine Assemblers,Clutch Housing Assembler,51,"Production, Transportation, and Material Moving Occupations" +4919,51-2031,Engine and Other Machine Assemblers,Engine Builder,51,"Production, Transportation, and Material Moving Occupations" +4920,51-2031,Engine and Other Machine Assemblers,Gas Turbine Assembler,51,"Production, Transportation, and Material Moving Occupations" +4921,51-2031,Engine and Other Machine Assemblers,Generator Assembler,51,"Production, Transportation, and Material Moving Occupations" +4922,51-2031,Engine and Other Machine Assemblers,Jet Engine Assembler,51,"Production, Transportation, and Material Moving Occupations" +4923,51-2031,Engine and Other Machine Assemblers,Machine Builder,51,"Production, Transportation, and Material Moving Occupations" +4924,51-2031,Engine and Other Machine Assemblers,Sewing Machine Assembler,51,"Production, Transportation, and Material Moving Occupations" +4925,51-2031,Engine and Other Machine Assemblers,Steam Turbine Assembler,51,"Production, Transportation, and Material Moving Occupations" +4926,51-2031,Engine and Other Machine Assemblers,Truck Transmission Assembler,51,"Production, Transportation, and Material Moving Occupations" +4927,51-2031,Engine and Other Machine Assemblers,Truck Transmission Builder,51,"Production, Transportation, and Material Moving Occupations" +4928,51-2041,Structural Metal Fabricators and Fitters,Mill Beam Fitter,51,"Production, Transportation, and Material Moving Occupations" +4929,51-2041,Structural Metal Fabricators and Fitters,Protector Plate Attacher,51,"Production, Transportation, and Material Moving Occupations" +4930,51-2051,Fiberglass Laminators and Fabricators,Fiberglass Boat Builder,51,"Production, Transportation, and Material Moving Occupations" +4931,51-2051,Fiberglass Laminators and Fabricators,Fiberglass Fabricator,51,"Production, Transportation, and Material Moving Occupations" +4932,51-2051,Fiberglass Laminators and Fabricators,Fiberglass Grinder,51,"Production, Transportation, and Material Moving Occupations" +4933,51-2051,Fiberglass Laminators and Fabricators,Fiberglass Laminator,51,"Production, Transportation, and Material Moving Occupations" +4934,51-2051,Fiberglass Laminators and Fabricators,Fiberglass Luggage Molder,51,"Production, Transportation, and Material Moving Occupations" +4935,51-2051,Fiberglass Laminators and Fabricators,Fiberglass Machine Operator,51,"Production, Transportation, and Material Moving Occupations" +4936,51-2051,Fiberglass Laminators and Fabricators,Fiberglass Roller,51,"Production, Transportation, and Material Moving Occupations" +4937,51-2051,Fiberglass Laminators and Fabricators,Fiberglass Ski Maker,51,"Production, Transportation, and Material Moving Occupations" +4938,51-2051,Fiberglass Laminators and Fabricators,Fiberglasser,51,"Production, Transportation, and Material Moving Occupations" +4939,51-2061,Timing Device Assemblers and Adjusters,Digital Watch Assembler,51,"Production, Transportation, and Material Moving Occupations" +4940,51-2061,Timing Device Assemblers and Adjusters,Electrical Timing Device Adjuster,51,"Production, Transportation, and Material Moving Occupations" +4941,51-2061,Timing Device Assemblers and Adjusters,Marine Chronometer Assembler,51,"Production, Transportation, and Material Moving Occupations" +4942,51-2061,Timing Device Assemblers and Adjusters,Time Stamp Assembler,51,"Production, Transportation, and Material Moving Occupations" +4943,51-2092,Team Assemblers,Lead Team Assembler,51,"Production, Transportation, and Material Moving Occupations" +4944,51-2092,Team Assemblers,Team Assembly Line Machine Operator,51,"Production, Transportation, and Material Moving Occupations" +4945,51-2092,Team Assemblers,Team Automobile Assembler,51,"Production, Transportation, and Material Moving Occupations" +4946,51-2099,"Assemblers and Fabricators, All Other",Air Bag Builder,51,"Production, Transportation, and Material Moving Occupations" +4947,51-2099,"Assemblers and Fabricators, All Other",Auto Battery Builder,51,"Production, Transportation, and Material Moving Occupations" +4948,51-2099,"Assemblers and Fabricators, All Other",Barrel Straightener,51,"Production, Transportation, and Material Moving Occupations" +4949,51-2099,"Assemblers and Fabricators, All Other",Crate Builder,51,"Production, Transportation, and Material Moving Occupations" +4950,51-2099,"Assemblers and Fabricators, All Other",Doll Maker,51,"Production, Transportation, and Material Moving Occupations" +4951,51-2099,"Assemblers and Fabricators, All Other",Lure Maker,51,"Production, Transportation, and Material Moving Occupations" +4952,51-2099,"Assemblers and Fabricators, All Other",Quilt Stuffer,51,"Production, Transportation, and Material Moving Occupations" +4953,51-3011,Bakers,Bagel Maker,51,"Production, Transportation, and Material Moving Occupations" +4954,51-3011,Bakers,Bread Baker,51,"Production, Transportation, and Material Moving Occupations" +4955,51-3011,Bakers,Dough Maker,51,"Production, Transportation, and Material Moving Occupations" +4956,51-3011,Bakers,Pastry Baker,51,"Production, Transportation, and Material Moving Occupations" +4957,51-3011,Bakers,Pastry Finisher,51,"Production, Transportation, and Material Moving Occupations" +4958,51-3011,Bakers,Pie Baker,51,"Production, Transportation, and Material Moving Occupations" +4959,51-3011,Bakers,Pie Maker,51,"Production, Transportation, and Material Moving Occupations" +4960,51-3021,Butchers and Meat Cutters,Butcher,51,"Production, Transportation, and Material Moving Occupations" +4961,51-3021,Butchers and Meat Cutters,Butcher Apprentice,51,"Production, Transportation, and Material Moving Occupations" +4962,51-3021,Butchers and Meat Cutters,Halal Butcher,51,"Production, Transportation, and Material Moving Occupations" +4963,51-3021,Butchers and Meat Cutters,Kosher Butcher,51,"Production, Transportation, and Material Moving Occupations" +4964,51-3021,Butchers and Meat Cutters,Meat Carver,51,"Production, Transportation, and Material Moving Occupations" +4965,51-3021,Butchers and Meat Cutters,Meat Clerk,51,"Production, Transportation, and Material Moving Occupations" +4966,51-3021,Butchers and Meat Cutters,Meat Counter Worker,51,"Production, Transportation, and Material Moving Occupations" +4967,51-3022,"Meat, Poultry, and Fish Cutters and Trimmers",Crab Picker,51,"Production, Transportation, and Material Moving Occupations" +4968,51-3022,"Meat, Poultry, and Fish Cutters and Trimmers",Deboner,51,"Production, Transportation, and Material Moving Occupations" +4969,51-3022,"Meat, Poultry, and Fish Cutters and Trimmers",Fish Cutter,51,"Production, Transportation, and Material Moving Occupations" +4970,51-3022,"Meat, Poultry, and Fish Cutters and Trimmers",Fish Filleter,51,"Production, Transportation, and Material Moving Occupations" +4971,51-3022,"Meat, Poultry, and Fish Cutters and Trimmers",Frozen Meat Cutter,51,"Production, Transportation, and Material Moving Occupations" +4972,51-3022,"Meat, Poultry, and Fish Cutters and Trimmers",Meat Trimmer,51,"Production, Transportation, and Material Moving Occupations" +4973,51-3022,"Meat, Poultry, and Fish Cutters and Trimmers",Oyster Shucker,51,"Production, Transportation, and Material Moving Occupations" +4974,51-3022,"Meat, Poultry, and Fish Cutters and Trimmers",Poultry Cutter,51,"Production, Transportation, and Material Moving Occupations" +4975,51-3022,"Meat, Poultry, and Fish Cutters and Trimmers",Poultry Eviscerator,51,"Production, Transportation, and Material Moving Occupations" +4976,51-3022,"Meat, Poultry, and Fish Cutters and Trimmers",Shrimp Peeler,51,"Production, Transportation, and Material Moving Occupations" +4977,51-3022,"Meat, Poultry, and Fish Cutters and Trimmers",Shrimp Picker,51,"Production, Transportation, and Material Moving Occupations" +4978,51-3022,"Meat, Poultry, and Fish Cutters and Trimmers",Wing Scorer,51,"Production, Transportation, and Material Moving Occupations" +4979,51-3023,Slaughterers and Meat Packers,Beef Splitter,51,"Production, Transportation, and Material Moving Occupations" +4980,51-3023,Slaughterers and Meat Packers,Cattle Killer,51,"Production, Transportation, and Material Moving Occupations" +4981,51-3023,Slaughterers and Meat Packers,Halal Meat Packer,51,"Production, Transportation, and Material Moving Occupations" +4982,51-3023,Slaughterers and Meat Packers,Hog Slaughterer,51,"Production, Transportation, and Material Moving Occupations" +4983,51-3023,Slaughterers and Meat Packers,Meat Packer,51,"Production, Transportation, and Material Moving Occupations" +4984,51-3023,Slaughterers and Meat Packers,Meat Processor,51,"Production, Transportation, and Material Moving Occupations" +4985,51-3023,Slaughterers and Meat Packers,Poultry Slaughterer,51,"Production, Transportation, and Material Moving Occupations" +4986,51-3023,Slaughterers and Meat Packers,Shochet,51,"Production, Transportation, and Material Moving Occupations" +4987,51-3023,Slaughterers and Meat Packers,Slaughterer,51,"Production, Transportation, and Material Moving Occupations" +4988,51-3091,"Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders",Bean Roaster,51,"Production, Transportation, and Material Moving Occupations" +4989,51-3091,"Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders",Coffee Roaster,51,"Production, Transportation, and Material Moving Occupations" +4990,51-3091,"Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders",Fish Smoker,51,"Production, Transportation, and Material Moving Occupations" +4991,51-3091,"Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders",Food Dehydrator Operator,51,"Production, Transportation, and Material Moving Occupations" +4992,51-3091,"Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders",Grain Roaster,51,"Production, Transportation, and Material Moving Occupations" +4993,51-3091,"Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders",Malt House Kiln Operator,51,"Production, Transportation, and Material Moving Occupations" +4994,51-3091,"Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders",Meat Curer,51,"Production, Transportation, and Material Moving Occupations" +4995,51-3091,"Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders",Meat Smoker,51,"Production, Transportation, and Material Moving Occupations" +4996,51-3091,"Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders",Sausage Smoker,51,"Production, Transportation, and Material Moving Occupations" +4997,51-3091,"Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders",Smokehouse Worker,51,"Production, Transportation, and Material Moving Occupations" +4998,51-3091,"Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders",Tobacco Drier Operator,51,"Production, Transportation, and Material Moving Occupations" +4999,51-3092,Food Batchmakers,Almond Paste Mixer,51,"Production, Transportation, and Material Moving Occupations" +5000,51-3092,Food Batchmakers,Candy Maker,51,"Production, Transportation, and Material Moving Occupations" +5001,51-3092,Food Batchmakers,Candy Puller,51,"Production, Transportation, and Material Moving Occupations" +5002,51-3092,Food Batchmakers,Cheese Processor,51,"Production, Transportation, and Material Moving Occupations" +5003,51-3092,Food Batchmakers,Cottage Cheese Maker,51,"Production, Transportation, and Material Moving Occupations" +5004,51-3092,Food Batchmakers,Dough Scaler and Mixer,51,"Production, Transportation, and Material Moving Occupations" +5005,51-3092,Food Batchmakers,Frozen Yogurt Maker,51,"Production, Transportation, and Material Moving Occupations" +5006,51-3092,Food Batchmakers,Honey Blender,51,"Production, Transportation, and Material Moving Occupations" +5007,51-3092,Food Batchmakers,Ice Cream Maker,51,"Production, Transportation, and Material Moving Occupations" +5008,51-3092,Food Batchmakers,Liquid Sugar Fortifier,51,"Production, Transportation, and Material Moving Occupations" +5009,51-3092,Food Batchmakers,Peanut Butter Maker,51,"Production, Transportation, and Material Moving Occupations" +5010,51-3092,Food Batchmakers,Pickle Maker,51,"Production, Transportation, and Material Moving Occupations" +5011,51-3092,Food Batchmakers,Relish Maker,51,"Production, Transportation, and Material Moving Occupations" +5012,51-3092,Food Batchmakers,Taffy Puller,51,"Production, Transportation, and Material Moving Occupations" +5013,51-3093,Food Cooking Machine Operators and Tenders,Doughnut Machine Operator,51,"Production, Transportation, and Material Moving Occupations" +5014,51-3093,Food Cooking Machine Operators and Tenders,Dumpling Machine Operator,51,"Production, Transportation, and Material Moving Occupations" +5015,51-3093,Food Cooking Machine Operators and Tenders,Fish Fryer,51,"Production, Transportation, and Material Moving Occupations" +5016,51-3093,Food Cooking Machine Operators and Tenders,Food Cooking Machine Operator,51,"Production, Transportation, and Material Moving Occupations" +5017,51-3093,Food Cooking Machine Operators and Tenders,Kettle Fry Cook Operator,51,"Production, Transportation, and Material Moving Occupations" +5018,51-3093,Food Cooking Machine Operators and Tenders,Pierogi Maker,51,"Production, Transportation, and Material Moving Occupations" +5019,51-3093,Food Cooking Machine Operators and Tenders,Potato Chip Frier,51,"Production, Transportation, and Material Moving Occupations" +5020,51-3093,Food Cooking Machine Operators and Tenders,Tripe Cooker,51,"Production, Transportation, and Material Moving Occupations" +5021,51-3099,"Food Processing Workers, All Other",Olive Pitter,51,"Production, Transportation, and Material Moving Occupations" +5022,51-3099,"Food Processing Workers, All Other",Pasta Press Operator,51,"Production, Transportation, and Material Moving Occupations" +5023,51-3099,"Food Processing Workers, All Other",Poultry Hanger,51,"Production, Transportation, and Material Moving Occupations" +5024,51-3099,"Food Processing Workers, All Other",Yeast Maker,51,"Production, Transportation, and Material Moving Occupations" +5025,51-4021,"Extruding and Drawing Machine Setters, Operators, and Tenders, Metal and Plastic",Wire Drawing Machine Tender,51,"Production, Transportation, and Material Moving Occupations" +5026,51-4021,"Extruding and Drawing Machine Setters, Operators, and Tenders, Metal and Plastic",Wire Mill Rover,51,"Production, Transportation, and Material Moving Occupations" +5027,51-4022,"Forging Machine Setters, Operators, and Tenders, Metal and Plastic",Cold Header Operator,51,"Production, Transportation, and Material Moving Occupations" +5028,51-4022,"Forging Machine Setters, Operators, and Tenders, Metal and Plastic",Forging Roll Operator,51,"Production, Transportation, and Material Moving Occupations" +5029,51-4022,"Forging Machine Setters, Operators, and Tenders, Metal and Plastic",Header Setup Operator,51,"Production, Transportation, and Material Moving Occupations" +5030,51-4022,"Forging Machine Setters, Operators, and Tenders, Metal and Plastic",Spike Machine Operator,51,"Production, Transportation, and Material Moving Occupations" +5031,51-4022,"Forging Machine Setters, Operators, and Tenders, Metal and Plastic",Swager Operator,51,"Production, Transportation, and Material Moving Occupations" +5032,51-4022,"Forging Machine Setters, Operators, and Tenders, Metal and Plastic",Swaging Machine Operator,51,"Production, Transportation, and Material Moving Occupations" +5033,51-4023,"Rolling Machine Setters, Operators, and Tenders, Metal and Plastic",Brass Roller,51,"Production, Transportation, and Material Moving Occupations" +5034,51-4023,"Rolling Machine Setters, Operators, and Tenders, Metal and Plastic",Forming Roll Operator,51,"Production, Transportation, and Material Moving Occupations" +5035,51-4023,"Rolling Machine Setters, Operators, and Tenders, Metal and Plastic",Metal Sheet Roller Operator,51,"Production, Transportation, and Material Moving Occupations" +5036,51-4023,"Rolling Machine Setters, Operators, and Tenders, Metal and Plastic",Pipe Straightener,51,"Production, Transportation, and Material Moving Occupations" +5037,51-4023,"Rolling Machine Setters, Operators, and Tenders, Metal and Plastic",Plastic Straightening Roll Operator,51,"Production, Transportation, and Material Moving Occupations" +5038,51-4023,"Rolling Machine Setters, Operators, and Tenders, Metal and Plastic",Steel Roller,51,"Production, Transportation, and Material Moving Occupations" +5039,51-4031,"Cutting, Punching, and Press Machine Setters, Operators, and Tenders, Metal and Plastic",Crimping Machine Operator for Metal,51,"Production, Transportation, and Material Moving Occupations" +5040,51-4031,"Cutting, Punching, and Press Machine Setters, Operators, and Tenders, Metal and Plastic",Four Slide Machine Setter,51,"Production, Transportation, and Material Moving Occupations" +5041,51-4031,"Cutting, Punching, and Press Machine Setters, Operators, and Tenders, Metal and Plastic",Metal Punch Press Operator,51,"Production, Transportation, and Material Moving Occupations" +5042,51-4031,"Cutting, Punching, and Press Machine Setters, Operators, and Tenders, Metal and Plastic",Metal Slitter,51,"Production, Transportation, and Material Moving Occupations" +5043,51-4031,"Cutting, Punching, and Press Machine Setters, Operators, and Tenders, Metal and Plastic",Metal Stamper,51,"Production, Transportation, and Material Moving Occupations" +5044,51-4032,"Drilling and Boring Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Bore Mill Operator for Plastic,51,"Production, Transportation, and Material Moving Occupations" +5045,51-4032,"Drilling and Boring Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Boring Mill Operator for Metal,51,"Production, Transportation, and Material Moving Occupations" +5046,51-4032,"Drilling and Boring Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Drill Press Operator for Metal,51,"Production, Transportation, and Material Moving Occupations" +5047,51-4032,"Drilling and Boring Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Horizontal Boring Mill Operator for Metal,51,"Production, Transportation, and Material Moving Occupations" +5048,51-4032,"Drilling and Boring Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Radial Drill Operator for Plastic,51,"Production, Transportation, and Material Moving Occupations" +5049,51-4032,"Drilling and Boring Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Radial Drill Press Operator for Plastic,51,"Production, Transportation, and Material Moving Occupations" +5050,51-4032,"Drilling and Boring Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Reaming Machine Operator for Plastic,51,"Production, Transportation, and Material Moving Occupations" +5051,51-4033,"Grinding, Lapping, Polishing, and Buffing Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Aluminum Polisher,51,"Production, Transportation, and Material Moving Occupations" +5052,51-4033,"Grinding, Lapping, Polishing, and Buffing Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Deburring Machine Operator,51,"Production, Transportation, and Material Moving Occupations" +5053,51-4033,"Grinding, Lapping, Polishing, and Buffing Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Jewel Bearing Facer,51,"Production, Transportation, and Material Moving Occupations" +5054,51-4033,"Grinding, Lapping, Polishing, and Buffing Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Metal Grinder,51,"Production, Transportation, and Material Moving Occupations" +5055,51-4033,"Grinding, Lapping, Polishing, and Buffing Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Tool Polishing Machine Operator,51,"Production, Transportation, and Material Moving Occupations" +5056,51-4034,"Lathe and Turning Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Engine Lathe Operator,51,"Production, Transportation, and Material Moving Occupations" +5057,51-4034,"Lathe and Turning Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Gear Cutter,51,"Production, Transportation, and Material Moving Occupations" +5058,51-4034,"Lathe and Turning Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Screw Machine Operator,51,"Production, Transportation, and Material Moving Occupations" +5059,51-4034,"Lathe and Turning Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Screw Machine Tool Setter,51,"Production, Transportation, and Material Moving Occupations" +5060,51-4035,"Milling and Planing Machine Setters, Operators, and Tenders, Metal and Plastic",Metal Milling Machine Operator,51,"Production, Transportation, and Material Moving Occupations" +5061,51-4035,"Milling and Planing Machine Setters, Operators, and Tenders, Metal and Plastic",Metal Rotary Head Milling Machine Setup Operator,51,"Production, Transportation, and Material Moving Occupations" +5062,51-4035,"Milling and Planing Machine Setters, Operators, and Tenders, Metal and Plastic",Plastic Thread Milling Machine Setup Operator,51,"Production, Transportation, and Material Moving Occupations" +5063,51-4041,Machinists,Automotive Machinist,51,"Production, Transportation, and Material Moving Occupations" +5064,51-4041,Machinists,CNC Machinist,51,"Production, Transportation, and Material Moving Occupations" +5065,51-4041,Machinists,Gear Machinist,51,"Production, Transportation, and Material Moving Occupations" +5066,51-4041,Machinists,Manual Lathe Machinist,51,"Production, Transportation, and Material Moving Occupations" +5067,51-4041,Machinists,Precision Machinist,51,"Production, Transportation, and Material Moving Occupations" +5068,51-4041,Machinists,Production Machinist,51,"Production, Transportation, and Material Moving Occupations" +5069,51-4041,Machinists,Tool Room Machinist,51,"Production, Transportation, and Material Moving Occupations" +5070,51-4051,Metal-Refining Furnace Operators and Tenders,Electric Arc Furnace Operator,51,"Production, Transportation, and Material Moving Occupations" +5071,51-4051,Metal-Refining Furnace Operators and Tenders,Melt Room Operator,51,"Production, Transportation, and Material Moving Occupations" +5072,51-4051,Metal-Refining Furnace Operators and Tenders,Smelter Operator,51,"Production, Transportation, and Material Moving Occupations" +5073,51-4052,"Pourers and Casters, Metal",Aluminum Pourer,51,"Production, Transportation, and Material Moving Occupations" +5074,51-4052,"Pourers and Casters, Metal",Ingot Caster,51,"Production, Transportation, and Material Moving Occupations" +5075,51-4052,"Pourers and Casters, Metal",Iron Pourer,51,"Production, Transportation, and Material Moving Occupations" +5076,51-4052,"Pourers and Casters, Metal",Molten Iron Pourer,51,"Production, Transportation, and Material Moving Occupations" +5077,51-4052,"Pourers and Casters, Metal",Steel Pourer,51,"Production, Transportation, and Material Moving Occupations" +5078,51-4052,"Pourers and Casters, Metal",Tin Pourer,51,"Production, Transportation, and Material Moving Occupations" +5079,51-4052,"Pourers and Casters, Metal",White Metal Caster,51,"Production, Transportation, and Material Moving Occupations" +5080,51-4061,"Model Makers, Metal and Plastic",Metal Mockup Maker,51,"Production, Transportation, and Material Moving Occupations" +5081,51-4061,"Model Makers, Metal and Plastic",Plastic Jig and Fixture Builder,51,"Production, Transportation, and Material Moving Occupations" +5082,51-4062,"Patternmakers, Metal and Plastic",Metal Patternmaker,51,"Production, Transportation, and Material Moving Occupations" +5083,51-4071,Foundry Mold and Coremakers,Airset Caster,51,"Production, Transportation, and Material Moving Occupations" +5084,51-4071,Foundry Mold and Coremakers,Airset Molder,51,"Production, Transportation, and Material Moving Occupations" +5085,51-4071,Foundry Mold and Coremakers,Core Stripper,51,"Production, Transportation, and Material Moving Occupations" +5086,51-4071,Foundry Mold and Coremakers,Foundry Molder,51,"Production, Transportation, and Material Moving Occupations" +5087,51-4071,Foundry Mold and Coremakers,Green Sand Molder,51,"Production, Transportation, and Material Moving Occupations" +5088,51-4071,Foundry Mold and Coremakers,No Bake Molder,51,"Production, Transportation, and Material Moving Occupations" +5089,51-4071,Foundry Mold and Coremakers,Sand Molder,51,"Production, Transportation, and Material Moving Occupations" +5090,51-4071,Foundry Mold and Coremakers,Wax Pattern Coater,51,"Production, Transportation, and Material Moving Occupations" +5091,51-4072,"Molding, Coremaking, and Casting Machine Setters, Operators, and Tenders, Metal and Plastic",Aluminum Molding Machine Operator,51,"Production, Transportation, and Material Moving Occupations" +5092,51-4072,"Molding, Coremaking, and Casting Machine Setters, Operators, and Tenders, Metal and Plastic",Blow Mold Operator,51,"Production, Transportation, and Material Moving Occupations" +5093,51-4072,"Molding, Coremaking, and Casting Machine Setters, Operators, and Tenders, Metal and Plastic",Compression Molding Machine Operator,51,"Production, Transportation, and Material Moving Occupations" +5094,51-4072,"Molding, Coremaking, and Casting Machine Setters, Operators, and Tenders, Metal and Plastic",Plastic Cup Fabricating Machine Operator,51,"Production, Transportation, and Material Moving Occupations" +5095,51-4081,"Multiple Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Combination Machine Tool Operator,51,"Production, Transportation, and Material Moving Occupations" +5096,51-4081,"Multiple Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Multi-operation Forming Machine Setter,51,"Production, Transportation, and Material Moving Occupations" +5097,51-4111,Tool and Die Makers,Jig Bore Tool Maker,51,"Production, Transportation, and Material Moving Occupations" +5098,51-4111,Tool and Die Makers,Metal Die Finisher,51,"Production, Transportation, and Material Moving Occupations" +5099,51-4111,Tool and Die Makers,Metal Gauge Maker,51,"Production, Transportation, and Material Moving Occupations" +5100,51-4111,Tool and Die Makers,Plastic Die Maker Apprentice,51,"Production, Transportation, and Material Moving Occupations" +5101,51-4111,Tool and Die Makers,Tool Maker,51,"Production, Transportation, and Material Moving Occupations" +5102,51-4111,Tool and Die Makers,Toolmaker,51,"Production, Transportation, and Material Moving Occupations" +5103,51-4121,"Welders, Cutters, Solderers, and Brazers",Aluminum Welder,51,"Production, Transportation, and Material Moving Occupations" +5104,51-4121,"Welders, Cutters, Solderers, and Brazers",Arc Welder,51,"Production, Transportation, and Material Moving Occupations" +5105,51-4121,"Welders, Cutters, Solderers, and Brazers",Brazer,51,"Production, Transportation, and Material Moving Occupations" +5106,51-4121,"Welders, Cutters, Solderers, and Brazers",Certified Maintenance Welder,51,"Production, Transportation, and Material Moving Occupations" +5107,51-4121,"Welders, Cutters, Solderers, and Brazers",Cutting Torch Operator,51,"Production, Transportation, and Material Moving Occupations" +5108,51-4121,"Welders, Cutters, Solderers, and Brazers",Pipe Welder,51,"Production, Transportation, and Material Moving Occupations" +5109,51-4121,"Welders, Cutters, Solderers, and Brazers",Silver Solderer,51,"Production, Transportation, and Material Moving Occupations" +5110,51-4121,"Welders, Cutters, Solderers, and Brazers",Sub Arc Operator,51,"Production, Transportation, and Material Moving Occupations" +5111,51-4121,"Welders, Cutters, Solderers, and Brazers",Welder Fitter,51,"Production, Transportation, and Material Moving Occupations" +5112,51-4121,"Welders, Cutters, Solderers, and Brazers",Wire Welder,51,"Production, Transportation, and Material Moving Occupations" +5113,51-4122,"Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders",Brazing Machine Operator,51,"Production, Transportation, and Material Moving Occupations" +5114,51-4122,"Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders",Brazing Machine Setter and Setup Operator,51,"Production, Transportation, and Material Moving Occupations" +5115,51-4122,"Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders",Brazing Machine Tender,51,"Production, Transportation, and Material Moving Occupations" +5116,51-4122,"Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders",Electron Beam Welder Setter,51,"Production, Transportation, and Material Moving Occupations" +5117,51-4122,"Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders",Machine Welder,51,"Production, Transportation, and Material Moving Occupations" +5118,51-4122,"Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders",Reserve Tube Welder,51,"Production, Transportation, and Material Moving Occupations" +5119,51-4122,"Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders",Soldering Machine Operator,51,"Production, Transportation, and Material Moving Occupations" +5120,51-4122,"Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders",Soldering Machine Setter and Setup Operator,51,"Production, Transportation, and Material Moving Occupations" +5121,51-4122,"Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders",Soldering Machine Tender,51,"Production, Transportation, and Material Moving Occupations" +5122,51-4122,"Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders",Ultrasonic Welding Machine Operator,51,"Production, Transportation, and Material Moving Occupations" +5123,51-4122,"Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders",Welding Machine Operator,51,"Production, Transportation, and Material Moving Occupations" +5124,51-4191,"Heat Treating Equipment Setters, Operators, and Tenders, Metal and Plastic",Annealing Furnace Operator,51,"Production, Transportation, and Material Moving Occupations" +5125,51-4191,"Heat Treating Equipment Setters, Operators, and Tenders, Metal and Plastic",Carburizing Furnace Operator,51,"Production, Transportation, and Material Moving Occupations" +5126,51-4191,"Heat Treating Equipment Setters, Operators, and Tenders, Metal and Plastic",Flame Hardening Machine Setter,51,"Production, Transportation, and Material Moving Occupations" +5127,51-4191,"Heat Treating Equipment Setters, Operators, and Tenders, Metal and Plastic",Heat Treater Apprentice,51,"Production, Transportation, and Material Moving Occupations" +5128,51-4191,"Heat Treating Equipment Setters, Operators, and Tenders, Metal and Plastic",Heat Treating Furnace Tender,51,"Production, Transportation, and Material Moving Occupations" +5129,51-4191,"Heat Treating Equipment Setters, Operators, and Tenders, Metal and Plastic",Induction Machine Setter,51,"Production, Transportation, and Material Moving Occupations" +5130,51-4191,"Heat Treating Equipment Setters, Operators, and Tenders, Metal and Plastic",Wire Annealer,51,"Production, Transportation, and Material Moving Occupations" +5131,51-4191,"Heat Treating Equipment Setters, Operators, and Tenders, Metal and Plastic",Wire Temperer,51,"Production, Transportation, and Material Moving Occupations" +5132,51-4192,"Layout Workers, Metal and Plastic",Shipfitter,51,"Production, Transportation, and Material Moving Occupations" +5133,51-4192,"Layout Workers, Metal and Plastic",Shipfitter Apprentice,51,"Production, Transportation, and Material Moving Occupations" +5134,51-4193,"Plating Machine Setters, Operators, and Tenders, Metal and Plastic",Anodizer,51,"Production, Transportation, and Material Moving Occupations" +5135,51-4193,"Plating Machine Setters, Operators, and Tenders, Metal and Plastic",Chrome Plater,51,"Production, Transportation, and Material Moving Occupations" +5136,51-4193,"Plating Machine Setters, Operators, and Tenders, Metal and Plastic",Chromium Plater,51,"Production, Transportation, and Material Moving Occupations" +5137,51-4193,"Plating Machine Setters, Operators, and Tenders, Metal and Plastic",Copper Plater,51,"Production, Transportation, and Material Moving Occupations" +5138,51-4193,"Plating Machine Setters, Operators, and Tenders, Metal and Plastic",Electro Plater,51,"Production, Transportation, and Material Moving Occupations" +5139,51-4193,"Plating Machine Setters, Operators, and Tenders, Metal and Plastic",Electrogalvanizing Machine Operator,51,"Production, Transportation, and Material Moving Occupations" +5140,51-4193,"Plating Machine Setters, Operators, and Tenders, Metal and Plastic",Electroplater,51,"Production, Transportation, and Material Moving Occupations" +5141,51-4193,"Plating Machine Setters, Operators, and Tenders, Metal and Plastic",Galvanizer,51,"Production, Transportation, and Material Moving Occupations" +5142,51-4193,"Plating Machine Setters, Operators, and Tenders, Metal and Plastic",Hard Chrome Plater,51,"Production, Transportation, and Material Moving Occupations" +5143,51-4193,"Plating Machine Setters, Operators, and Tenders, Metal and Plastic",Metal Plater,51,"Production, Transportation, and Material Moving Occupations" +5144,51-4193,"Plating Machine Setters, Operators, and Tenders, Metal and Plastic",Metal Spraying Machine Operator,51,"Production, Transportation, and Material Moving Occupations" +5145,51-4193,"Plating Machine Setters, Operators, and Tenders, Metal and Plastic",Metalizing Machine Operator,51,"Production, Transportation, and Material Moving Occupations" +5146,51-4193,"Plating Machine Setters, Operators, and Tenders, Metal and Plastic",Nickel Plater,51,"Production, Transportation, and Material Moving Occupations" +5147,51-4193,"Plating Machine Setters, Operators, and Tenders, Metal and Plastic",Plating Machine Operator,51,"Production, Transportation, and Material Moving Occupations" +5148,51-4193,"Plating Machine Setters, Operators, and Tenders, Metal and Plastic",Tin Plater,51,"Production, Transportation, and Material Moving Occupations" +5149,51-4194,"Tool Grinders, Filers, and Sharpeners",Tool Grinder,51,"Production, Transportation, and Material Moving Occupations" +5150,51-4194,"Tool Grinders, Filers, and Sharpeners",Tool Grinding Machine Operator,51,"Production, Transportation, and Material Moving Occupations" +5151,51-4194,"Tool Grinders, Filers, and Sharpeners",Tool Sharpener,51,"Production, Transportation, and Material Moving Occupations" +5152,51-4194,"Tool Grinders, Filers, and Sharpeners",Tool Straightener,51,"Production, Transportation, and Material Moving Occupations" +5153,51-4199,"Metal Workers and Plastic Workers, All Other",Electrical Discharge Machine Setup Operator,51,"Production, Transportation, and Material Moving Occupations" +5154,51-4199,"Metal Workers and Plastic Workers, All Other",Metal Rivet Machine Operator,51,"Production, Transportation, and Material Moving Occupations" +5155,51-4199,"Metal Workers and Plastic Workers, All Other",Tin Recovery Worker,51,"Production, Transportation, and Material Moving Occupations" +5156,51-5111,Prepress Technicians and Workers,Digital Proofing and Platemaker,51,"Production, Transportation, and Material Moving Occupations" +5157,51-5111,Prepress Technicians and Workers,Electronic Pre-Press Technician,51,"Production, Transportation, and Material Moving Occupations" +5158,51-5111,Prepress Technicians and Workers,Photoengraver,51,"Production, Transportation, and Material Moving Occupations" +5159,51-5111,Prepress Technicians and Workers,Plate Mounter,51,"Production, Transportation, and Material Moving Occupations" +5160,51-5111,Prepress Technicians and Workers,Pre-Press Proofer,51,"Production, Transportation, and Material Moving Occupations" +5161,51-5111,Prepress Technicians and Workers,Prepress Stripper,51,"Production, Transportation, and Material Moving Occupations" +5162,51-5111,Prepress Technicians and Workers,Type Setter,51,"Production, Transportation, and Material Moving Occupations" +5163,51-5112,Printing Press Operators,Digital Press Operator,51,"Production, Transportation, and Material Moving Occupations" +5164,51-5112,Printing Press Operators,Flexographic Press Operator,51,"Production, Transportation, and Material Moving Occupations" +5165,51-5112,Printing Press Operators,Gravure Press Operator,51,"Production, Transportation, and Material Moving Occupations" +5166,51-5112,Printing Press Operators,Lithograph Press Operator,51,"Production, Transportation, and Material Moving Occupations" +5167,51-5112,Printing Press Operators,Lithographing Machine Operator,51,"Production, Transportation, and Material Moving Occupations" +5168,51-5112,Printing Press Operators,Offset Lithographic Press Setter and Set-Up Operator,51,"Production, Transportation, and Material Moving Occupations" +5169,51-5112,Printing Press Operators,Offset Press Operator,51,"Production, Transportation, and Material Moving Occupations" +5170,51-5112,Printing Press Operators,Printing Machine Operator,51,"Production, Transportation, and Material Moving Occupations" +5171,51-5112,Printing Press Operators,Screen Printing Machine Operator,51,"Production, Transportation, and Material Moving Occupations" +5172,51-5112,Printing Press Operators,Screen Printing Press Operator,51,"Production, Transportation, and Material Moving Occupations" +5173,51-5112,Printing Press Operators,Silk Screen Operator,51,"Production, Transportation, and Material Moving Occupations" +5174,51-5112,Printing Press Operators,Silk Screen Printer,51,"Production, Transportation, and Material Moving Occupations" +5175,51-5112,Printing Press Operators,Web Offset Press Feeder,51,"Production, Transportation, and Material Moving Occupations" +5176,51-5112,Printing Press Operators,Web Press Operator,51,"Production, Transportation, and Material Moving Occupations" +5177,51-5113,Print Binding and Finishing Workers,Bindery Cutter Operator,51,"Production, Transportation, and Material Moving Occupations" +5178,51-5113,Print Binding and Finishing Workers,Bindery Folder Operator,51,"Production, Transportation, and Material Moving Occupations" +5179,51-5113,Print Binding and Finishing Workers,Bindery Machine Operator,51,"Production, Transportation, and Material Moving Occupations" +5180,51-5113,Print Binding and Finishing Workers,Bindery Worker,51,"Production, Transportation, and Material Moving Occupations" +5181,51-5113,Print Binding and Finishing Workers,Book Repairer,51,"Production, Transportation, and Material Moving Occupations" +5182,51-5113,Print Binding and Finishing Workers,Bookbinder,51,"Production, Transportation, and Material Moving Occupations" +5183,51-5113,Print Binding and Finishing Workers,Bookbinding Machine Operator,51,"Production, Transportation, and Material Moving Occupations" +5184,51-5113,Print Binding and Finishing Workers,Case Binder Operator,51,"Production, Transportation, and Material Moving Occupations" +5185,51-5113,Print Binding and Finishing Workers,Foil Stamp Operator,51,"Production, Transportation, and Material Moving Occupations" +5186,51-5113,Print Binding and Finishing Workers,Perfect Binder Operator,51,"Production, Transportation, and Material Moving Occupations" +5187,51-5113,Print Binding and Finishing Workers,Saddle Stitch Operator,51,"Production, Transportation, and Material Moving Occupations" +5188,51-5113,Print Binding and Finishing Workers,Saddle Stitcher Operator,51,"Production, Transportation, and Material Moving Occupations" +5189,51-5113,Print Binding and Finishing Workers,Spiral Binder Operator,51,"Production, Transportation, and Material Moving Occupations" +5190,51-6011,Laundry and Dry-Cleaning Workers,Drycleaner,51,"Production, Transportation, and Material Moving Occupations" +5191,51-6011,Laundry and Dry-Cleaning Workers,Launderer,51,"Production, Transportation, and Material Moving Occupations" +5192,51-6011,Laundry and Dry-Cleaning Workers,Laundress,51,"Production, Transportation, and Material Moving Occupations" +5193,51-6011,Laundry and Dry-Cleaning Workers,Laundry Attendant,51,"Production, Transportation, and Material Moving Occupations" +5194,51-6011,Laundry and Dry-Cleaning Workers,Laundry Equipment Operator,51,"Production, Transportation, and Material Moving Occupations" +5195,51-6011,Laundry and Dry-Cleaning Workers,Laundry Operator,51,"Production, Transportation, and Material Moving Occupations" +5196,51-6011,Laundry and Dry-Cleaning Workers,Laundry Sorter,51,"Production, Transportation, and Material Moving Occupations" +5197,51-6011,Laundry and Dry-Cleaning Workers,Laundry Worker,51,"Production, Transportation, and Material Moving Occupations" +5198,51-6011,Laundry and Dry-Cleaning Workers,Precision Dyer,51,"Production, Transportation, and Material Moving Occupations" +5199,51-6021,"Pressers, Textile, Garment, and Related Materials",Clothes Ironer,51,"Production, Transportation, and Material Moving Occupations" +5200,51-6021,"Pressers, Textile, Garment, and Related Materials",Clothes Presser,51,"Production, Transportation, and Material Moving Occupations" +5201,51-6021,"Pressers, Textile, Garment, and Related Materials",Clothing Presser,51,"Production, Transportation, and Material Moving Occupations" +5202,51-6021,"Pressers, Textile, Garment, and Related Materials",Garment Presser,51,"Production, Transportation, and Material Moving Occupations" +5203,51-6021,"Pressers, Textile, Garment, and Related Materials",Pants Presser,51,"Production, Transportation, and Material Moving Occupations" +5204,51-6021,"Pressers, Textile, Garment, and Related Materials",Shirt Presser,51,"Production, Transportation, and Material Moving Occupations" +5205,51-6021,"Pressers, Textile, Garment, and Related Materials",Silk Presser,51,"Production, Transportation, and Material Moving Occupations" +5206,51-6021,"Pressers, Textile, Garment, and Related Materials",Wool Presser,51,"Production, Transportation, and Material Moving Occupations" +5207,51-6031,Sewing Machine Operators,Blind Stitch Machine Operator,51,"Production, Transportation, and Material Moving Occupations" +5208,51-6031,Sewing Machine Operators,Button Sewing Machine Operator,51,"Production, Transportation, and Material Moving Occupations" +5209,51-6031,Sewing Machine Operators,Carpet Sewing Machine Operator,51,"Production, Transportation, and Material Moving Occupations" +5210,51-6031,Sewing Machine Operators,Custom T-Shirt Embroidery Machine Operator,51,"Production, Transportation, and Material Moving Occupations" +5211,51-6031,Sewing Machine Operators,Embroidery Machine Operator,51,"Production, Transportation, and Material Moving Occupations" +5212,51-6031,Sewing Machine Operators,Hemming and Tacking Machine Operator,51,"Production, Transportation, and Material Moving Occupations" +5213,51-6031,Sewing Machine Operators,Ultrasonic Seaming Machine Operator,51,"Production, Transportation, and Material Moving Occupations" +5214,51-6041,Shoe and Leather Workers and Repairers,Cobbler,51,"Production, Transportation, and Material Moving Occupations" +5215,51-6041,Shoe and Leather Workers and Repairers,Leather Lacer,51,"Production, Transportation, and Material Moving Occupations" +5216,51-6041,Shoe and Leather Workers and Repairers,Leather Worker,51,"Production, Transportation, and Material Moving Occupations" +5217,51-6041,Shoe and Leather Workers and Repairers,Luggage Repairer,51,"Production, Transportation, and Material Moving Occupations" +5218,51-6041,Shoe and Leather Workers and Repairers,Saddle and Harness Maker,51,"Production, Transportation, and Material Moving Occupations" +5219,51-6041,Shoe and Leather Workers and Repairers,Saddle Maker,51,"Production, Transportation, and Material Moving Occupations" +5220,51-6041,Shoe and Leather Workers and Repairers,Shoe Maker,51,"Production, Transportation, and Material Moving Occupations" +5221,51-6041,Shoe and Leather Workers and Repairers,Shoe Repairer,51,"Production, Transportation, and Material Moving Occupations" +5222,51-6041,Shoe and Leather Workers and Repairers,Shoemaker,51,"Production, Transportation, and Material Moving Occupations" +5223,51-6042,Shoe Machine Operators and Tenders,Arch Cushion Press Operator,51,"Production, Transportation, and Material Moving Occupations" +5224,51-6042,Shoe Machine Operators and Tenders,Insole Beveler,51,"Production, Transportation, and Material Moving Occupations" +5225,51-6042,Shoe Machine Operators and Tenders,Lacing Operator,51,"Production, Transportation, and Material Moving Occupations" +5226,51-6042,Shoe Machine Operators and Tenders,Lasting Machine Operator,51,"Production, Transportation, and Material Moving Occupations" +5227,51-6042,Shoe Machine Operators and Tenders,Pump Stitcher,51,"Production, Transportation, and Material Moving Occupations" +5228,51-6042,Shoe Machine Operators and Tenders,Rasper Machine Operator,51,"Production, Transportation, and Material Moving Occupations" +5229,51-6042,Shoe Machine Operators and Tenders,Shoe Cementer,51,"Production, Transportation, and Material Moving Occupations" +5230,51-6042,Shoe Machine Operators and Tenders,Shoe Sewing Machine Operator and Tender,51,"Production, Transportation, and Material Moving Occupations" +5231,51-6042,Shoe Machine Operators and Tenders,Sole Trimmer,51,"Production, Transportation, and Material Moving Occupations" +5232,51-6051,"Sewers, Hand",Hand Quilter,51,"Production, Transportation, and Material Moving Occupations" +5233,51-6051,"Sewers, Hand",Hand Sewer,51,"Production, Transportation, and Material Moving Occupations" +5234,51-6051,"Sewers, Hand",Hand Stitcher,51,"Production, Transportation, and Material Moving Occupations" +5235,51-6051,"Sewers, Hand",Hand Weaver,51,"Production, Transportation, and Material Moving Occupations" +5236,51-6052,"Tailors, Dressmakers, and Custom Sewers",Alterations Sewer,51,"Production, Transportation, and Material Moving Occupations" +5237,51-6052,"Tailors, Dressmakers, and Custom Sewers",Alterations Tailor,51,"Production, Transportation, and Material Moving Occupations" +5238,51-6052,"Tailors, Dressmakers, and Custom Sewers",Bridal Gown Fitter,51,"Production, Transportation, and Material Moving Occupations" +5239,51-6052,"Tailors, Dressmakers, and Custom Sewers",Coat Cutter,51,"Production, Transportation, and Material Moving Occupations" +5240,51-6052,"Tailors, Dressmakers, and Custom Sewers",Coat Maker,51,"Production, Transportation, and Material Moving Occupations" +5241,51-6052,"Tailors, Dressmakers, and Custom Sewers",Couture Dressmaker,51,"Production, Transportation, and Material Moving Occupations" +5242,51-6052,"Tailors, Dressmakers, and Custom Sewers",Dress Fitter,51,"Production, Transportation, and Material Moving Occupations" +5243,51-6052,"Tailors, Dressmakers, and Custom Sewers",Fur Tailor,51,"Production, Transportation, and Material Moving Occupations" +5244,51-6052,"Tailors, Dressmakers, and Custom Sewers",Garment Fitter,51,"Production, Transportation, and Material Moving Occupations" +5245,51-6052,"Tailors, Dressmakers, and Custom Sewers",Suit Maker,51,"Production, Transportation, and Material Moving Occupations" +5246,51-6052,"Tailors, Dressmakers, and Custom Sewers",Vest Maker,51,"Production, Transportation, and Material Moving Occupations" +5247,51-6061,Textile Bleaching and Dyeing Machine Operators and Tenders,Cloth Dyer,51,"Production, Transportation, and Material Moving Occupations" +5248,51-6061,Textile Bleaching and Dyeing Machine Operators and Tenders,Dye Range Operator,51,"Production, Transportation, and Material Moving Occupations" +5249,51-6061,Textile Bleaching and Dyeing Machine Operators and Tenders,Rug Dyer,51,"Production, Transportation, and Material Moving Occupations" +5250,51-6061,Textile Bleaching and Dyeing Machine Operators and Tenders,Skein Yarn Dyer,51,"Production, Transportation, and Material Moving Occupations" +5251,51-6061,Textile Bleaching and Dyeing Machine Operators and Tenders,Yarn Dyer,51,"Production, Transportation, and Material Moving Occupations" +5252,51-6062,"Textile Cutting Machine Setters, Operators, and Tenders",Bedspread Cutter,51,"Production, Transportation, and Material Moving Occupations" +5253,51-6062,"Textile Cutting Machine Setters, Operators, and Tenders",Canvas Cutter,51,"Production, Transportation, and Material Moving Occupations" +5254,51-6062,"Textile Cutting Machine Setters, Operators, and Tenders",Cloth Cutter,51,"Production, Transportation, and Material Moving Occupations" +5255,51-6062,"Textile Cutting Machine Setters, Operators, and Tenders",Industrial Fabric Cutter,51,"Production, Transportation, and Material Moving Occupations" +5256,51-6062,"Textile Cutting Machine Setters, Operators, and Tenders",Textile Slitting Machine Operator,51,"Production, Transportation, and Material Moving Occupations" +5257,51-6062,"Textile Cutting Machine Setters, Operators, and Tenders",Twill Cutter,51,"Production, Transportation, and Material Moving Occupations" +5258,51-6062,"Textile Cutting Machine Setters, Operators, and Tenders",Upholstery Cutter,51,"Production, Transportation, and Material Moving Occupations" +5259,51-6062,"Textile Cutting Machine Setters, Operators, and Tenders",Welt Trimming Machine Operator,51,"Production, Transportation, and Material Moving Occupations" +5260,51-6063,"Textile Knitting and Weaving Machine Setters, Operators, and Tenders",Crochet Machine Operator,51,"Production, Transportation, and Material Moving Occupations" +5261,51-6063,"Textile Knitting and Weaving Machine Setters, Operators, and Tenders",Jacquard Loom Weaver,51,"Production, Transportation, and Material Moving Occupations" +5262,51-6063,"Textile Knitting and Weaving Machine Setters, Operators, and Tenders",Knitter Operator,51,"Production, Transportation, and Material Moving Occupations" +5263,51-6063,"Textile Knitting and Weaving Machine Setters, Operators, and Tenders",Knitting Machine Operator,51,"Production, Transportation, and Material Moving Occupations" +5264,51-6063,"Textile Knitting and Weaving Machine Setters, Operators, and Tenders",Loom Operator,51,"Production, Transportation, and Material Moving Occupations" +5265,51-6063,"Textile Knitting and Weaving Machine Setters, Operators, and Tenders",Looping Machine Operator,51,"Production, Transportation, and Material Moving Occupations" +5266,51-6063,"Textile Knitting and Weaving Machine Setters, Operators, and Tenders",Warp Knitting Machine Operator,51,"Production, Transportation, and Material Moving Occupations" +5267,51-6064,"Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and Tenders",Rope Machine Setter,51,"Production, Transportation, and Material Moving Occupations" +5268,51-6064,"Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and Tenders",Roving Winder,51,"Production, Transportation, and Material Moving Occupations" +5269,51-6064,"Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and Tenders",Silk Winding Machine Operator,51,"Production, Transportation, and Material Moving Occupations" +5270,51-6064,"Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and Tenders",Twister Operator,51,"Production, Transportation, and Material Moving Occupations" +5271,51-6064,"Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and Tenders",Winder Operator,51,"Production, Transportation, and Material Moving Occupations" +5272,51-6091,"Extruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass Fibers",Drawbench Operator,51,"Production, Transportation, and Material Moving Occupations" +5273,51-6091,"Extruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass Fibers",Fiber Machine Tender,51,"Production, Transportation, and Material Moving Occupations" +5274,51-6091,"Extruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass Fibers",Synthetic Filament Extruder,51,"Production, Transportation, and Material Moving Occupations" +5275,51-6092,Fabric and Apparel Patternmakers,Clothing Patternmaker,51,"Production, Transportation, and Material Moving Occupations" +5276,51-6092,Fabric and Apparel Patternmakers,Embroidery Patternmaker,51,"Production, Transportation, and Material Moving Occupations" +5277,51-6092,Fabric and Apparel Patternmakers,Fabric Pattern Grader,51,"Production, Transportation, and Material Moving Occupations" +5278,51-6093,Upholsterers,Aircraft Seat Upholsterer,51,"Production, Transportation, and Material Moving Occupations" +5279,51-6093,Upholsterers,Auto Upholsterer,51,"Production, Transportation, and Material Moving Occupations" +5280,51-6093,Upholsterers,Chair Upholsterer,51,"Production, Transportation, and Material Moving Occupations" +5281,51-6093,Upholsterers,Dining Chair Seat Cushion Trimmer,51,"Production, Transportation, and Material Moving Occupations" +5282,51-6093,Upholsterers,Furniture Upholsterer,51,"Production, Transportation, and Material Moving Occupations" +5283,51-6093,Upholsterers,Seating Upholsterer,51,"Production, Transportation, and Material Moving Occupations" +5284,51-6099,"Textile, Apparel, and Furnishings Workers, All Other",Apparel Embroidery Digitizer,51,"Production, Transportation, and Material Moving Occupations" +5285,51-6099,"Textile, Apparel, and Furnishings Workers, All Other",Feltmaker,51,"Production, Transportation, and Material Moving Occupations" +5286,51-6099,"Textile, Apparel, and Furnishings Workers, All Other",Hat Blocking Machine Operator,51,"Production, Transportation, and Material Moving Occupations" +5287,51-6099,"Textile, Apparel, and Furnishings Workers, All Other",Swatch Maker,51,"Production, Transportation, and Material Moving Occupations" +5288,51-6099,"Textile, Apparel, and Furnishings Workers, All Other",Tassel Making Machine Operator,51,"Production, Transportation, and Material Moving Occupations" +5289,51-7011,Cabinetmakers and Bench Carpenters,Cabinet Builder,51,"Production, Transportation, and Material Moving Occupations" +5290,51-7011,Cabinetmakers and Bench Carpenters,Cabinetmaker,51,"Production, Transportation, and Material Moving Occupations" +5291,51-7011,Cabinetmakers and Bench Carpenters,Marquetry Worker,51,"Production, Transportation, and Material Moving Occupations" +5292,51-7011,Cabinetmakers and Bench Carpenters,Wood Furniture Assembler,51,"Production, Transportation, and Material Moving Occupations" +5293,51-7011,Cabinetmakers and Bench Carpenters,Wood Working Assembler,51,"Production, Transportation, and Material Moving Occupations" +5294,51-7021,Furniture Finishers,Cabinet Finisher,51,"Production, Transportation, and Material Moving Occupations" +5295,51-7021,Furniture Finishers,Furniture Refinisher,51,"Production, Transportation, and Material Moving Occupations" +5296,51-7021,Furniture Finishers,Furniture Sander,51,"Production, Transportation, and Material Moving Occupations" +5297,51-7021,Furniture Finishers,Piano Refinisher,51,"Production, Transportation, and Material Moving Occupations" +5298,51-7021,Furniture Finishers,Wood Cabinet Finisher,51,"Production, Transportation, and Material Moving Occupations" +5299,51-7031,"Model Makers, Wood",Architectural Wood Model Maker,51,"Production, Transportation, and Material Moving Occupations" +5300,51-7032,"Patternmakers, Wood",Wood Die Maker,51,"Production, Transportation, and Material Moving Occupations" +5301,51-7041,"Sawing Machine Setters, Operators, and Tenders, Wood",Backup Sawyer,51,"Production, Transportation, and Material Moving Occupations" +5302,51-7041,"Sawing Machine Setters, Operators, and Tenders, Wood",Band Scroll Saw Operator,51,"Production, Transportation, and Material Moving Occupations" +5303,51-7041,"Sawing Machine Setters, Operators, and Tenders, Wood",Bandmill Operator,51,"Production, Transportation, and Material Moving Occupations" +5304,51-7041,"Sawing Machine Setters, Operators, and Tenders, Wood",Buzzsaw Operator,51,"Production, Transportation, and Material Moving Occupations" +5305,51-7041,"Sawing Machine Setters, Operators, and Tenders, Wood",Chop Saw Operator,51,"Production, Transportation, and Material Moving Occupations" +5306,51-7041,"Sawing Machine Setters, Operators, and Tenders, Wood",Circle Saw Operator,51,"Production, Transportation, and Material Moving Occupations" +5307,51-7041,"Sawing Machine Setters, Operators, and Tenders, Wood",Curve Saw Operator,51,"Production, Transportation, and Material Moving Occupations" +5308,51-7041,"Sawing Machine Setters, Operators, and Tenders, Wood",Cut Off Saw Operator,51,"Production, Transportation, and Material Moving Occupations" +5309,51-7041,"Sawing Machine Setters, Operators, and Tenders, Wood",Hardwood Sawyer,51,"Production, Transportation, and Material Moving Occupations" +5310,51-7041,"Sawing Machine Setters, Operators, and Tenders, Wood",Headrig Sawyer,51,"Production, Transportation, and Material Moving Occupations" +5311,51-7041,"Sawing Machine Setters, Operators, and Tenders, Wood",Panel Saw Operator,51,"Production, Transportation, and Material Moving Occupations" +5312,51-7041,"Sawing Machine Setters, Operators, and Tenders, Wood",Rip Saw Operator,51,"Production, Transportation, and Material Moving Occupations" +5313,51-7041,"Sawing Machine Setters, Operators, and Tenders, Wood",Stave Saw Operator,51,"Production, Transportation, and Material Moving Occupations" +5314,51-7041,"Sawing Machine Setters, Operators, and Tenders, Wood",Trim Saw Operator,51,"Production, Transportation, and Material Moving Occupations" +5315,51-7042,"Woodworking Machine Setters, Operators, and Tenders, Except Sawing",Computer Numerically Controlled (CNC) Wood Lathe Operator,51,"Production, Transportation, and Material Moving Occupations" +5316,51-7042,"Woodworking Machine Setters, Operators, and Tenders, Except Sawing",Roof Truss Builder,51,"Production, Transportation, and Material Moving Occupations" +5317,51-7042,"Woodworking Machine Setters, Operators, and Tenders, Except Sawing",Speed Belt Sander,51,"Production, Transportation, and Material Moving Occupations" +5318,51-7042,"Woodworking Machine Setters, Operators, and Tenders, Except Sawing",Tenon Operator,51,"Production, Transportation, and Material Moving Occupations" +5319,51-7042,"Woodworking Machine Setters, Operators, and Tenders, Except Sawing",Wood Boring Machine Operator,51,"Production, Transportation, and Material Moving Occupations" +5320,51-7042,"Woodworking Machine Setters, Operators, and Tenders, Except Sawing",Wood Dowel Machine Operator,51,"Production, Transportation, and Material Moving Occupations" +5321,51-7042,"Woodworking Machine Setters, Operators, and Tenders, Except Sawing",Wood Lathe Operator,51,"Production, Transportation, and Material Moving Occupations" +5322,51-7042,"Woodworking Machine Setters, Operators, and Tenders, Except Sawing",Wood Planer,51,"Production, Transportation, and Material Moving Occupations" +5323,51-7099,"Woodworkers, All Other",Pole Framer,51,"Production, Transportation, and Material Moving Occupations" +5324,51-7099,"Woodworkers, All Other",Timber Framer,51,"Production, Transportation, and Material Moving Occupations" +5325,51-7099,"Woodworkers, All Other",Wood Carver,51,"Production, Transportation, and Material Moving Occupations" +5326,51-7099,"Woodworkers, All Other",Wood Casket Assembler,51,"Production, Transportation, and Material Moving Occupations" +5327,51-7099,"Woodworkers, All Other",Wood Veneer Taper,51,"Production, Transportation, and Material Moving Occupations" +5328,51-8011,Nuclear Power Reactor Operators,Nuclear Control Room Operator,51,"Production, Transportation, and Material Moving Occupations" +5329,51-8011,Nuclear Power Reactor Operators,Nuclear Reactor Operator,51,"Production, Transportation, and Material Moving Occupations" +5330,51-8011,Nuclear Power Reactor Operators,Nuclear Station Operator,51,"Production, Transportation, and Material Moving Occupations" +5331,51-8011,Nuclear Power Reactor Operators,Reactor Operator,51,"Production, Transportation, and Material Moving Occupations" +5332,51-8012,Power Distributors and Dispatchers,Power System Dispatcher,51,"Production, Transportation, and Material Moving Occupations" +5333,51-8012,Power Distributors and Dispatchers,Steam and Power Panel Operator,51,"Production, Transportation, and Material Moving Occupations" +5334,51-8012,Power Distributors and Dispatchers,Steam Plant Control Room Operator,51,"Production, Transportation, and Material Moving Occupations" +5335,51-8012,Power Distributors and Dispatchers,Substation Operator,51,"Production, Transportation, and Material Moving Occupations" +5336,51-8013,Power Plant Operators,Hydroelectric Plant Operator,51,"Production, Transportation, and Material Moving Occupations" +5337,51-8013,Power Plant Operators,Power Plant Control Room Operator,51,"Production, Transportation, and Material Moving Occupations" +5338,51-8013,Power Plant Operators,Powerhouse Operator,51,"Production, Transportation, and Material Moving Occupations" +5339,51-8013,Power Plant Operators,Turbine Room Attendant,51,"Production, Transportation, and Material Moving Occupations" +5340,51-8021,Stationary Engineers and Boiler Operators,Boiler Engineer,51,"Production, Transportation, and Material Moving Occupations" +5341,51-8021,Stationary Engineers and Boiler Operators,Boiler Operator ,51,"Production, Transportation, and Material Moving Occupations" +5342,51-8021,Stationary Engineers and Boiler Operators,Boiler Plant Operator,51,"Production, Transportation, and Material Moving Occupations" +5343,51-8021,Stationary Engineers and Boiler Operators,Boiler Room Operator,51,"Production, Transportation, and Material Moving Occupations" +5344,51-8021,Stationary Engineers and Boiler Operators,"Heating, Ventilation, and Air Conditioning (HVAC) Mechanic Boiler Operator",51,"Production, Transportation, and Material Moving Occupations" +5345,51-8021,Stationary Engineers and Boiler Operators,High Pressure Boiler Operator,51,"Production, Transportation, and Material Moving Occupations" +5346,51-8031,Water and Wastewater Treatment Plant and System Operators,Industrial Waste Treatment Technician,51,"Production, Transportation, and Material Moving Occupations" +5347,51-8031,Water and Wastewater Treatment Plant and System Operators,Lead Sewage Plant Operator,51,"Production, Transportation, and Material Moving Occupations" +5348,51-8031,Water and Wastewater Treatment Plant and System Operators,Liquid Waste Treatment Plant Operator,51,"Production, Transportation, and Material Moving Occupations" +5349,51-8031,Water and Wastewater Treatment Plant and System Operators,Sewage Plant Operator,51,"Production, Transportation, and Material Moving Occupations" +5350,51-8031,Water and Wastewater Treatment Plant and System Operators,Waste Treatment Operator,51,"Production, Transportation, and Material Moving Occupations" +5351,51-8031,Water and Wastewater Treatment Plant and System Operators,Wastewater Operator,51,"Production, Transportation, and Material Moving Occupations" +5352,51-8031,Water and Wastewater Treatment Plant and System Operators,Water Plant Operator,51,"Production, Transportation, and Material Moving Occupations" +5353,51-8031,Water and Wastewater Treatment Plant and System Operators,Water Treatment Technician,51,"Production, Transportation, and Material Moving Occupations" +5354,51-8091,Chemical Plant and System Operators,Chemical Plant Operator,51,"Production, Transportation, and Material Moving Occupations" +5355,51-8091,Chemical Plant and System Operators,Chemical Treatment Plant Technician,51,"Production, Transportation, and Material Moving Occupations" +5356,51-8091,Chemical Plant and System Operators,Nitric Acid Plant Operator,51,"Production, Transportation, and Material Moving Occupations" +5357,51-8091,Chemical Plant and System Operators,Nitrogen Operator,51,"Production, Transportation, and Material Moving Occupations" +5358,51-8091,Chemical Plant and System Operators,Pharmaceutical Manufacturing Machine Operator,51,"Production, Transportation, and Material Moving Occupations" +5359,51-8092,Gas Plant Operators,Gas Controller,51,"Production, Transportation, and Material Moving Occupations" +5360,51-8092,Gas Plant Operators,Gas Plant Dispatcher,51,"Production, Transportation, and Material Moving Occupations" +5361,51-8092,Gas Plant Operators,Gas Plant Technician,51,"Production, Transportation, and Material Moving Occupations" +5362,51-8092,Gas Plant Operators,Natural Gas Plant Technician,51,"Production, Transportation, and Material Moving Occupations" +5363,51-8093,"Petroleum Pump System Operators, Refinery Operators, and Gaugers",Hydrotreater Operator,51,"Production, Transportation, and Material Moving Occupations" +5364,51-8093,"Petroleum Pump System Operators, Refinery Operators, and Gaugers",Oil Gauger,51,"Production, Transportation, and Material Moving Occupations" +5365,51-8093,"Petroleum Pump System Operators, Refinery Operators, and Gaugers",Oil Pipeline Dispatcher,51,"Production, Transportation, and Material Moving Occupations" +5366,51-8093,"Petroleum Pump System Operators, Refinery Operators, and Gaugers",Oil Pipeline Operator,51,"Production, Transportation, and Material Moving Occupations" +5367,51-8093,"Petroleum Pump System Operators, Refinery Operators, and Gaugers",Oil Refiner,51,"Production, Transportation, and Material Moving Occupations" +5368,51-8093,"Petroleum Pump System Operators, Refinery Operators, and Gaugers",Petroleum Plant Operator,51,"Production, Transportation, and Material Moving Occupations" +5369,51-8093,"Petroleum Pump System Operators, Refinery Operators, and Gaugers",Petroleum Refinery Control Panel Operator,51,"Production, Transportation, and Material Moving Occupations" +5370,51-8093,"Petroleum Pump System Operators, Refinery Operators, and Gaugers",Petroleum Refinery Operator,51,"Production, Transportation, and Material Moving Occupations" +5371,51-8093,"Petroleum Pump System Operators, Refinery Operators, and Gaugers",Petroleum Refining Equipment Operator,51,"Production, Transportation, and Material Moving Occupations" +5372,51-8099,"Plant and System Operators, All Other",Asphalt Plant Operator,51,"Production, Transportation, and Material Moving Occupations" +5373,51-8099,"Plant and System Operators, All Other",Concrete Batch Plant Operator,51,"Production, Transportation, and Material Moving Occupations" +5374,51-8099,"Plant and System Operators, All Other",Lime Filter Operator,51,"Production, Transportation, and Material Moving Occupations" +5375,51-8099,"Plant and System Operators, All Other",Sand Plant Attendant,51,"Production, Transportation, and Material Moving Occupations" +5376,51-9011,Chemical Equipment Operators and Tenders,Acid Purification Equipment Operator,51,"Production, Transportation, and Material Moving Occupations" +5377,51-9011,Chemical Equipment Operators and Tenders,Chemical Machine Tender,51,"Production, Transportation, and Material Moving Occupations" +5378,51-9011,Chemical Equipment Operators and Tenders,Chemical Process Equipment Operator,51,"Production, Transportation, and Material Moving Occupations" +5379,51-9011,Chemical Equipment Operators and Tenders,Chemical Processor,51,"Production, Transportation, and Material Moving Occupations" +5380,51-9011,Chemical Equipment Operators and Tenders,Chemical Treatment Operator,51,"Production, Transportation, and Material Moving Occupations" +5381,51-9012,"Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders",Brewmaster,51,"Production, Transportation, and Material Moving Occupations" +5382,51-9012,"Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders",Fermentation Operator,51,"Production, Transportation, and Material Moving Occupations" +5383,51-9012,"Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders",Fermenter,51,"Production, Transportation, and Material Moving Occupations" +5384,51-9012,"Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders",Linseed Oil Temperer,51,"Production, Transportation, and Material Moving Occupations" +5385,51-9012,"Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders",Milk Pasteurizer,51,"Production, Transportation, and Material Moving Occupations" +5386,51-9012,"Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders",Milk Processor,51,"Production, Transportation, and Material Moving Occupations" +5387,51-9012,"Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders",Molasses Preparer,51,"Production, Transportation, and Material Moving Occupations" +5388,51-9012,"Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders",Pasteurizer,51,"Production, Transportation, and Material Moving Occupations" +5389,51-9012,"Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders",Winemaker,51,"Production, Transportation, and Material Moving Occupations" +5390,51-9021,"Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders",Beveling and Edging Machine Operator,51,"Production, Transportation, and Material Moving Occupations" +5391,51-9021,"Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders",Beveller Operator,51,"Production, Transportation, and Material Moving Occupations" +5392,51-9021,"Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders",Blanchard Grinder Operator,51,"Production, Transportation, and Material Moving Occupations" +5393,51-9021,"Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders",Crusher Plant Operator,51,"Production, Transportation, and Material Moving Occupations" +5394,51-9021,"Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders",Cullet Crusher and Washer,51,"Production, Transportation, and Material Moving Occupations" +5395,51-9021,"Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders",Industrial Coffee Grinder,51,"Production, Transportation, and Material Moving Occupations" +5396,51-9021,"Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders",Marble and Granite Polisher,51,"Production, Transportation, and Material Moving Occupations" +5397,51-9021,"Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders",Mix Crusher Operator,51,"Production, Transportation, and Material Moving Occupations" +5398,51-9021,"Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders",Pulverizer Operator,51,"Production, Transportation, and Material Moving Occupations" +5399,51-9022,"Grinding and Polishing Workers, Hand",Hand Buffer,51,"Production, Transportation, and Material Moving Occupations" +5400,51-9022,"Grinding and Polishing Workers, Hand",Hand Sander,51,"Production, Transportation, and Material Moving Occupations" +5401,51-9022,"Grinding and Polishing Workers, Hand",Jewelry Grinder,51,"Production, Transportation, and Material Moving Occupations" +5402,51-9022,"Grinding and Polishing Workers, Hand",Jewelry Polisher,51,"Production, Transportation, and Material Moving Occupations" +5403,51-9022,"Grinding and Polishing Workers, Hand",Knife Grinder,51,"Production, Transportation, and Material Moving Occupations" +5404,51-9022,"Grinding and Polishing Workers, Hand",Ring Polisher,51,"Production, Transportation, and Material Moving Occupations" +5405,51-9023,"Mixing and Blending Machine Setters, Operators, and Tenders",Asphalt Blender,51,"Production, Transportation, and Material Moving Occupations" +5406,51-9023,"Mixing and Blending Machine Setters, Operators, and Tenders",Clay Mixer,51,"Production, Transportation, and Material Moving Occupations" +5407,51-9023,"Mixing and Blending Machine Setters, Operators, and Tenders",Concrete Batcher,51,"Production, Transportation, and Material Moving Occupations" +5408,51-9023,"Mixing and Blending Machine Setters, Operators, and Tenders",Dye Mixer,51,"Production, Transportation, and Material Moving Occupations" +5409,51-9023,"Mixing and Blending Machine Setters, Operators, and Tenders",Glue Mixer,51,"Production, Transportation, and Material Moving Occupations" +5410,51-9023,"Mixing and Blending Machine Setters, Operators, and Tenders",Ink Blender,51,"Production, Transportation, and Material Moving Occupations" +5411,51-9023,"Mixing and Blending Machine Setters, Operators, and Tenders",Ink Mixer,51,"Production, Transportation, and Material Moving Occupations" +5412,51-9023,"Mixing and Blending Machine Setters, Operators, and Tenders",Plaster Mixer,51,"Production, Transportation, and Material Moving Occupations" +5413,51-9023,"Mixing and Blending Machine Setters, Operators, and Tenders",Resin Mixer,51,"Production, Transportation, and Material Moving Occupations" +5414,51-9031,"Cutters and Trimmers, Hand",Fur Trimmer,51,"Production, Transportation, and Material Moving Occupations" +5415,51-9031,"Cutters and Trimmers, Hand",Hand Cloth Cutter,51,"Production, Transportation, and Material Moving Occupations" +5416,51-9031,"Cutters and Trimmers, Hand",Hand Fabric Cutter,51,"Production, Transportation, and Material Moving Occupations" +5417,51-9031,"Cutters and Trimmers, Hand",Portable Machine Cutter,51,"Production, Transportation, and Material Moving Occupations" +5418,51-9032,"Cutting and Slicing Machine Setters, Operators, and Tenders",Dog Food Shredder Operator,51,"Production, Transportation, and Material Moving Occupations" +5419,51-9032,"Cutting and Slicing Machine Setters, Operators, and Tenders",Glass Cutting Machine Operator,51,"Production, Transportation, and Material Moving Occupations" +5420,51-9032,"Cutting and Slicing Machine Setters, Operators, and Tenders",Insulation Cutter,51,"Production, Transportation, and Material Moving Occupations" +5421,51-9032,"Cutting and Slicing Machine Setters, Operators, and Tenders",Paper Cutter,51,"Production, Transportation, and Material Moving Occupations" +5422,51-9032,"Cutting and Slicing Machine Setters, Operators, and Tenders",Paper Slitter,51,"Production, Transportation, and Material Moving Occupations" +5423,51-9032,"Cutting and Slicing Machine Setters, Operators, and Tenders",Rubber Trimmer,51,"Production, Transportation, and Material Moving Occupations" +5424,51-9032,"Cutting and Slicing Machine Setters, Operators, and Tenders",Shearing Machine Tender,51,"Production, Transportation, and Material Moving Occupations" +5425,51-9032,"Cutting and Slicing Machine Setters, Operators, and Tenders",Trimming Operator,51,"Production, Transportation, and Material Moving Occupations" +5426,51-9041,"Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders",Bowling Ball Molder,51,"Production, Transportation, and Material Moving Occupations" +5427,51-9041,"Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders",Brick Maker,51,"Production, Transportation, and Material Moving Occupations" +5428,51-9041,"Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders",Cigarette Stamper,51,"Production, Transportation, and Material Moving Occupations" +5429,51-9041,"Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders",Extrusion Press Operator,51,"Production, Transportation, and Material Moving Occupations" +5430,51-9041,"Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders",Paper Baling Machine Operator,51,"Production, Transportation, and Material Moving Occupations" +5431,51-9041,"Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders",Rubber Extrusion Operator,51,"Production, Transportation, and Material Moving Occupations" +5432,51-9041,"Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders",Sugar Presser,51,"Production, Transportation, and Material Moving Occupations" +5433,51-9041,"Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders",Tuber Operator,51,"Production, Transportation, and Material Moving Occupations" +5434,51-9051,"Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders",Calciner Operator,51,"Production, Transportation, and Material Moving Occupations" +5435,51-9051,"Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders",Dry Kiln Operator,51,"Production, Transportation, and Material Moving Occupations" +5436,51-9051,"Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders",Induction Furnace Operator,51,"Production, Transportation, and Material Moving Occupations" +5437,51-9051,"Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders",Lime Kiln Operator,51,"Production, Transportation, and Material Moving Occupations" +5438,51-9051,"Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders",Lumber Kiln Operator,51,"Production, Transportation, and Material Moving Occupations" +5439,51-9051,"Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders",Rubber Curer,51,"Production, Transportation, and Material Moving Occupations" +5440,51-9051,"Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders",Soap Drier Tender,51,"Production, Transportation, and Material Moving Occupations" +5441,51-9051,"Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders",Tunnel Kiln Operator,51,"Production, Transportation, and Material Moving Occupations" +5442,51-9061,"Inspectors, Testers, Sorters, Samplers, and Weighers",Ampoule Examiner,51,"Production, Transportation, and Material Moving Occupations" +5443,51-9061,"Inspectors, Testers, Sorters, Samplers, and Weighers",Bag Grader,51,"Production, Transportation, and Material Moving Occupations" +5444,51-9061,"Inspectors, Testers, Sorters, Samplers, and Weighers",Cigarette Examiner,51,"Production, Transportation, and Material Moving Occupations" +5445,51-9061,"Inspectors, Testers, Sorters, Samplers, and Weighers",Compressed Gas Tester,51,"Production, Transportation, and Material Moving Occupations" +5446,51-9061,"Inspectors, Testers, Sorters, Samplers, and Weighers",Machined Parts Quality Inspector,51,"Production, Transportation, and Material Moving Occupations" +5447,51-9061,"Inspectors, Testers, Sorters, Samplers, and Weighers",Petroleum Sampler,51,"Production, Transportation, and Material Moving Occupations" +5448,51-9061,"Inspectors, Testers, Sorters, Samplers, and Weighers",Quality Assurance Inspector,51,"Production, Transportation, and Material Moving Occupations" +5449,51-9061,"Inspectors, Testers, Sorters, Samplers, and Weighers",Quality Control Inspector,51,"Production, Transportation, and Material Moving Occupations" +5450,51-9061,"Inspectors, Testers, Sorters, Samplers, and Weighers",Quality Inspector,51,"Production, Transportation, and Material Moving Occupations" +5451,51-9061,"Inspectors, Testers, Sorters, Samplers, and Weighers",Spark Plug Tester,51,"Production, Transportation, and Material Moving Occupations" +5452,51-9071,Jewelers and Precious Stone and Metal Workers,Diamond Grader,51,"Production, Transportation, and Material Moving Occupations" +5453,51-9071,Jewelers and Precious Stone and Metal Workers,Diamond Polisher,51,"Production, Transportation, and Material Moving Occupations" +5454,51-9071,Jewelers and Precious Stone and Metal Workers,Diamond Setter,51,"Production, Transportation, and Material Moving Occupations" +5455,51-9071,Jewelers and Precious Stone and Metal Workers,Facetor,51,"Production, Transportation, and Material Moving Occupations" +5456,51-9071,Jewelers and Precious Stone and Metal Workers,Gem Cutter,51,"Production, Transportation, and Material Moving Occupations" +5457,51-9071,Jewelers and Precious Stone and Metal Workers,Gemologist,51,"Production, Transportation, and Material Moving Occupations" +5458,51-9071,Jewelers and Precious Stone and Metal Workers,Goldsmith,51,"Production, Transportation, and Material Moving Occupations" +5459,51-9071,Jewelers and Precious Stone and Metal Workers,Jewelry Repairer,51,"Production, Transportation, and Material Moving Occupations" +5460,51-9071,Jewelers and Precious Stone and Metal Workers,Jewelsmith,51,"Production, Transportation, and Material Moving Occupations" +5461,51-9071,Jewelers and Precious Stone and Metal Workers,Lapidarist,51,"Production, Transportation, and Material Moving Occupations" +5462,51-9071,Jewelers and Precious Stone and Metal Workers,Pewterer,51,"Production, Transportation, and Material Moving Occupations" +5463,51-9071,Jewelers and Precious Stone and Metal Workers,Silversmith,51,"Production, Transportation, and Material Moving Occupations" +5464,51-9081,Dental Laboratory Technicians,Crown and Bridge Dental Lab Technician,51,"Production, Transportation, and Material Moving Occupations" +5465,51-9081,Dental Laboratory Technicians,Crown and Bridge Technician,51,"Production, Transportation, and Material Moving Occupations" +5466,51-9081,Dental Laboratory Technicians,Crown Ceramist,51,"Production, Transportation, and Material Moving Occupations" +5467,51-9081,Dental Laboratory Technicians,Dental Ceramist,51,"Production, Transportation, and Material Moving Occupations" +5468,51-9081,Dental Laboratory Technicians,Dental Laboratory Worker,51,"Production, Transportation, and Material Moving Occupations" +5469,51-9081,Dental Laboratory Technicians,Dental Mold Maker,51,"Production, Transportation, and Material Moving Occupations" +5470,51-9081,Dental Laboratory Technicians,Dental Technician,51,"Production, Transportation, and Material Moving Occupations" +5471,51-9081,Dental Laboratory Technicians,Orthodontic Technician,51,"Production, Transportation, and Material Moving Occupations" +5472,51-9082,Medical Appliance Technicians,Arch-Support Maker,51,"Production, Transportation, and Material Moving Occupations" +5473,51-9082,Medical Appliance Technicians,Brace Maker,51,"Production, Transportation, and Material Moving Occupations" +5474,51-9082,Medical Appliance Technicians,Hearing Aid Repair Technician,51,"Production, Transportation, and Material Moving Occupations" +5475,51-9082,Medical Appliance Technicians,Manufacturing Orthopedic Technologist,51,"Production, Transportation, and Material Moving Occupations" +5476,51-9082,Medical Appliance Technicians,Orthotic Fabricator Technician,51,"Production, Transportation, and Material Moving Occupations" +5477,51-9082,Medical Appliance Technicians,Orthotic Finish Grinding Technician,51,"Production, Transportation, and Material Moving Occupations" +5478,51-9082,Medical Appliance Technicians,Orthotics Fitter,51,"Production, Transportation, and Material Moving Occupations" +5479,51-9082,Medical Appliance Technicians,Orthotics Technician,51,"Production, Transportation, and Material Moving Occupations" +5480,51-9082,Medical Appliance Technicians,Prosthetics Fabrication Technician,51,"Production, Transportation, and Material Moving Occupations" +5481,51-9082,Medical Appliance Technicians,Prosthetics Lab Technician,51,"Production, Transportation, and Material Moving Occupations" +5482,51-9082,Medical Appliance Technicians,Prosthetics Technician,51,"Production, Transportation, and Material Moving Occupations" +5483,51-9082,Medical Appliance Technicians,Surgical Appliance Fitter,51,"Production, Transportation, and Material Moving Occupations" +5484,51-9083,Ophthalmic Laboratory Technicians,Contact Lens Cutter,51,"Production, Transportation, and Material Moving Occupations" +5485,51-9083,Ophthalmic Laboratory Technicians,Contact Lens Technician,51,"Production, Transportation, and Material Moving Occupations" +5486,51-9083,Ophthalmic Laboratory Technicians,Eyeglass Assembler,51,"Production, Transportation, and Material Moving Occupations" +5487,51-9083,Ophthalmic Laboratory Technicians,Eyeglass Lens Cutter,51,"Production, Transportation, and Material Moving Occupations" +5488,51-9083,Ophthalmic Laboratory Technicians,Eyeglass Maker,51,"Production, Transportation, and Material Moving Occupations" +5489,51-9083,Ophthalmic Laboratory Technicians,Lens Grinder,51,"Production, Transportation, and Material Moving Occupations" +5490,51-9083,Ophthalmic Laboratory Technicians,Lens Grinder and Polisher,51,"Production, Transportation, and Material Moving Occupations" +5491,51-9083,Ophthalmic Laboratory Technicians,Lens Mounter,51,"Production, Transportation, and Material Moving Occupations" +5492,51-9083,Ophthalmic Laboratory Technicians,Precision Lens Centerer and Edger,51,"Production, Transportation, and Material Moving Occupations" +5493,51-9083,Ophthalmic Laboratory Technicians,Prescription Eyeglass Maker,51,"Production, Transportation, and Material Moving Occupations" +5494,51-9111,Packaging and Filling Machine Operators and Tenders,Bottle Capper,51,"Production, Transportation, and Material Moving Occupations" +5495,51-9111,Packaging and Filling Machine Operators and Tenders,Bottle Line Worker,51,"Production, Transportation, and Material Moving Occupations" +5496,51-9111,Packaging and Filling Machine Operators and Tenders,Bottle Packer,51,"Production, Transportation, and Material Moving Occupations" +5497,51-9111,Packaging and Filling Machine Operators and Tenders,Can Filler,51,"Production, Transportation, and Material Moving Occupations" +5498,51-9111,Packaging and Filling Machine Operators and Tenders,Can Sealer,51,"Production, Transportation, and Material Moving Occupations" +5499,51-9111,Packaging and Filling Machine Operators and Tenders,Keg Filler,51,"Production, Transportation, and Material Moving Occupations" +5500,51-9111,Packaging and Filling Machine Operators and Tenders,Potato Chip Packaging Machine Operator,51,"Production, Transportation, and Material Moving Occupations" +5501,51-9111,Packaging and Filling Machine Operators and Tenders,Tea Bag Packer,51,"Production, Transportation, and Material Moving Occupations" +5502,51-9123,"Painting, Coating, and Decorating Workers",Ceramic Painter,51,"Production, Transportation, and Material Moving Occupations" +5503,51-9123,"Painting, Coating, and Decorating Workers",China Decorator,51,"Production, Transportation, and Material Moving Occupations" +5504,51-9123,"Painting, Coating, and Decorating Workers",Glass Decorator,51,"Production, Transportation, and Material Moving Occupations" +5505,51-9123,"Painting, Coating, and Decorating Workers",Lacquerer,51,"Production, Transportation, and Material Moving Occupations" +5506,51-9123,"Painting, Coating, and Decorating Workers",Sign Painter,51,"Production, Transportation, and Material Moving Occupations" +5507,51-9124,"Coating, Painting, and Spraying Machine Setters, Operators, and Tenders",Aircraft Painter,51,"Production, Transportation, and Material Moving Occupations" +5508,51-9124,"Coating, Painting, and Spraying Machine Setters, Operators, and Tenders",Auto Body Painter,51,"Production, Transportation, and Material Moving Occupations" +5509,51-9124,"Coating, Painting, and Spraying Machine Setters, Operators, and Tenders",Auto Painter,51,"Production, Transportation, and Material Moving Occupations" +5510,51-9124,"Coating, Painting, and Spraying Machine Setters, Operators, and Tenders",Automobile Body Painter,51,"Production, Transportation, and Material Moving Occupations" +5511,51-9124,"Coating, Painting, and Spraying Machine Setters, Operators, and Tenders",Automobile Refinisher,51,"Production, Transportation, and Material Moving Occupations" +5512,51-9124,"Coating, Painting, and Spraying Machine Setters, Operators, and Tenders",Automotive Paint Technician,51,"Production, Transportation, and Material Moving Occupations" +5513,51-9124,"Coating, Painting, and Spraying Machine Setters, Operators, and Tenders",Automotive Refinish Technician,51,"Production, Transportation, and Material Moving Occupations" +5514,51-9124,"Coating, Painting, and Spraying Machine Setters, Operators, and Tenders",Automotive Spray Painter,51,"Production, Transportation, and Material Moving Occupations" +5515,51-9124,"Coating, Painting, and Spraying Machine Setters, Operators, and Tenders",Boat Painter,51,"Production, Transportation, and Material Moving Occupations" +5516,51-9124,"Coating, Painting, and Spraying Machine Setters, Operators, and Tenders",Electrostatic Paint Operator,51,"Production, Transportation, and Material Moving Occupations" +5517,51-9124,"Coating, Painting, and Spraying Machine Setters, Operators, and Tenders",Lacquer Spray Booth Operator,51,"Production, Transportation, and Material Moving Occupations" +5518,51-9124,"Coating, Painting, and Spraying Machine Setters, Operators, and Tenders",Paint Line Operator,51,"Production, Transportation, and Material Moving Occupations" +5519,51-9124,"Coating, Painting, and Spraying Machine Setters, Operators, and Tenders",Railroad Car Painter,51,"Production, Transportation, and Material Moving Occupations" +5520,51-9124,"Coating, Painting, and Spraying Machine Setters, Operators, and Tenders",Spraying Machine Operator,51,"Production, Transportation, and Material Moving Occupations" +5521,51-9124,"Coating, Painting, and Spraying Machine Setters, Operators, and Tenders",Tactical Vehicle Painter,51,"Production, Transportation, and Material Moving Occupations" +5522,51-9141,Semiconductor Processing Technicians,Electronic Semiconductor Processor,51,"Production, Transportation, and Material Moving Occupations" +5523,51-9141,Semiconductor Processing Technicians,Semiconductor Assembler,51,"Production, Transportation, and Material Moving Occupations" +5524,51-9141,Semiconductor Processing Technicians,Wafer Fabricator,51,"Production, Transportation, and Material Moving Occupations" +5525,51-9151,Photographic Process Workers and Processing Machine Operators,Digital Imaging Technician,51,"Production, Transportation, and Material Moving Occupations" +5526,51-9151,Photographic Process Workers and Processing Machine Operators,Digital Photo Printer,51,"Production, Transportation, and Material Moving Occupations" +5527,51-9151,Photographic Process Workers and Processing Machine Operators,Digital Photo Technician,51,"Production, Transportation, and Material Moving Occupations" +5528,51-9151,Photographic Process Workers and Processing Machine Operators,Digital Retoucher,51,"Production, Transportation, and Material Moving Occupations" +5529,51-9151,Photographic Process Workers and Processing Machine Operators,Film Developing Machine Operator,51,"Production, Transportation, and Material Moving Occupations" +5530,51-9151,Photographic Process Workers and Processing Machine Operators,Film Printer,51,"Production, Transportation, and Material Moving Occupations" +5531,51-9151,Photographic Process Workers and Processing Machine Operators,Film Process Operator,51,"Production, Transportation, and Material Moving Occupations" +5532,51-9151,Photographic Process Workers and Processing Machine Operators,Film Processor,51,"Production, Transportation, and Material Moving Occupations" +5533,51-9151,Photographic Process Workers and Processing Machine Operators,Photo Lab Specialist,51,"Production, Transportation, and Material Moving Occupations" +5534,51-9151,Photographic Process Workers and Processing Machine Operators,Photo Lab Technician,51,"Production, Transportation, and Material Moving Occupations" +5535,51-9151,Photographic Process Workers and Processing Machine Operators,Photo Machine Operator,51,"Production, Transportation, and Material Moving Occupations" +5536,51-9151,Photographic Process Workers and Processing Machine Operators,Photo Print Specialist,51,"Production, Transportation, and Material Moving Occupations" +5537,51-9151,Photographic Process Workers and Processing Machine Operators,Photo Retoucher,51,"Production, Transportation, and Material Moving Occupations" +5538,51-9151,Photographic Process Workers and Processing Machine Operators,Print Retoucher,51,"Production, Transportation, and Material Moving Occupations" +5539,51-9161,Computer Numerically Controlled Tool Operators,CNC Machine Operator,51,"Production, Transportation, and Material Moving Occupations" +5540,51-9161,Computer Numerically Controlled Tool Operators,CNC Operator,51,"Production, Transportation, and Material Moving Occupations" +5541,51-9161,Computer Numerically Controlled Tool Operators,Computer Numerically Controlled (CNC) Machinist,51,"Production, Transportation, and Material Moving Occupations" +5542,51-9161,Computer Numerically Controlled Tool Operators,Computer Numerically Controlled (CNC) Milling Machine Operator,51,"Production, Transportation, and Material Moving Occupations" +5543,51-9161,Computer Numerically Controlled Tool Operators,Computer Numerically Controlled (CNC) Shot Peening Operator,51,"Production, Transportation, and Material Moving Occupations" +5544,51-9161,Computer Numerically Controlled Tool Operators,Jig Boring Machine Operator,51,"Production, Transportation, and Material Moving Occupations" +5545,51-9161,Computer Numerically Controlled Tool Operators,Numerical Control Machine Operator,51,"Production, Transportation, and Material Moving Occupations" +5546,51-9161,Computer Numerically Controlled Tool Operators,Welding Robot Operator,51,"Production, Transportation, and Material Moving Occupations" +5547,51-9162,Computer Numerically Controlled Tool Programmers,Computer Numerically Controlled (CNC) Programmer,51,"Production, Transportation, and Material Moving Occupations" +5548,51-9162,Computer Numerically Controlled Tool Programmers,Numerical Control Programmer,51,"Production, Transportation, and Material Moving Occupations" +5549,51-9162,Computer Numerically Controlled Tool Programmers,Numerical Tool and Process Control Programmer,51,"Production, Transportation, and Material Moving Occupations" +5550,51-9162,Computer Numerically Controlled Tool Programmers,Numerical Tool Programmer,51,"Production, Transportation, and Material Moving Occupations" +5551,51-9191,Adhesive Bonding Machine Operators and Tenders,Glue Line Operator,51,"Production, Transportation, and Material Moving Occupations" +5552,51-9191,Adhesive Bonding Machine Operators and Tenders,Glue Machine Operator,51,"Production, Transportation, and Material Moving Occupations" +5553,51-9191,Adhesive Bonding Machine Operators and Tenders,Glue Reel Operator,51,"Production, Transportation, and Material Moving Occupations" +5554,51-9191,Adhesive Bonding Machine Operators and Tenders,Paper Gluing Operator,51,"Production, Transportation, and Material Moving Occupations" +5555,51-9192,"Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders",Acid Dipper,51,"Production, Transportation, and Material Moving Occupations" +5556,51-9192,"Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders",Bottle Washing Machine Operator,51,"Production, Transportation, and Material Moving Occupations" +5557,51-9192,"Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders",Degreaser Operator,51,"Production, Transportation, and Material Moving Occupations" +5558,51-9192,"Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders",Glass Cleaning Machine Tender,51,"Production, Transportation, and Material Moving Occupations" +5559,51-9192,"Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders",Immersion Metal Cleaner,51,"Production, Transportation, and Material Moving Occupations" +5560,51-9192,"Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders",Metal Pickling Equipment Operator,51,"Production, Transportation, and Material Moving Occupations" +5561,51-9192,"Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders",Pickle House Operator,51,"Production, Transportation, and Material Moving Occupations" +5562,51-9193,Cooling and Freezing Equipment Operators and Tenders,Ammonia Refrigeration Worker,51,"Production, Transportation, and Material Moving Occupations" +5563,51-9193,Cooling and Freezing Equipment Operators and Tenders,Chiller Operator,51,"Production, Transportation, and Material Moving Occupations" +5564,51-9193,Cooling and Freezing Equipment Operators and Tenders,Chiller Tender,51,"Production, Transportation, and Material Moving Occupations" +5565,51-9193,Cooling and Freezing Equipment Operators and Tenders,Freezer Operator,51,"Production, Transportation, and Material Moving Occupations" +5566,51-9193,Cooling and Freezing Equipment Operators and Tenders,Refrigerating Machine Operator,51,"Production, Transportation, and Material Moving Occupations" +5567,51-9193,Cooling and Freezing Equipment Operators and Tenders,Refrigeration Operator,51,"Production, Transportation, and Material Moving Occupations" +5568,51-9194,Etchers and Engravers,Engraver,51,"Production, Transportation, and Material Moving Occupations" +5569,51-9194,Etchers and Engravers,Glass Etcher,51,"Production, Transportation, and Material Moving Occupations" +5570,51-9194,Etchers and Engravers,Laser Engraver,51,"Production, Transportation, and Material Moving Occupations" +5571,51-9194,Etchers and Engravers,Machine Engraver,51,"Production, Transportation, and Material Moving Occupations" +5572,51-9194,Etchers and Engravers,Metal Engraver,51,"Production, Transportation, and Material Moving Occupations" +5573,51-9194,Etchers and Engravers,Pantograph Engraver,51,"Production, Transportation, and Material Moving Occupations" +5574,51-9194,Etchers and Engravers,Rotary Engraver,51,"Production, Transportation, and Material Moving Occupations" +5575,51-9194,Etchers and Engravers,Rubber Engraver,51,"Production, Transportation, and Material Moving Occupations" +5576,51-9195,"Molders, Shapers, and Casters, Except Metal and Plastic",Burial Vault Maker,51,"Production, Transportation, and Material Moving Occupations" +5577,51-9195,"Molders, Shapers, and Casters, Except Metal and Plastic",Cigar Roller,51,"Production, Transportation, and Material Moving Occupations" +5578,51-9195,"Molders, Shapers, and Casters, Except Metal and Plastic",Clay Modeler,51,"Production, Transportation, and Material Moving Occupations" +5579,51-9195,"Molders, Shapers, and Casters, Except Metal and Plastic",Concrete Vault Maker,51,"Production, Transportation, and Material Moving Occupations" +5580,51-9195,"Molders, Shapers, and Casters, Except Metal and Plastic",Glass Bender,51,"Production, Transportation, and Material Moving Occupations" +5581,51-9195,"Molders, Shapers, and Casters, Except Metal and Plastic",Glass Block Bender,51,"Production, Transportation, and Material Moving Occupations" +5582,51-9195,"Molders, Shapers, and Casters, Except Metal and Plastic",Glass Blower,51,"Production, Transportation, and Material Moving Occupations" +5583,51-9195,"Molders, Shapers, and Casters, Except Metal and Plastic",Glass Presser,51,"Production, Transportation, and Material Moving Occupations" +5584,51-9195,"Molders, Shapers, and Casters, Except Metal and Plastic",Glass Tube Bender,51,"Production, Transportation, and Material Moving Occupations" +5585,51-9195,"Molders, Shapers, and Casters, Except Metal and Plastic",Mannequin Mold Maker,51,"Production, Transportation, and Material Moving Occupations" +5586,51-9195,"Molders, Shapers, and Casters, Except Metal and Plastic",Neon Glass Bender,51,"Production, Transportation, and Material Moving Occupations" +5587,51-9195,"Molders, Shapers, and Casters, Except Metal and Plastic",Neon Glass Blower,51,"Production, Transportation, and Material Moving Occupations" +5588,51-9195,"Molders, Shapers, and Casters, Except Metal and Plastic",Neon Molder,51,"Production, Transportation, and Material Moving Occupations" +5589,51-9195,"Molders, Shapers, and Casters, Except Metal and Plastic",Neon Tube Bender,51,"Production, Transportation, and Material Moving Occupations" +5590,51-9195,"Molders, Shapers, and Casters, Except Metal and Plastic",Rubber Molder,51,"Production, Transportation, and Material Moving Occupations" +5591,51-9195,"Molders, Shapers, and Casters, Except Metal and Plastic",Stone Carver,51,"Production, Transportation, and Material Moving Occupations" +5592,51-9196,"Paper Goods Machine Setters, Operators, and Tenders",Box Fabricator,51,"Production, Transportation, and Material Moving Occupations" +5593,51-9196,"Paper Goods Machine Setters, Operators, and Tenders",Carton Making Machine Operator,51,"Production, Transportation, and Material Moving Occupations" +5594,51-9196,"Paper Goods Machine Setters, Operators, and Tenders",Corrugated Box Machine Operator,51,"Production, Transportation, and Material Moving Occupations" +5595,51-9196,"Paper Goods Machine Setters, Operators, and Tenders",Corrugator Machine Operator,51,"Production, Transportation, and Material Moving Occupations" +5596,51-9196,"Paper Goods Machine Setters, Operators, and Tenders",Corrugator Operator,51,"Production, Transportation, and Material Moving Occupations" +5597,51-9196,"Paper Goods Machine Setters, Operators, and Tenders",Envelope Machine Operator,51,"Production, Transportation, and Material Moving Occupations" +5598,51-9196,"Paper Goods Machine Setters, Operators, and Tenders",Napkin Machine Operator,51,"Production, Transportation, and Material Moving Occupations" +5599,51-9196,"Paper Goods Machine Setters, Operators, and Tenders",Paper Bag Machine Operator,51,"Production, Transportation, and Material Moving Occupations" +5600,51-9196,"Paper Goods Machine Setters, Operators, and Tenders",Paper Cone Machine Tender,51,"Production, Transportation, and Material Moving Occupations" +5601,51-9196,"Paper Goods Machine Setters, Operators, and Tenders",Paper Machine Operator,51,"Production, Transportation, and Material Moving Occupations" +5602,51-9197,Tire Builders,Auto Tire Recapper,51,"Production, Transportation, and Material Moving Occupations" +5603,51-9197,Tire Builders,Retreader,51,"Production, Transportation, and Material Moving Occupations" +5604,51-9197,Tire Builders,Tire Finisher,51,"Production, Transportation, and Material Moving Occupations" +5605,51-9197,Tire Builders,Tire Molder,51,"Production, Transportation, and Material Moving Occupations" +5606,51-9197,Tire Builders,Tire Retreader,51,"Production, Transportation, and Material Moving Occupations" +5607,51-9198,Helpers--Production Workers,Blending Tank Helper,51,"Production, Transportation, and Material Moving Occupations" +5608,51-9198,Helpers--Production Workers,Commercial Baker Helper,51,"Production, Transportation, and Material Moving Occupations" +5609,51-9198,Helpers--Production Workers,Machinist Helper,51,"Production, Transportation, and Material Moving Occupations" +5610,51-9198,Helpers--Production Workers,Slitter Helper,51,"Production, Transportation, and Material Moving Occupations" +5611,51-9198,Helpers--Production Workers,Tailor Helper,51,"Production, Transportation, and Material Moving Occupations" +5612,51-9198,Helpers--Production Workers,Welder Helper,51,"Production, Transportation, and Material Moving Occupations" +5613,51-9198,Helpers--Production Workers,Woodworker Helper,51,"Production, Transportation, and Material Moving Occupations" +5614,53-1041,Aircraft Cargo Handling Supervisors,Air Cargo Ground Crew Supervisor,53,"Production, Transportation, and Material Moving Occupations" +5615,53-1041,Aircraft Cargo Handling Supervisors,Air Cargo Ground Operations Supervisor,53,"Production, Transportation, and Material Moving Occupations" +5616,53-1041,Aircraft Cargo Handling Supervisors,Air Cargo Supervisor,53,"Production, Transportation, and Material Moving Occupations" +5617,53-1041,Aircraft Cargo Handling Supervisors,Aircraft Loadmaster,53,"Production, Transportation, and Material Moving Occupations" +5618,53-1041,Aircraft Cargo Handling Supervisors,Airport Ramp Supervisor,53,"Production, Transportation, and Material Moving Occupations" +5619,53-1042,"First-Line Supervisors of Helpers, Laborers, and Material Movers, Hand",Material Handling Crew Supervisor,53,"Production, Transportation, and Material Moving Occupations" +5620,53-1042,"First-Line Supervisors of Helpers, Laborers, and Material Movers, Hand",Warehouse Supervisor,53,"Production, Transportation, and Material Moving Occupations" +5621,53-1043,First-Line Supervisors of Material-Moving Machine and Vehicle Operators,Crane Crew Supervisor,53,"Production, Transportation, and Material Moving Occupations" +5622,53-1043,First-Line Supervisors of Material-Moving Machine and Vehicle Operators,Truck Driver Supervisor,53,"Production, Transportation, and Material Moving Occupations" +5623,53-1044,First-line Supervisors of Passenger Attendants,Chief Ship Steward,53,"Production, Transportation, and Material Moving Occupations" +5624,53-1044,First-line Supervisors of Passenger Attendants,Flight Service Manager,53,"Production, Transportation, and Material Moving Occupations" +5625,53-1049,"First Line Supervisors of Transportation Workers, All Other",Gas Station Supervisor,53,"Production, Transportation, and Material Moving Occupations" +5626,53-2011,"Airline Pilots, Copilots, and Flight Engineers",Airline Captain,53,"Production, Transportation, and Material Moving Occupations" +5627,53-2011,"Airline Pilots, Copilots, and Flight Engineers",Airline Pilot,53,"Production, Transportation, and Material Moving Occupations" +5628,53-2011,"Airline Pilots, Copilots, and Flight Engineers",Airline Pilot Flight Instructor,53,"Production, Transportation, and Material Moving Occupations" +5629,53-2011,"Airline Pilots, Copilots, and Flight Engineers",Airline Pilot In Command,53,"Production, Transportation, and Material Moving Occupations" +5630,53-2011,"Airline Pilots, Copilots, and Flight Engineers",Airline Pilot Second In Command,53,"Production, Transportation, and Material Moving Occupations" +5631,53-2011,"Airline Pilots, Copilots, and Flight Engineers",Airline Transport Pilot,53,"Production, Transportation, and Material Moving Occupations" +5632,53-2011,"Airline Pilots, Copilots, and Flight Engineers",Charter Pilot (Air Transport Pilot Certificate Required),53,"Production, Transportation, and Material Moving Occupations" +5633,53-2011,"Airline Pilots, Copilots, and Flight Engineers",Charter Pilot (Airline),53,"Production, Transportation, and Material Moving Occupations" +5634,53-2011,"Airline Pilots, Copilots, and Flight Engineers",Regional Airline Pilot,53,"Production, Transportation, and Material Moving Occupations" +5635,53-2012,Commercial Pilots,Aerial Crop Duster,53,"Production, Transportation, and Material Moving Occupations" +5636,53-2012,Commercial Pilots,Aerial Hurricane Hunter,53,"Production, Transportation, and Material Moving Occupations" +5637,53-2012,Commercial Pilots,Aerial Sprayer,53,"Production, Transportation, and Material Moving Occupations" +5638,53-2012,Commercial Pilots,Agricultural Pilot,53,"Production, Transportation, and Material Moving Occupations" +5639,53-2012,Commercial Pilots,Air Ambulance Captain,53,"Production, Transportation, and Material Moving Occupations" +5640,53-2012,Commercial Pilots,Air Tour Pilot,53,"Production, Transportation, and Material Moving Occupations" +5641,53-2012,Commercial Pilots,Balloon Pilot,53,"Production, Transportation, and Material Moving Occupations" +5642,53-2012,Commercial Pilots,Charter Pilot (Commercial Pilot Certificate Required),53,"Production, Transportation, and Material Moving Occupations" +5643,53-2012,Commercial Pilots,Charter Pilot (Commercial),53,"Production, Transportation, and Material Moving Occupations" +5644,53-2012,Commercial Pilots,Commercial Helicopter Pilot,53,"Production, Transportation, and Material Moving Occupations" +5645,53-2012,Commercial Pilots,Corporate Pilot,53,"Production, Transportation, and Material Moving Occupations" +5646,53-2012,Commercial Pilots,Emergency Medical Service Helicopter Pilot,53,"Production, Transportation, and Material Moving Occupations" +5647,53-2012,Commercial Pilots,Emergency Medical Service Rotary Wing Pilot,53,"Production, Transportation, and Material Moving Occupations" +5648,53-2012,Commercial Pilots,EMS Helicopter Pilot,53,"Production, Transportation, and Material Moving Occupations" +5649,53-2012,Commercial Pilots,Executive Pilot,53,"Production, Transportation, and Material Moving Occupations" +5650,53-2012,Commercial Pilots,Flight Instructor (Commercial Pilots),53,"Production, Transportation, and Material Moving Occupations" +5651,53-2012,Commercial Pilots,Helicopter Pilot,53,"Production, Transportation, and Material Moving Occupations" +5652,53-2021,Air Traffic Controllers,Air Traffic Control Operator,53,"Production, Transportation, and Material Moving Occupations" +5653,53-2021,Air Traffic Controllers,Air Traffic Control Specialist,53,"Production, Transportation, and Material Moving Occupations" +5654,53-2021,Air Traffic Controllers,Air Traffic Coordinator,53,"Production, Transportation, and Material Moving Occupations" +5655,53-2021,Air Traffic Controllers,Airport Tower Controller,53,"Production, Transportation, and Material Moving Occupations" +5656,53-2021,Air Traffic Controllers,Control Tower Operator,53,"Production, Transportation, and Material Moving Occupations" +5657,53-2021,Air Traffic Controllers,Enroute Controller,53,"Production, Transportation, and Material Moving Occupations" +5658,53-2022,Airfield Operations Specialists,Aviation Operations Specialist,53,"Production, Transportation, and Material Moving Occupations" +5659,53-2022,Airfield Operations Specialists,Flight Operations Coordinator,53,"Production, Transportation, and Material Moving Occupations" +5660,53-2031,Flight Attendants,Airline Flight Attendant,53,"Production, Transportation, and Material Moving Occupations" +5661,53-2031,Flight Attendants,Airplane Flight Attendant,53,"Production, Transportation, and Material Moving Occupations" +5662,53-2031,Flight Attendants,Flight Steward,53,"Production, Transportation, and Material Moving Occupations" +5663,53-3011,"Ambulance Drivers and Attendants, Except Emergency Medical Technicians",Ambulance Attendant,53,"Production, Transportation, and Material Moving Occupations" +5664,53-3011,"Ambulance Drivers and Attendants, Except Emergency Medical Technicians",Emergency Medical Services (EMS) Driver,53,"Production, Transportation, and Material Moving Occupations" +5665,53-3011,"Ambulance Drivers and Attendants, Except Emergency Medical Technicians",Emergency Medical Services Driver,53,"Production, Transportation, and Material Moving Occupations" +5666,53-3031,Driver/Sales Workers,Bobtailer,53,"Production, Transportation, and Material Moving Occupations" +5667,53-3031,Driver/Sales Workers,Delivery Sales worker,53,"Production, Transportation, and Material Moving Occupations" +5668,53-3031,Driver/Sales Workers,Newspaper Deliverer,53,"Production, Transportation, and Material Moving Occupations" +5669,53-3031,Driver/Sales Workers,Newspaper Delivery Driver,53,"Production, Transportation, and Material Moving Occupations" +5670,53-3031,Driver/Sales Workers,Pizza Delivery Driver,53,"Production, Transportation, and Material Moving Occupations" +5671,53-3031,Driver/Sales Workers,Route Sales Person,53,"Production, Transportation, and Material Moving Occupations" +5672,53-3031,Driver/Sales Workers,Route Salesperson,53,"Production, Transportation, and Material Moving Occupations" +5673,53-3031,Driver/Sales Workers,Sales Route Driver,53,"Production, Transportation, and Material Moving Occupations" +5674,53-3032,Heavy and Tractor-Trailer Truck Drivers,Auto Carrier Driver,53,"Production, Transportation, and Material Moving Occupations" +5675,53-3032,Heavy and Tractor-Trailer Truck Drivers,Cement Truck Driver,53,"Production, Transportation, and Material Moving Occupations" +5676,53-3032,Heavy and Tractor-Trailer Truck Drivers,Concrete Mixer Driver,53,"Production, Transportation, and Material Moving Occupations" +5677,53-3032,Heavy and Tractor-Trailer Truck Drivers,Concrete Mixer Truck Driver,53,"Production, Transportation, and Material Moving Occupations" +5678,53-3032,Heavy and Tractor-Trailer Truck Drivers,Dump Truck Driver,53,"Production, Transportation, and Material Moving Occupations" +5679,53-3032,Heavy and Tractor-Trailer Truck Drivers,Fuel Truck Driver,53,"Production, Transportation, and Material Moving Occupations" +5680,53-3032,Heavy and Tractor-Trailer Truck Drivers,Garbage Truck Driver,53,"Production, Transportation, and Material Moving Occupations" +5681,53-3032,Heavy and Tractor-Trailer Truck Drivers,Line Haul Driver,53,"Production, Transportation, and Material Moving Occupations" +5682,53-3032,Heavy and Tractor-Trailer Truck Drivers,Log Truck Tractor-Trailer Driver,53,"Production, Transportation, and Material Moving Occupations" +5683,53-3032,Heavy and Tractor-Trailer Truck Drivers,Logging Flatbed Truck Driver,53,"Production, Transportation, and Material Moving Occupations" +5684,53-3032,Heavy and Tractor-Trailer Truck Drivers,Logging Truck Driver,53,"Production, Transportation, and Material Moving Occupations" +5685,53-3032,Heavy and Tractor-Trailer Truck Drivers,Over-the-Road Driver,53,"Production, Transportation, and Material Moving Occupations" +5686,53-3032,Heavy and Tractor-Trailer Truck Drivers,Self-loading Flatbed Truck Driver,53,"Production, Transportation, and Material Moving Occupations" +5687,53-3032,Heavy and Tractor-Trailer Truck Drivers,Semi-Truck Driver,53,"Production, Transportation, and Material Moving Occupations" +5688,53-3032,Heavy and Tractor-Trailer Truck Drivers,Tanker Driver,53,"Production, Transportation, and Material Moving Occupations" +5689,53-3032,Heavy and Tractor-Trailer Truck Drivers,Tow Truck Operator,53,"Production, Transportation, and Material Moving Occupations" +5690,53-3033,Light Truck Drivers,Grocery Light Truck Driver,53,"Production, Transportation, and Material Moving Occupations" +5691,53-3033,Light Truck Drivers,Parcel Truck Driver,53,"Production, Transportation, and Material Moving Occupations" +5692,53-3051,"Bus Drivers, School",School Bus Driver,53,"Production, Transportation, and Material Moving Occupations" +5693,53-3051,"Bus Drivers, School",School Bus Operator,53,"Production, Transportation, and Material Moving Occupations" +5694,53-3051,"Bus Drivers, School",Special Education Bus Driver,53,"Production, Transportation, and Material Moving Occupations" +5695,53-3052,"Bus Drivers, Transit and Intercity",Charter Coach Driver,53,"Production, Transportation, and Material Moving Occupations" +5696,53-3052,"Bus Drivers, Transit and Intercity",Motor Coach Bus Driver,53,"Production, Transportation, and Material Moving Occupations" +5697,53-3052,"Bus Drivers, Transit and Intercity",Motor Coach Driver,53,"Production, Transportation, and Material Moving Occupations" +5698,53-3052,"Bus Drivers, Transit and Intercity",Motor Coach Tour Operator,53,"Production, Transportation, and Material Moving Occupations" +5699,53-3052,"Bus Drivers, Transit and Intercity",Public Transit Bus Driver,53,"Production, Transportation, and Material Moving Occupations" +5700,53-3052,"Bus Drivers, Transit and Intercity",Public Transit Trolley Driver,53,"Production, Transportation, and Material Moving Occupations" +5701,53-3053,Shuttle Drivers and Chauffeurs,Airport Apron Bus Driver,53,"Production, Transportation, and Material Moving Occupations" +5702,53-3053,Shuttle Drivers and Chauffeurs,Airport Shuttle Driver,53,"Production, Transportation, and Material Moving Occupations" +5703,53-3053,Shuttle Drivers and Chauffeurs,Airside Transfer Bus Driver,53,"Production, Transportation, and Material Moving Occupations" +5704,53-3053,Shuttle Drivers and Chauffeurs,Courtesy Car Driver,53,"Production, Transportation, and Material Moving Occupations" +5705,53-3053,Shuttle Drivers and Chauffeurs,Courtesy Van Driver,53,"Production, Transportation, and Material Moving Occupations" +5706,53-3053,Shuttle Drivers and Chauffeurs,Funeral Car Driver,53,"Production, Transportation, and Material Moving Occupations" +5707,53-3053,Shuttle Drivers and Chauffeurs,Hearse Driver,53,"Production, Transportation, and Material Moving Occupations" +5708,53-3053,Shuttle Drivers and Chauffeurs,Hotel Shuttle Driver,53,"Production, Transportation, and Material Moving Occupations" +5709,53-3053,Shuttle Drivers and Chauffeurs,Nonemergency Medical Transporter,53,"Production, Transportation, and Material Moving Occupations" +5710,53-3054,Taxi Drivers,Cab Driver,53,"Production, Transportation, and Material Moving Occupations" +5711,53-3054,Taxi Drivers,Rideshare Cab Driver,53,"Production, Transportation, and Material Moving Occupations" +5712,53-3099,"Motor Vehicle Operators, All Other",Assembly Line Driver,53,"Production, Transportation, and Material Moving Occupations" +5713,53-3099,"Motor Vehicle Operators, All Other",Ice-Resurfacing Machine Operators,53,"Production, Transportation, and Material Moving Occupations" +5714,53-3099,"Motor Vehicle Operators, All Other",Motorcycle Deliverer,53,"Production, Transportation, and Material Moving Occupations" +5715,53-3099,"Motor Vehicle Operators, All Other",Street Cleaning Equipment Operator,53,"Production, Transportation, and Material Moving Occupations" +5716,53-3099,"Motor Vehicle Operators, All Other",Street Sweeper Operator,53,"Production, Transportation, and Material Moving Occupations" +5717,53-4011,Locomotive Engineers,Freight Engineer,53,"Production, Transportation, and Material Moving Occupations" +5718,53-4011,Locomotive Engineers,Railroad Engineer,53,"Production, Transportation, and Material Moving Occupations" +5719,53-4011,Locomotive Engineers,Railway Engineer,53,"Production, Transportation, and Material Moving Occupations" +5720,53-4011,Locomotive Engineers,Train Engineer,53,"Production, Transportation, and Material Moving Occupations" +5721,53-4013,"Rail Yard Engineers, Dinkey Operators, and Hostlers",Coal Tram Driver,53,"Production, Transportation, and Material Moving Occupations" +5722,53-4013,"Rail Yard Engineers, Dinkey Operators, and Hostlers",Dinkey Driver,53,"Production, Transportation, and Material Moving Occupations" +5723,53-4013,"Rail Yard Engineers, Dinkey Operators, and Hostlers",Dinkey Operator,53,"Production, Transportation, and Material Moving Occupations" +5724,53-4013,"Rail Yard Engineers, Dinkey Operators, and Hostlers",Engine Hostler,53,"Production, Transportation, and Material Moving Occupations" +5725,53-4013,"Rail Yard Engineers, Dinkey Operators, and Hostlers",Haulage Engine Operator,53,"Production, Transportation, and Material Moving Occupations" +5726,53-4013,"Rail Yard Engineers, Dinkey Operators, and Hostlers",Railcar Switcher,53,"Production, Transportation, and Material Moving Occupations" +5727,53-4013,"Rail Yard Engineers, Dinkey Operators, and Hostlers",Yard Hostler,53,"Production, Transportation, and Material Moving Occupations" +5728,53-4022,"Railroad Brake, Signal, and Switch Operators and Locomotive Firers",Diesel Locomotive Firer,53,"Production, Transportation, and Material Moving Occupations" +5729,53-4022,"Railroad Brake, Signal, and Switch Operators and Locomotive Firers",Dinkey Engine Firer,53,"Production, Transportation, and Material Moving Occupations" +5730,53-4022,"Railroad Brake, Signal, and Switch Operators and Locomotive Firers",Freight Brake Operator,53,"Production, Transportation, and Material Moving Occupations" +5731,53-4022,"Railroad Brake, Signal, and Switch Operators and Locomotive Firers",Locomotive Switch Operator,53,"Production, Transportation, and Material Moving Occupations" +5732,53-4022,"Railroad Brake, Signal, and Switch Operators and Locomotive Firers",Railroad Brake Operator,53,"Production, Transportation, and Material Moving Occupations" +5733,53-4022,"Railroad Brake, Signal, and Switch Operators and Locomotive Firers",Railroad Firer,53,"Production, Transportation, and Material Moving Occupations" +5734,53-4022,"Railroad Brake, Signal, and Switch Operators and Locomotive Firers",Railway Switch Operator,53,"Production, Transportation, and Material Moving Occupations" +5735,53-4022,"Railroad Brake, Signal, and Switch Operators and Locomotive Firers",Switch Coupler,53,"Production, Transportation, and Material Moving Occupations" +5736,53-4022,"Railroad Brake, Signal, and Switch Operators and Locomotive Firers",Train Brake Operator,53,"Production, Transportation, and Material Moving Occupations" +5737,53-4031,Railroad Conductors and Yardmasters,Freight Conductor,53,"Production, Transportation, and Material Moving Occupations" +5738,53-4031,Railroad Conductors and Yardmasters,Passenger Car Conductor,53,"Production, Transportation, and Material Moving Occupations" +5739,53-4031,Railroad Conductors and Yardmasters,Train Conductor,53,"Production, Transportation, and Material Moving Occupations" +5740,53-4031,Railroad Conductors and Yardmasters,Yard Conductor,53,"Production, Transportation, and Material Moving Occupations" +5741,53-4041,Subway and Streetcar Operators,Light Rail Operator,53,"Production, Transportation, and Material Moving Occupations" +5742,53-4041,Subway and Streetcar Operators,Light Rail Transit Operator,53,"Production, Transportation, and Material Moving Occupations" +5743,53-4041,Subway and Streetcar Operators,Light Rail Vehicle Operator,53,"Production, Transportation, and Material Moving Occupations" +5744,53-4041,Subway and Streetcar Operators,Rapid Transit Operator,53,"Production, Transportation, and Material Moving Occupations" +5745,53-4041,Subway and Streetcar Operators,Subway Conductor,53,"Production, Transportation, and Material Moving Occupations" +5746,53-4041,Subway and Streetcar Operators,Subway Train Operator,53,"Production, Transportation, and Material Moving Occupations" +5747,53-4041,Subway and Streetcar Operators,Tram Operator,53,"Production, Transportation, and Material Moving Occupations" +5748,53-4041,Subway and Streetcar Operators,Trolley Car Operator,53,"Production, Transportation, and Material Moving Occupations" +5749,53-4099,"Rail Transportation Workers, All Other",Railway Equipment Operator,53,"Production, Transportation, and Material Moving Occupations" +5750,53-4099,"Rail Transportation Workers, All Other",Retarder Operator,53,"Production, Transportation, and Material Moving Occupations" +5751,53-4099,"Rail Transportation Workers, All Other",Transfer Table Operator,53,"Production, Transportation, and Material Moving Occupations" +5752,53-5011,Sailors and Marine Oilers,Able Seaman,53,"Production, Transportation, and Material Moving Occupations" +5753,53-5011,Sailors and Marine Oilers,Deck Cadet,53,"Production, Transportation, and Material Moving Occupations" +5754,53-5011,Sailors and Marine Oilers,Deck Hand,53,"Production, Transportation, and Material Moving Occupations" +5755,53-5011,Sailors and Marine Oilers,Deckhand,53,"Production, Transportation, and Material Moving Occupations" +5756,53-5011,Sailors and Marine Oilers,Merchant Mariner,53,"Production, Transportation, and Material Moving Occupations" +5757,53-5011,Sailors and Marine Oilers,Merchant Seaman,53,"Production, Transportation, and Material Moving Occupations" +5758,53-5011,Sailors and Marine Oilers,Ordinary Seaman,53,"Production, Transportation, and Material Moving Occupations" +5759,53-5011,Sailors and Marine Oilers,Sailor,53,"Production, Transportation, and Material Moving Occupations" +5760,53-5011,Sailors and Marine Oilers,Vessel Ordinary Seaman,53,"Production, Transportation, and Material Moving Occupations" +5761,53-5021,"Captains, Mates, and Pilots of Water Vessels",Barge Captain,53,"Production, Transportation, and Material Moving Occupations" +5762,53-5021,"Captains, Mates, and Pilots of Water Vessels",Barge Master,53,"Production, Transportation, and Material Moving Occupations" +5763,53-5021,"Captains, Mates, and Pilots of Water Vessels",Boat Pilot,53,"Production, Transportation, and Material Moving Occupations" +5764,53-5021,"Captains, Mates, and Pilots of Water Vessels",Car Ferry Captain,53,"Production, Transportation, and Material Moving Occupations" +5765,53-5021,"Captains, Mates, and Pilots of Water Vessels",Car Ferry Master,53,"Production, Transportation, and Material Moving Occupations" +5766,53-5021,"Captains, Mates, and Pilots of Water Vessels",Coastal Tug Mate,53,"Production, Transportation, and Material Moving Occupations" +5767,53-5021,"Captains, Mates, and Pilots of Water Vessels",Deck Officer,53,"Production, Transportation, and Material Moving Occupations" +5768,53-5021,"Captains, Mates, and Pilots of Water Vessels",Docking Pilot,53,"Production, Transportation, and Material Moving Occupations" +5769,53-5021,"Captains, Mates, and Pilots of Water Vessels",Ferry Boat Captain,53,"Production, Transportation, and Material Moving Occupations" +5770,53-5021,"Captains, Mates, and Pilots of Water Vessels",Ferry Captain,53,"Production, Transportation, and Material Moving Occupations" +5771,53-5021,"Captains, Mates, and Pilots of Water Vessels",Ferryboat Captain,53,"Production, Transportation, and Material Moving Occupations" +5772,53-5021,"Captains, Mates, and Pilots of Water Vessels",First Mate,53,"Production, Transportation, and Material Moving Occupations" +5773,53-5021,"Captains, Mates, and Pilots of Water Vessels",Harbor Boat Pilot,53,"Production, Transportation, and Material Moving Occupations" +5774,53-5021,"Captains, Mates, and Pilots of Water Vessels",Harbor Pilot,53,"Production, Transportation, and Material Moving Occupations" +5775,53-5021,"Captains, Mates, and Pilots of Water Vessels",Harbor Tug Captain,53,"Production, Transportation, and Material Moving Occupations" +5776,53-5021,"Captains, Mates, and Pilots of Water Vessels",Port Captain,53,"Production, Transportation, and Material Moving Occupations" +5777,53-5021,"Captains, Mates, and Pilots of Water Vessels",River Boat Captain,53,"Production, Transportation, and Material Moving Occupations" +5778,53-5021,"Captains, Mates, and Pilots of Water Vessels",River Pilot,53,"Production, Transportation, and Material Moving Occupations" +5779,53-5021,"Captains, Mates, and Pilots of Water Vessels",Sailboat Captain,53,"Production, Transportation, and Material Moving Occupations" +5780,53-5021,"Captains, Mates, and Pilots of Water Vessels",Ship Harbor Pilot,53,"Production, Transportation, and Material Moving Occupations" +5781,53-5021,"Captains, Mates, and Pilots of Water Vessels",Tow Boat Captain,53,"Production, Transportation, and Material Moving Occupations" +5782,53-5021,"Captains, Mates, and Pilots of Water Vessels",Towboat Pilot,53,"Production, Transportation, and Material Moving Occupations" +5783,53-5021,"Captains, Mates, and Pilots of Water Vessels",Tug Boat Captain,53,"Production, Transportation, and Material Moving Occupations" +5784,53-5021,"Captains, Mates, and Pilots of Water Vessels",Tugboat Captain,53,"Production, Transportation, and Material Moving Occupations" +5785,53-5021,"Captains, Mates, and Pilots of Water Vessels",Tugboat Mate,53,"Production, Transportation, and Material Moving Occupations" +5786,53-5021,"Captains, Mates, and Pilots of Water Vessels",Tugboat Operator,53,"Production, Transportation, and Material Moving Occupations" +5787,53-5021,"Captains, Mates, and Pilots of Water Vessels",Tugboat Pilot,53,"Production, Transportation, and Material Moving Occupations" +5788,53-5022,Motorboat Operators,Launch Operator,53,"Production, Transportation, and Material Moving Occupations" +5789,53-5022,Motorboat Operators,Outboard Motorboat Operator,53,"Production, Transportation, and Material Moving Occupations" +5790,53-5022,Motorboat Operators,Speedboat Driver,53,"Production, Transportation, and Material Moving Occupations" +5791,53-5022,Motorboat Operators,Speedboat Operator,53,"Production, Transportation, and Material Moving Occupations" +5792,53-5022,Motorboat Operators,Water Taxi Ferry Operator,53,"Production, Transportation, and Material Moving Occupations" +5793,53-5022,Motorboat Operators,Water Taxi Operator,53,"Production, Transportation, and Material Moving Occupations" +5794,53-5031,Ship Engineers,Barge Engineer,53,"Production, Transportation, and Material Moving Occupations" +5795,53-5031,Ship Engineers,Ferry Engineer,53,"Production, Transportation, and Material Moving Occupations" +5796,53-5031,Ship Engineers,Towboat Engineer,53,"Production, Transportation, and Material Moving Occupations" +5797,53-5031,Ship Engineers,Tug Boat Engineer,53,"Production, Transportation, and Material Moving Occupations" +5798,53-5031,Ship Engineers,Tugboat Engineer,53,"Production, Transportation, and Material Moving Occupations" +5799,53-6011,Bridge and Lock Tenders,Bridge Operator,53,"Production, Transportation, and Material Moving Occupations" +5800,53-6011,Bridge and Lock Tenders,Bridge Tender,53,"Production, Transportation, and Material Moving Occupations" +5801,53-6011,Bridge and Lock Tenders,Dam Tender,53,"Production, Transportation, and Material Moving Occupations" +5802,53-6011,Bridge and Lock Tenders,Lighthouse Keeper,53,"Production, Transportation, and Material Moving Occupations" +5803,53-6011,Bridge and Lock Tenders,Lock and Dam Operator,53,"Production, Transportation, and Material Moving Occupations" +5804,53-6021,Parking Attendants,Auto Parker,53,"Production, Transportation, and Material Moving Occupations" +5805,53-6021,Parking Attendants,Car Jockey,53,"Production, Transportation, and Material Moving Occupations" +5806,53-6021,Parking Attendants,Parking Ramp Attendant,53,"Production, Transportation, and Material Moving Occupations" +5807,53-6021,Parking Attendants,Valet Parker,53,"Production, Transportation, and Material Moving Occupations" +5808,53-6021,Parking Attendants,Valet Runner,53,"Production, Transportation, and Material Moving Occupations" +5809,53-6031,Automotive and Watercraft Service Attendants,Auto Service Station Attendant,53,"Production, Transportation, and Material Moving Occupations" +5810,53-6031,Automotive and Watercraft Service Attendants,Gas and Oil Servicer,53,"Production, Transportation, and Material Moving Occupations" +5811,53-6031,Automotive and Watercraft Service Attendants,Gas Pump Attendant,53,"Production, Transportation, and Material Moving Occupations" +5812,53-6031,Automotive and Watercraft Service Attendants,Gas Station Attendant,53,"Production, Transportation, and Material Moving Occupations" +5813,53-6031,Automotive and Watercraft Service Attendants,Oil Changer,53,"Production, Transportation, and Material Moving Occupations" +5814,53-6031,Automotive and Watercraft Service Attendants,Pump Jockey,53,"Production, Transportation, and Material Moving Occupations" +5815,53-6031,Automotive and Watercraft Service Attendants,Service Station Attendant,53,"Production, Transportation, and Material Moving Occupations" +5816,53-6032,Aircraft Service Attendants,Aircraft De-Icer,53,"Production, Transportation, and Material Moving Occupations" +5817,53-6032,Aircraft Service Attendants,Aircraft Refueler,53,"Production, Transportation, and Material Moving Occupations" +5818,53-6032,Aircraft Service Attendants,Airplane Refueler,53,"Production, Transportation, and Material Moving Occupations" +5819,53-6041,Traffic Technicians,Highway Traffic Control Technician,53,"Production, Transportation, and Material Moving Occupations" +5820,53-6041,Traffic Technicians,Traffic Engineering Technician,53,"Production, Transportation, and Material Moving Occupations" +5821,53-6041,Traffic Technicians,Traffic Signal Technician,53,"Production, Transportation, and Material Moving Occupations" +5822,53-6041,Traffic Technicians,Transportation Planning Technician,53,"Production, Transportation, and Material Moving Occupations" +5823,53-6041,Traffic Technicians,Transportation Technician,53,"Production, Transportation, and Material Moving Occupations" +5824,53-6051,Transportation Inspectors,Aircraft Inspector,53,"Production, Transportation, and Material Moving Occupations" +5825,53-6051,Transportation Inspectors,Aircraft Landing Gear Inspector,53,"Production, Transportation, and Material Moving Occupations" +5826,53-6051,Transportation Inspectors,Aircraft Quality Control Inspector,53,"Production, Transportation, and Material Moving Occupations" +5827,53-6051,Transportation Inspectors,Airworthiness Safety Inspector,53,"Production, Transportation, and Material Moving Occupations" +5828,53-6051,Transportation Inspectors,Freight Inspector,53,"Production, Transportation, and Material Moving Occupations" +5829,53-6051,Transportation Inspectors,Locomotive Inspector,53,"Production, Transportation, and Material Moving Occupations" +5830,53-6051,Transportation Inspectors,Motor Vehicle Emissions Inspector,53,"Production, Transportation, and Material Moving Occupations" +5831,53-6051,Transportation Inspectors,Railroad Car Inspector,53,"Production, Transportation, and Material Moving Occupations" +5832,53-6051,Transportation Inspectors,Railroad Inspector,53,"Production, Transportation, and Material Moving Occupations" +5833,53-6051,Transportation Inspectors,School Bus Inspector,53,"Production, Transportation, and Material Moving Occupations" +5834,53-6051,Transportation Inspectors,Transit Vehicle Inspector,53,"Production, Transportation, and Material Moving Occupations" +5835,53-6061,Passenger Attendants,Dining Car Steward,53,"Production, Transportation, and Material Moving Occupations" +5836,53-6061,Passenger Attendants,Ship Steward,53,"Production, Transportation, and Material Moving Occupations" +5837,53-6061,Passenger Attendants,Sleeping Car Service Attendant,53,"Production, Transportation, and Material Moving Occupations" +5838,53-6061,Passenger Attendants,Train Attendant,53,"Production, Transportation, and Material Moving Occupations" +5839,53-6099,"Transportation Workers, All Other",Pedicab Driver,53,"Production, Transportation, and Material Moving Occupations" +5840,53-6099,"Transportation Workers, All Other",Rickshaw Driver,53,"Production, Transportation, and Material Moving Occupations" +5841,53-7011,Conveyor Operators and Tenders,Ash Conveyor Operator,53,"Production, Transportation, and Material Moving Occupations" +5842,53-7011,Conveyor Operators and Tenders,Assembly Line Tender,53,"Production, Transportation, and Material Moving Occupations" +5843,53-7011,Conveyor Operators and Tenders,Chip Bin Conveyor Tender,53,"Production, Transportation, and Material Moving Occupations" +5844,53-7011,Conveyor Operators and Tenders,Conveyor Belt Operator,53,"Production, Transportation, and Material Moving Occupations" +5845,53-7011,Conveyor Operators and Tenders,Conveyor Tender,53,"Production, Transportation, and Material Moving Occupations" +5846,53-7011,Conveyor Operators and Tenders,Grain Elevator Operator,53,"Production, Transportation, and Material Moving Occupations" +5847,53-7011,Conveyor Operators and Tenders,Packing Line Operator,53,"Production, Transportation, and Material Moving Occupations" +5848,53-7021,Crane and Tower Operators,Boom Crane Operator,53,"Production, Transportation, and Material Moving Occupations" +5849,53-7021,Crane and Tower Operators,Bridge Crane Operator,53,"Production, Transportation, and Material Moving Occupations" +5850,53-7021,Crane and Tower Operators,Cherry Picker Operator,53,"Production, Transportation, and Material Moving Occupations" +5851,53-7021,Crane and Tower Operators,Coal Tower Operator,53,"Production, Transportation, and Material Moving Occupations" +5852,53-7021,Crane and Tower Operators,Electric Crane Operator,53,"Production, Transportation, and Material Moving Occupations" +5853,53-7021,Crane and Tower Operators,Erecting Crane Operator,53,"Production, Transportation, and Material Moving Occupations" +5854,53-7021,Crane and Tower Operators,Monorail Crane Operator,53,"Production, Transportation, and Material Moving Occupations" +5855,53-7021,Crane and Tower Operators,Overhead Crane Operator,53,"Production, Transportation, and Material Moving Occupations" +5856,53-7021,Crane and Tower Operators,Port Crane Operator,53,"Production, Transportation, and Material Moving Occupations" +5857,53-7021,Crane and Tower Operators,Radio Control Crane Operator,53,"Production, Transportation, and Material Moving Occupations" +5858,53-7021,Crane and Tower Operators,Scrap Crane Operator,53,"Production, Transportation, and Material Moving Occupations" +5859,53-7021,Crane and Tower Operators,Tower Loader Operator,53,"Production, Transportation, and Material Moving Occupations" +5860,53-7021,Crane and Tower Operators,Woodyard Crane Operator,53,"Production, Transportation, and Material Moving Occupations" +5861,53-7031,Dredge Operators,Dredge Deckhand,53,"Production, Transportation, and Material Moving Occupations" +5862,53-7031,Dredge Operators,Dredge Engineer,53,"Production, Transportation, and Material Moving Occupations" +5863,53-7031,Dredge Operators,Dredge Mate,53,"Production, Transportation, and Material Moving Occupations" +5864,53-7031,Dredge Operators,Dredger,53,"Production, Transportation, and Material Moving Occupations" +5865,53-7041,Hoist and Winch Operators,Hoist Operator,53,"Production, Transportation, and Material Moving Occupations" +5866,53-7041,Hoist and Winch Operators,Winch Derrick Operator,53,"Production, Transportation, and Material Moving Occupations" +5867,53-7041,Hoist and Winch Operators,Winch Operator,53,"Production, Transportation, and Material Moving Occupations" +5868,53-7051,Industrial Truck and Tractor Operators,Forklift Driver,53,"Production, Transportation, and Material Moving Occupations" +5869,53-7051,Industrial Truck and Tractor Operators,Forklift Operator,53,"Production, Transportation, and Material Moving Occupations" +5870,53-7051,Industrial Truck and Tractor Operators,Front-End Loader Operator,53,"Production, Transportation, and Material Moving Occupations" +5871,53-7051,Industrial Truck and Tractor Operators,Hydraulic Lift Driver,53,"Production, Transportation, and Material Moving Occupations" +5872,53-7051,Industrial Truck and Tractor Operators,Industrial Truck Operator,53,"Production, Transportation, and Material Moving Occupations" +5873,53-7051,Industrial Truck and Tractor Operators,Reach-Lift Truck Driver,53,"Production, Transportation, and Material Moving Occupations" +5874,53-7051,Industrial Truck and Tractor Operators,Stacker Operator,53,"Production, Transportation, and Material Moving Occupations" +5875,53-7061,Cleaners of Vehicles and Equipment,Aircraft Cleaner,53,"Production, Transportation, and Material Moving Occupations" +5876,53-7061,Cleaners of Vehicles and Equipment,Auto Cleaner,53,"Production, Transportation, and Material Moving Occupations" +5877,53-7061,Cleaners of Vehicles and Equipment,Auto Detailer,53,"Production, Transportation, and Material Moving Occupations" +5878,53-7061,Cleaners of Vehicles and Equipment,Automobile Detailer,53,"Production, Transportation, and Material Moving Occupations" +5879,53-7061,Cleaners of Vehicles and Equipment,Beer Coil Cleaner,53,"Production, Transportation, and Material Moving Occupations" +5880,53-7061,Cleaners of Vehicles and Equipment,Boat Detailer,53,"Production, Transportation, and Material Moving Occupations" +5881,53-7061,Cleaners of Vehicles and Equipment,Bus Cleaner,53,"Production, Transportation, and Material Moving Occupations" +5882,53-7061,Cleaners of Vehicles and Equipment,Bus Washer,53,"Production, Transportation, and Material Moving Occupations" +5883,53-7061,Cleaners of Vehicles and Equipment,Car Wash Attendant,53,"Production, Transportation, and Material Moving Occupations" +5884,53-7061,Cleaners of Vehicles and Equipment,Car Washer,53,"Production, Transportation, and Material Moving Occupations" +5885,53-7061,Cleaners of Vehicles and Equipment,Equipment Cleaner,53,"Production, Transportation, and Material Moving Occupations" +5886,53-7061,Cleaners of Vehicles and Equipment,Machine Cleaner,53,"Production, Transportation, and Material Moving Occupations" +5887,53-7061,Cleaners of Vehicles and Equipment,Railroad Car Cleaner,53,"Production, Transportation, and Material Moving Occupations" +5888,53-7061,Cleaners of Vehicles and Equipment,Truck Washer,53,"Production, Transportation, and Material Moving Occupations" +5889,53-7062,"Laborers and Freight, Stock, and Material Movers, Hand",Cargo Handler,53,"Production, Transportation, and Material Moving Occupations" +5890,53-7062,"Laborers and Freight, Stock, and Material Movers, Hand",Cart Pusher,53,"Production, Transportation, and Material Moving Occupations" +5891,53-7062,"Laborers and Freight, Stock, and Material Movers, Hand",Freight Handler,53,"Production, Transportation, and Material Moving Occupations" +5892,53-7062,"Laborers and Freight, Stock, and Material Movers, Hand",Grave Digger,53,"Production, Transportation, and Material Moving Occupations" +5893,53-7062,"Laborers and Freight, Stock, and Material Movers, Hand",Manufacturing Laborer,53,"Production, Transportation, and Material Moving Occupations" +5894,53-7062,"Laborers and Freight, Stock, and Material Movers, Hand",Material Handler,53,"Production, Transportation, and Material Moving Occupations" +5895,53-7062,"Laborers and Freight, Stock, and Material Movers, Hand",Package Handler,53,"Production, Transportation, and Material Moving Occupations" +5896,53-7062,"Laborers and Freight, Stock, and Material Movers, Hand",Shipping and Receiving Material Handler,53,"Production, Transportation, and Material Moving Occupations" +5897,53-7062,"Laborers and Freight, Stock, and Material Movers, Hand",Van Loader,53,"Production, Transportation, and Material Moving Occupations" +5898,53-7062,"Laborers and Freight, Stock, and Material Movers, Hand",Wharf Laborer,53,"Production, Transportation, and Material Moving Occupations" +5899,53-7063,Machine Feeders and Offbearers,Brick Offbearer,53,"Production, Transportation, and Material Moving Occupations" +5900,53-7063,Machine Feeders and Offbearers,Chain Offbearer,53,"Production, Transportation, and Material Moving Occupations" +5901,53-7063,Machine Feeders and Offbearers,Chopper Feeder,53,"Production, Transportation, and Material Moving Occupations" +5902,53-7063,Machine Feeders and Offbearers,Doffer,53,"Production, Transportation, and Material Moving Occupations" +5903,53-7063,Machine Feeders and Offbearers,Dryer Feeder,53,"Production, Transportation, and Material Moving Occupations" +5904,53-7063,Machine Feeders and Offbearers,Hopper Feeder,53,"Production, Transportation, and Material Moving Occupations" +5905,53-7063,Machine Feeders and Offbearers,Hopper Filler,53,"Production, Transportation, and Material Moving Occupations" +5906,53-7063,Machine Feeders and Offbearers,Line Feeder,53,"Production, Transportation, and Material Moving Occupations" +5907,53-7063,Machine Feeders and Offbearers,Offbearer,53,"Production, Transportation, and Material Moving Occupations" +5908,53-7063,Machine Feeders and Offbearers,Packing Machine Can Feeder,53,"Production, Transportation, and Material Moving Occupations" +5909,53-7063,Machine Feeders and Offbearers,Spike Machine Feeder,53,"Production, Transportation, and Material Moving Occupations" +5910,53-7063,Machine Feeders and Offbearers,Spinning Doffer,53,"Production, Transportation, and Material Moving Occupations" +5911,53-7063,Machine Feeders and Offbearers,Spooler Operator,53,"Production, Transportation, and Material Moving Occupations" +5912,53-7064,"Packers and Packagers, Hand",Bagger,53,"Production, Transportation, and Material Moving Occupations" +5913,53-7064,"Packers and Packagers, Hand",Carton Wrapper,53,"Production, Transportation, and Material Moving Occupations" +5914,53-7064,"Packers and Packagers, Hand",Egg Packer,53,"Production, Transportation, and Material Moving Occupations" +5915,53-7064,"Packers and Packagers, Hand",Gift Wrapper,53,"Production, Transportation, and Material Moving Occupations" +5916,53-7064,"Packers and Packagers, Hand",Grocery Store Bagger,53,"Production, Transportation, and Material Moving Occupations" +5917,53-7064,"Packers and Packagers, Hand",Meat Packager,53,"Production, Transportation, and Material Moving Occupations" +5918,53-7064,"Packers and Packagers, Hand",Meat Wrapper,53,"Production, Transportation, and Material Moving Occupations" +5919,53-7064,"Packers and Packagers, Hand",Utility Bagger,53,"Production, Transportation, and Material Moving Occupations" +5920,53-7065,Stockers and Order Fillers,Grocery Stocker,53,"Production, Transportation, and Material Moving Occupations" +5921,53-7065,Stockers and Order Fillers,Night Stocker,53,"Production, Transportation, and Material Moving Occupations" +5922,53-7065,Stockers and Order Fillers,Retail Stocker,53,"Production, Transportation, and Material Moving Occupations" +5923,53-7065,Stockers and Order Fillers,Store Stocker,53,"Production, Transportation, and Material Moving Occupations" +5924,53-7065,Stockers and Order Fillers,Warehouse Stocker,53,"Production, Transportation, and Material Moving Occupations" +5925,53-7071,Gas Compressor and Gas Pumping Station Operators,Acetylene Gas Compressor,53,"Production, Transportation, and Material Moving Occupations" +5926,53-7071,Gas Compressor and Gas Pumping Station Operators,Butane Compressor Operator,53,"Production, Transportation, and Material Moving Occupations" +5927,53-7071,Gas Compressor and Gas Pumping Station Operators,Compressor Station Operator,53,"Production, Transportation, and Material Moving Occupations" +5928,53-7071,Gas Compressor and Gas Pumping Station Operators,Gas Compressor Operator,53,"Production, Transportation, and Material Moving Occupations" +5929,53-7071,Gas Compressor and Gas Pumping Station Operators,Gas Cylinder Processor,53,"Production, Transportation, and Material Moving Occupations" +5930,53-7071,Gas Compressor and Gas Pumping Station Operators,Gas Storage Operator,53,"Production, Transportation, and Material Moving Occupations" +5931,53-7071,Gas Compressor and Gas Pumping Station Operators,High Pressure Compressed Gas Filler,53,"Production, Transportation, and Material Moving Occupations" +5932,53-7071,Gas Compressor and Gas Pumping Station Operators,Liquid Natural Gas Plant Operator,53,"Production, Transportation, and Material Moving Occupations" +5933,53-7071,Gas Compressor and Gas Pumping Station Operators,LNG Plant Operator,53,"Production, Transportation, and Material Moving Occupations" +5934,53-7072,"Pump Operators, Except Wellhead Pumpers",Acid Pump Operator,53,"Production, Transportation, and Material Moving Occupations" +5935,53-7072,"Pump Operators, Except Wellhead Pumpers",Brewery Pumper,53,"Production, Transportation, and Material Moving Occupations" +5936,53-7072,"Pump Operators, Except Wellhead Pumpers",Concrete Pump Operator,53,"Production, Transportation, and Material Moving Occupations" +5937,53-7072,"Pump Operators, Except Wellhead Pumpers",Fluid Pump Operator,53,"Production, Transportation, and Material Moving Occupations" +5938,53-7073,Wellhead Pumpers,Oil Field Pumper,53,"Production, Transportation, and Material Moving Occupations" +5939,53-7073,Wellhead Pumpers,Oil Well Pumper,53,"Production, Transportation, and Material Moving Occupations" +5940,53-7073,Wellhead Pumpers,Oilfield Plant and Field Operator,53,"Production, Transportation, and Material Moving Occupations" +5941,53-7081,Refuse and Recyclable Material Collectors,Garbage Collector,53,"Production, Transportation, and Material Moving Occupations" +5942,53-7081,Refuse and Recyclable Material Collectors,Recyclable Materials Collector,53,"Production, Transportation, and Material Moving Occupations" +5943,53-7081,Refuse and Recyclable Material Collectors,Refuse Collector,53,"Production, Transportation, and Material Moving Occupations" +5944,53-7081,Refuse and Recyclable Material Collectors,Scrap Metal Collector,53,"Production, Transportation, and Material Moving Occupations" +5945,53-7081,Refuse and Recyclable Material Collectors,Solid Waste Collector,53,"Production, Transportation, and Material Moving Occupations" +5946,53-7081,Refuse and Recyclable Material Collectors,Trash Collector,53,"Production, Transportation, and Material Moving Occupations" +5947,53-7121,"Tank Car, Truck, and Ship Loaders",Barge Loader,53,"Production, Transportation, and Material Moving Occupations" +5948,53-7121,"Tank Car, Truck, and Ship Loaders",Bulk Tank Car Unloader,53,"Production, Transportation, and Material Moving Occupations" +5949,53-7121,"Tank Car, Truck, and Ship Loaders",Dock Loader,53,"Production, Transportation, and Material Moving Occupations" +5950,53-7121,"Tank Car, Truck, and Ship Loaders",Rail Car Loader,53,"Production, Transportation, and Material Moving Occupations" +5951,53-7121,"Tank Car, Truck, and Ship Loaders",Rail Loader,53,"Production, Transportation, and Material Moving Occupations" +5952,53-7121,"Tank Car, Truck, and Ship Loaders",Ship Unloader,53,"Production, Transportation, and Material Moving Occupations" +5953,53-7121,"Tank Car, Truck, and Ship Loaders",Tank Car Loader,53,"Production, Transportation, and Material Moving Occupations" +5954,53-7121,"Tank Car, Truck, and Ship Loaders",Tank Truck Loader,53,"Production, Transportation, and Material Moving Occupations" +5955,53-7199,"Material Moving Workers, All Other",Back Hoe Operator,53,"Production, Transportation, and Material Moving Occupations" +5956,53-7199,"Material Moving Workers, All Other",Backhoe Operator,53,"Production, Transportation, and Material Moving Occupations" +5957,53-7199,"Material Moving Workers, All Other",Bulldozer Operator,53,"Production, Transportation, and Material Moving Occupations" +5958,53-7199,"Material Moving Workers, All Other",End Loader Operator,53,"Production, Transportation, and Material Moving Occupations" +5959,53-7199,"Material Moving Workers, All Other",Freight Elevator Operator,53,"Production, Transportation, and Material Moving Occupations" +5960,53-7199,"Material Moving Workers, All Other",Payloader Operator,53,"Production, Transportation, and Material Moving Occupations" +5961,53-7199,"Material Moving Workers, All Other",Shovel Operator,53,"Production, Transportation, and Material Moving Occupations" +5962,55-1011,Air Crew Officers,Airdrop Systems Technician,55,Military Specific Occupations +5963,55-1011,Air Crew Officers,"Astronaut, Mission Specialist",55,Military Specific Occupations +5964,55-1011,Air Crew Officers,Helicopter Officer,55,Military Specific Occupations +5965,55-1011,Air Crew Officers,"Naval Flight Officer, Airborne Reconnaissance Officer",55,Military Specific Occupations +5966,55-1011,Air Crew Officers,"Naval Flight Officer, Bombardier/Navigator",55,Military Specific Occupations +5967,55-1011,Air Crew Officers,"Naval Flight Officer, Electronic Warfare Officer",55,Military Specific Occupations +5968,55-1011,Air Crew Officers,"Naval Flight Officer, Qualified Supporting Arms Coordinator (Airborne)",55,Military Specific Occupations +5969,55-1011,Air Crew Officers,"Naval Flight Officer, Radar Intercept Officer",55,Military Specific Occupations +5970,55-1011,Air Crew Officers,"Naval Flight Officer, Weapons Systems Officer",55,Military Specific Occupations +5971,55-1011,Air Crew Officers,Special Project Airborne Electronics Evaluator,55,Military Specific Occupations +5972,55-1012,Aircraft Launch and Recovery Officers,Catapult And Arresting Gear Officer,55,Military Specific Occupations +5973,55-1012,Aircraft Launch and Recovery Officers,Flight Deck Officer,55,Military Specific Occupations +5974,55-1012,Aircraft Launch and Recovery Officers,Landing Signal Officer,55,Military Specific Occupations +5975,55-1012,Aircraft Launch and Recovery Officers,V/Stol Landing Signal Officer,55,Military Specific Occupations +5976,55-1013,Armored Assault Vehicle Officers,Armor Officer,55,Military Specific Occupations +5977,55-1013,Armored Assault Vehicle Officers,Assault Amphibious Vehicle (AAV) Officer,55,Military Specific Occupations +5978,55-1013,Armored Assault Vehicle Officers,Cavalry Officer,55,Military Specific Occupations +5979,55-1013,Armored Assault Vehicle Officers,Light-Armored Reconnaissance Officer,55,Military Specific Occupations +5980,55-1013,Armored Assault Vehicle Officers,Light-Armored Vehicle Officer,55,Military Specific Occupations +5981,55-1013,Armored Assault Vehicle Officers,Tank Officer,55,Military Specific Occupations +5982,55-1014,Artillery and Missile Officers,Air Defense Artillery Officer,55,Military Specific Occupations +5983,55-1014,Artillery and Missile Officers,Ammunition Officer,55,Military Specific Occupations +5984,55-1014,Artillery and Missile Officers,"Division Officer, Weapons Department",55,Military Specific Occupations +5985,55-1014,Artillery and Missile Officers,"Division Officer, Weapons Department (Antisubmarine Weapons)",55,Military Specific Occupations +5986,55-1014,Artillery and Missile Officers,"Division Officer, Weapons Department (Guided Missiles)",55,Military Specific Occupations +5987,55-1014,Artillery and Missile Officers,"Division Officer, Weapons Department (Gunnery)",55,Military Specific Occupations +5988,55-1014,Artillery and Missile Officers,Field Artillery Officer,55,Military Specific Occupations +5989,55-1014,Artillery and Missile Officers,Field Artillery Targeting Technician,55,Military Specific Occupations +5990,55-1014,Artillery and Missile Officers,Fire Control Officer (Surface-To-Air Missiles),55,Military Specific Occupations +5991,55-1014,Artillery and Missile Officers,Ground Nuclear Weapons Assembly Officer,55,Military Specific Occupations +5992,55-1014,Artillery and Missile Officers,"Guided Missile Test Officer, Air-Launched",55,Military Specific Occupations +5993,55-1014,Artillery and Missile Officers,Hawk Missile Air Defense Artillery,55,Military Specific Occupations +5994,55-1014,Artillery and Missile Officers,Low Altitude Air Defense Officer,55,Military Specific Occupations +5995,55-1014,Artillery and Missile Officers,Naval Gunfire Spotter,55,Military Specific Occupations +5996,55-1014,Artillery and Missile Officers,Naval Surface Fire Support Planner,55,Military Specific Occupations +5997,55-1014,Artillery and Missile Officers,Nuclear & Chemical Weapons Employment Officer,55,Military Specific Occupations +5998,55-1014,Artillery and Missile Officers,Nuclear Weapons Custodian,55,Military Specific Occupations +5999,55-1014,Artillery and Missile Officers,Ordnance Officer,55,Military Specific Occupations +6000,55-1014,Artillery and Missile Officers,Patriot Missile Air Defense Artillery,55,Military Specific Occupations +6001,55-1014,Artillery and Missile Officers,Short-Range Air Defense Artillery,55,Military Specific Occupations +6002,55-1014,Artillery and Missile Officers,"Space And Missile Operations, Missile Combat Crew Officer",55,Military Specific Occupations +6003,55-1014,Artillery and Missile Officers,Strike Warfare/Missile Systems Officer,55,Military Specific Occupations +6004,55-1014,Artillery and Missile Officers,Strike Warfare/Missile Systems Officer (Surface-To-Air Missile),55,Military Specific Occupations +6005,55-1014,Artillery and Missile Officers,Surface-To-Air Weapons Officer,55,Military Specific Occupations +6006,55-1014,Artillery and Missile Officers,Targeting Acquisition Officer,55,Military Specific Occupations +6007,55-1014,Artillery and Missile Officers,Weapons Military Characteristics Officer,55,Military Specific Occupations +6008,55-1014,Artillery and Missile Officers,Weapons Officer,55,Military Specific Occupations +6009,55-1014,Artillery and Missile Officers,Weapons Officer (Fleet Ballistic Missiles),55,Military Specific Occupations +6010,55-1014,Artillery and Missile Officers,"Weapons Officer, Naval Activity",55,Military Specific Occupations +6011,55-1015,Command and Control Center Officers,Aadc Plans Staff Officer,55,Military Specific Occupations +6012,55-1015,Command and Control Center Officers,Advisor To Command In Combat,55,Military Specific Occupations +6013,55-1015,Command and Control Center Officers,Air Battle Manager,55,Military Specific Occupations +6014,55-1015,Command and Control Center Officers,Air Control/Anti-Air Warfare Officer,55,Military Specific Occupations +6015,55-1015,Command and Control Center Officers,Air Defense Control Officer,55,Military Specific Occupations +6016,55-1015,Command and Control Center Officers,Air Intercept Controller Supervisor,55,Military Specific Occupations +6017,55-1015,Command and Control Center Officers,Air Liaison And Special Staff,55,Military Specific Occupations +6018,55-1015,Command and Control Center Officers,Air Support Control Officer,55,Military Specific Occupations +6019,55-1015,Command and Control Center Officers,Anti-Air Warfare Operations Officer,55,Military Specific Occupations +6020,55-1015,Command and Control Center Officers,"Antisubmarine Classification And Analysis Officer, Aviation",55,Military Specific Occupations +6021,55-1015,Command and Control Center Officers,Aoc Aadc Chief Of Operations Staff Officer,55,Military Specific Occupations +6022,55-1015,Command and Control Center Officers,Aoc Aadc Director And Chief Of Plans Staff Officer,55,Military Specific Occupations +6023,55-1015,Command and Control Center Officers,Aoc Aadc Operations Staff Officer,55,Military Specific Occupations +6024,55-1015,Command and Control Center Officers,Aoc Airspace Control Officer,55,Military Specific Occupations +6025,55-1015,Command and Control Center Officers,Aoc Director Combat Operations Officer,55,Military Specific Occupations +6026,55-1015,Command and Control Center Officers,Aoc Director Combat Plans Officer,55,Military Specific Occupations +6027,55-1015,Command and Control Center Officers,Aoc Director Intelligence Officer,55,Military Specific Occupations +6028,55-1015,Command and Control Center Officers,Aoc Information Operations Staff Officer,55,Military Specific Occupations +6029,55-1015,Command and Control Center Officers,Aoc Operations - Air Mobility / Logistics Chief,55,Military Specific Occupations +6030,55-1015,Command and Control Center Officers,Aoc Operations - Air Mobility / Logistics Officer,55,Military Specific Occupations +6031,55-1015,Command and Control Center Officers,Aoc Operations - Combat Search And Rescue Chief,55,Military Specific Occupations +6032,55-1015,Command and Control Center Officers,Aoc Operations - Combat Search And Rescue Officer,55,Military Specific Occupations +6033,55-1015,Command and Control Center Officers,Aoc Operations - Defensive Operations Officer,55,Military Specific Occupations +6034,55-1015,Command and Control Center Officers,Aoc Operations - Intelligence Chief,55,Military Specific Occupations +6035,55-1015,Command and Control Center Officers,Aoc Operations - Intelligence Officer,55,Military Specific Occupations +6036,55-1015,Command and Control Center Officers,Aoc Operations - Naval And Amphibious Liaison Element Afloat Planning Liaison,55,Military Specific Occupations +6037,55-1015,Command and Control Center Officers,Aoc Operations - Naval And Amphibious Liaison Element Member,55,Military Specific Occupations +6038,55-1015,Command and Control Center Officers,Aoc Operations - Offensive Operations Officer,55,Military Specific Occupations +6039,55-1015,Command and Control Center Officers,Aoc Operations - Special Operations Chief,55,Military Specific Occupations +6040,55-1015,Command and Control Center Officers,Aoc Operations - Special Operations Officer,55,Military Specific Occupations +6041,55-1015,Command and Control Center Officers,Aoc Operations - Time Sensitive / Critical Targeting Officer,55,Military Specific Occupations +6042,55-1015,Command and Control Center Officers,Aoc Operations - Time Sensitive / Critical Targeting Officer Chief,55,Military Specific Occupations +6043,55-1015,Command and Control Center Officers,Aoc Plans - Air Task Order / Air Control Order Production Officer,55,Military Specific Occupations +6044,55-1015,Command and Control Center Officers,Aoc Plans - Guidance Apportionment And Targeting Officer,55,Military Specific Occupations +6045,55-1015,Command and Control Center Officers,Aoc Plans - Guidance Apportionment And Targeting Officer Chief,55,Military Specific Occupations +6046,55-1015,Command and Control Center Officers,Aoc Plans - Intelligence Officer,55,Military Specific Occupations +6047,55-1015,Command and Control Center Officers,Aoc Plans - Intelligence Officer Chief,55,Military Specific Occupations +6048,55-1015,Command and Control Center Officers,Aoc Plans - Master Air Attack Planning Assistant Chief,55,Military Specific Occupations +6049,55-1015,Command and Control Center Officers,Aoc Plans - Master Air Attack Planning Chief,55,Military Specific Occupations +6050,55-1015,Command and Control Center Officers,Aoc Plans - Master Air Attack Planning Officer,55,Military Specific Occupations +6051,55-1015,Command and Control Center Officers,Aoc Strategy Plans And Operational Assessment Officer,55,Military Specific Occupations +6052,55-1015,Command and Control Center Officers,Aoc Strategy Plans And Operational Assessment Officer Chief,55,Military Specific Occupations +6053,55-1015,Command and Control Center Officers,C4 Planner,55,Military Specific Occupations +6054,55-1015,Command and Control Center Officers,Carrier Airborne Combat Information Center Officer,55,Military Specific Occupations +6055,55-1015,Command and Control Center Officers,Combat Control Officer,55,Military Specific Occupations +6056,55-1015,Command and Control Center Officers,Combat Information Center Officer,55,Military Specific Occupations +6057,55-1015,Command and Control Center Officers,Combat Systems Officer,55,Military Specific Occupations +6058,55-1015,Command and Control Center Officers,Command And Control,55,Military Specific Occupations +6059,55-1015,Command and Control Center Officers,Command And Control Officer,55,Military Specific Occupations +6060,55-1015,Command and Control Center Officers,Command And Control Systems Integrator,55,Military Specific Occupations +6061,55-1015,Command and Control Center Officers,"Command, Control, Communications, Computers And Intelligence (C4i) Officer",55,Military Specific Occupations +6062,55-1015,Command and Control Center Officers,Force Deployment Planning And Execution Officer,55,Military Specific Occupations +6063,55-1015,Command and Control Center Officers,Forward Air Controller/Air Officer,55,Military Specific Occupations +6064,55-1015,Command and Control Center Officers,Information Management Officer,55,Military Specific Occupations +6065,55-1015,Command and Control Center Officers,Joint Terminal Attack Controller Officer,55,Military Specific Occupations +6066,55-1015,Command and Control Center Officers,Marine Air Ground Task Force (Magtf) Planners,55,Military Specific Occupations +6067,55-1015,Command and Control Center Officers,Naval Tactical Data System--Combat Information Center Officer,55,Military Specific Occupations +6068,55-1015,Command and Control Center Officers,"Naval Tactical Data System--Combat Information Center Watch Officer, Carrier Controlled Approach Controller",55,Military Specific Occupations +6069,55-1015,Command and Control Center Officers,"Naval Tactical Data System--Combat Information Center Watch Officer, General",55,Military Specific Occupations +6070,55-1015,Command and Control Center Officers,Offshore Control And Surveillance System Officer,55,Military Specific Occupations +6071,55-1015,Command and Control Center Officers,Operations Control Center Briefing Officer,55,Military Specific Occupations +6072,55-1015,Command and Control Center Officers,"Operations Officer, Afloat (Naval Tactical Data Systems)",55,Military Specific Occupations +6073,55-1015,Command and Control Center Officers,Relocatable Over-The-Horizon Radar Watch Officer,55,Military Specific Occupations +6074,55-1015,Command and Control Center Officers,Senior Air Director (Sad),55,Military Specific Occupations +6075,55-1015,Command and Control Center Officers,Staff Combat Information Center Officer,55,Military Specific Occupations +6076,55-1015,Command and Control Center Officers,Staff Command And Control Officer,55,Military Specific Occupations +6077,55-1015,Command and Control Center Officers,Staff Electronic Warfare Officer,55,Military Specific Occupations +6078,55-1015,Command and Control Center Officers,Staff Operations Command Center Watch Officer,55,Military Specific Occupations +6079,55-1015,Command and Control Center Officers,Staff Readiness Officer (Combat Information Center),55,Military Specific Occupations +6080,55-1015,Command and Control Center Officers,Surveillance Sensor Officer,55,Military Specific Occupations +6081,55-1016,Infantry Officers,Infantry Weapons Officer,55,Military Specific Occupations +6082,55-1017,Special Forces Officers,Advanced Seal Delivery System,55,Military Specific Occupations +6083,55-1017,Special Forces Officers,Combatant Diver Officer,55,Military Specific Occupations +6084,55-1017,Special Forces Officers,Combatant Diver Qualified (Officer),55,Military Specific Occupations +6085,55-1017,Special Forces Officers,"Commanding Officer, Special Warfare Team",55,Military Specific Occupations +6086,55-1017,Special Forces Officers,"Control And Recovery, Combat Rescue",55,Military Specific Occupations +6087,55-1017,Special Forces Officers,"Control And Recovery, Special Tactics",55,Military Specific Occupations +6088,55-1017,Special Forces Officers,"Executive Officer, Special Warfare Team",55,Military Specific Occupations +6089,55-1017,Special Forces Officers,Parachute/Combatant Diver Officer,55,Military Specific Occupations +6090,55-1017,Special Forces Officers,Parachutist/Combatant Diver Qualified (Officer),55,Military Specific Occupations +6091,55-1017,Special Forces Officers,Sea-Air-Land Officer,55,Military Specific Occupations +6092,55-1017,Special Forces Officers,Seal Delivery Vehicle Officer,55,Military Specific Occupations +6093,55-1017,Special Forces Officers,Special Forces Warrant Officer,55,Military Specific Occupations +6094,55-1017,Special Forces Officers,Special Weapons Unit Officer,55,Military Specific Occupations +6095,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Advanced Foreign Counterintelligence Officer (Afco),55,Military Specific Occupations +6096,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Advanced Military Source Operations Officer (Amsoo),55,Military Specific Occupations +6097,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Air Antisubmarine Officer,55,Military Specific Occupations +6098,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Air Boatswain,55,Military Specific Occupations +6099,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Air Intelligence Officer,55,Military Specific Occupations +6100,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",All Source Intelligence,55,Military Specific Occupations +6101,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",All Source Intelligence Technician,55,Military Specific Occupations +6102,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Amphibious Operations Officer,55,Military Specific Occupations +6103,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Antisubmarine Warfare Intelligence Officer,55,Military Specific Occupations +6104,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Antisubmarine Weapons Officer,55,Military Specific Occupations +6105,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Area Intelligence Technician,55,Military Specific Occupations +6106,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Aviation All-Source Intelligence,55,Military Specific Occupations +6107,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Aviation Ordnance Officer,55,Military Specific Occupations +6108,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Aviation Tactical Readiness Officer,55,Military Specific Occupations +6109,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Chemical Munitions And Materiel Management,55,Military Specific Occupations +6110,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Chemical Operations And Training,55,Military Specific Occupations +6111,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other","Chemical, Biological, Radiological, And Nuclear (CBRN) Officer",55,Military Specific Occupations +6112,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Coastal/Harbor Defense Officer,55,Military Specific Occupations +6113,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Communications Interceptor/Locator Technician,55,Military Specific Occupations +6114,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Counter Intelligence,55,Military Specific Occupations +6115,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Counterintelligence (Ci)/Human Source Intelligence (Humint) Officer,55,Military Specific Occupations +6116,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Counterintelligence Officer/Human Source Intelligence (Ci/Humint) Officer,55,Military Specific Occupations +6117,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Counterintelligence Officer/Human Source Intelligence (Ci/Humint) Operations Officer,55,Military Specific Occupations +6118,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Counter-Intelligence Technician,55,Military Specific Occupations +6119,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Cryptologic Digital Network Technician/Analyst (Officer),55,Military Specific Occupations +6120,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Electronic Intelligence Officer,55,Military Specific Occupations +6121,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Electronic Warfare Officer,55,Military Specific Occupations +6122,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Electronic Warfare Technician,55,Military Specific Occupations +6123,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Emanations Analysis Technician,55,Military Specific Occupations +6124,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Emitter Location/Identification Technician,55,Military Specific Occupations +6125,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Geographic Area Intelligence Officer,55,Military Specific Occupations +6126,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Ground Intelligence Officer,55,Military Specific Occupations +6127,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Gunnery/Ordnance Officer,55,Military Specific Occupations +6128,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Human Intelligence,55,Military Specific Occupations +6129,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Human Intelligence Collection Technician,55,Military Specific Occupations +6130,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Imagery Intelligence,55,Military Specific Occupations +6131,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Inshore Undersea Warfare Officer,55,Military Specific Occupations +6132,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Intelligence,55,Military Specific Occupations +6133,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Intelligence Officer,55,Military Specific Occupations +6134,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other","Intelligence Officer, Basic",55,Military Specific Occupations +6135,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Intelligence Support Officer,55,Military Specific Occupations +6136,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other","Intelligence, Applications",55,Military Specific Occupations +6137,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other","Intelligence, Mapping, Charting, And Geodesy",55,Military Specific Occupations +6138,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other","Intelligence, Operations",55,Military Specific Occupations +6139,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Joint Strategic Plans And Policy Officer,55,Military Specific Occupations +6140,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Marine Air/Ground Task Force (Magtf) Intelligence Officer,55,Military Specific Occupations +6141,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Military Source Operations Officer (Msoo),55,Military Specific Occupations +6142,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Minesweeping Officer,55,Military Specific Occupations +6143,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Mission Commander,55,Military Specific Occupations +6144,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Multisensor Intelligence Officer,55,Military Specific Occupations +6145,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Naval Gunfire Liaison Officer,55,Military Specific Occupations +6146,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Navy Airspace Officer,55,Military Specific Occupations +6147,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Non-Morse Intercept Technician,55,Military Specific Occupations +6148,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other","Officer In Charge, Aviation Unit Or Detachment",55,Military Specific Occupations +6149,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other","Officer In Charge/Assistant Officer In Charge, Combat Service Support Team",55,Military Specific Occupations +6150,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Operational Intelligence Officer (Analyst),55,Military Specific Occupations +6151,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Operational Intelligence Officer (General),55,Military Specific Occupations +6152,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Operational Intelligence Officer (Management),55,Military Specific Occupations +6153,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Parachute Officer,55,Military Specific Occupations +6154,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Parachutist (Officer),55,Military Specific Occupations +6155,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Photographic Intelligence Officer,55,Military Specific Occupations +6156,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Psychological Operations,55,Military Specific Occupations +6157,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Psychological Operations Officer,55,Military Specific Occupations +6158,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Psychological Operations Or Civil Affairs,55,Military Specific Occupations +6159,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Senior All-Source Intelligence Analysis Officer,55,Military Specific Occupations +6160,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Ship's Electronic Warfare Officer,55,Military Specific Occupations +6161,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Signal Intelligence/Electronic Warfare,55,Military Specific Occupations +6162,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Signal Intelligence/Ground Electronic Warfare Officer,55,Military Specific Occupations +6163,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Signals Collection Technician,55,Military Specific Occupations +6164,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Signals Intelligence Analysis Technician,55,Military Specific Occupations +6165,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Signals Intelligence/Electronics Warfare Officer,55,Military Specific Occupations +6166,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Space And Missile Operations,55,Military Specific Occupations +6167,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other","Space And Missile Operations, Missile Combat Crew",55,Military Specific Occupations +6168,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other","Space And Missile Operations, Satellite Command And Control",55,Military Specific Occupations +6169,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other","Space And Missile Operations, Space Surveillance",55,Military Specific Occupations +6170,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other","Space And Missile Operations, Space Warning",55,Military Specific Occupations +6171,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other","Space And Missile Operations, Spacelift",55,Military Specific Occupations +6172,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other","Space And Missile Operations, Tactical Airlift",55,Military Specific Occupations +6173,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Space Operations,55,Military Specific Occupations +6174,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Special Technical Operations Officer,55,Military Specific Occupations +6175,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Staff Air Defense Officer,55,Military Specific Occupations +6176,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Staff Air Tactical Officer,55,Military Specific Occupations +6177,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Staff Antisubmarine Officer,55,Military Specific Occupations +6178,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Staff Mine Warfare Officer,55,Military Specific Occupations +6179,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Staff Nuclear Weapons Officer,55,Military Specific Occupations +6180,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Staff Readiness Officer (Amphibious Warfare),55,Military Specific Occupations +6181,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Staff Readiness Officer (Antisubmarine Warfare),55,Military Specific Occupations +6182,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Staff Readiness Officer (Electronic Warfare),55,Military Specific Occupations +6183,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Staff Readiness Officer (Submarine Warfare),55,Military Specific Occupations +6184,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Staff Submarine Warfare Officer,55,Military Specific Occupations +6185,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Staff Weapons Officer,55,Military Specific Occupations +6186,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Strategic Debriefing Officer (Sdo),55,Military Specific Occupations +6187,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Strategic Intelligence Officer,55,Military Specific Occupations +6188,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Strike Operations Officer,55,Military Specific Occupations +6189,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Submarine Advisory Team Watch Officer,55,Military Specific Occupations +6190,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Submarine Element Coordinator,55,Military Specific Occupations +6191,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Tactical Debriefer (Td) Officer,55,Military Specific Occupations +6192,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Tactical Deception Plans Officer,55,Military Specific Occupations +6193,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Tactical Intelligence Officer,55,Military Specific Occupations +6194,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Tactical Unmanned Aerial Vehicle (Tuav) Operations Technician,55,Military Specific Occupations +6195,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Target Aircraft Controller,55,Military Specific Occupations +6196,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Technical Surveillance Countermeasures Trained Counterintelligence/Human Source Intelligence Officer,55,Military Specific Occupations +6197,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Traffic Analysis Technician,55,Military Specific Occupations +6198,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Unmanned Aerial Vehicle (Tuav) Operations Technician,55,Military Specific Occupations +6199,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Vertical Takeoff Unmanned Aerial Vehicle Officer,55,Military Specific Occupations +6200,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Voice Intercept Technician,55,Military Specific Occupations +6201,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Weapons,55,Military Specific Occupations +6202,55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Weapons And Tactics Instructor-Air Control,55,Military Specific Occupations +6203,55-2011,First-Line Supervisors of Air Crew Members,Airborne Mission Systems Superintendent,55,Military Specific Occupations +6204,55-2011,First-Line Supervisors of Air Crew Members,Airborne Operations Manager,55,Military Specific Occupations +6205,55-2011,First-Line Supervisors of Air Crew Members,Airborne Operations Superintendent,55,Military Specific Occupations +6206,55-2011,First-Line Supervisors of Air Crew Members,Aircraft Loadmaster Superintendent,55,Military Specific Occupations +6207,55-2011,First-Line Supervisors of Air Crew Members,C-40a Crew Chief,55,Military Specific Occupations +6208,55-2011,First-Line Supervisors of Air Crew Members,Flight Engineer Manager,55,Military Specific Occupations +6209,55-2011,First-Line Supervisors of Air Crew Members,In-Flight Refueling Manager,55,Military Specific Occupations +6210,55-2012,First-Line Supervisors of Weapons Specialists/Crew Members,"Aerial Gunner, Superintendent",55,Military Specific Occupations +6211,55-2012,First-Line Supervisors of Weapons Specialists/Crew Members,Air Defense Artillery Senior Sergeant,55,Military Specific Occupations +6212,55-2012,First-Line Supervisors of Weapons Specialists/Crew Members,Airborne Weapons Technical Manager,55,Military Specific Occupations +6213,55-2012,First-Line Supervisors of Weapons Specialists/Crew Members,Armament Weapons Support Equipment (Aswe) Maintenance Manager,55,Military Specific Occupations +6214,55-2012,First-Line Supervisors of Weapons Specialists/Crew Members,Armor Senior Sergeant,55,Military Specific Occupations +6215,55-2012,First-Line Supervisors of Weapons Specialists/Crew Members,Field Artillery Senior Sergeant,55,Military Specific Occupations +6216,55-2012,First-Line Supervisors of Weapons Specialists/Crew Members,Infantry Unit Leader,55,Military Specific Occupations +6217,55-2012,First-Line Supervisors of Weapons Specialists/Crew Members,Over The Horizon-Targeting (Oth-T) Supervisor,55,Military Specific Occupations +6218,55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Aerospace Control And Warning Systems Superintendent,55,Military Specific Occupations +6219,55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Afloat Cryptologic Manager,55,Military Specific Occupations +6220,55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Air Operations Manager,55,Military Specific Occupations +6221,55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Aviation Resource Management Superintendent,55,Military Specific Occupations +6222,55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Chief Counterintelligence/Human Intelligence Sergeant,55,Military Specific Occupations +6223,55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Combat Control Manager,55,Military Specific Occupations +6224,55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Command Post Superintendent,55,Military Specific Occupations +6225,55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Communication Signals Intelligence Superintendent,55,Military Specific Occupations +6226,55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,"Counterintelligence/Human Intelligence, Senior Sergeant",55,Military Specific Occupations +6227,55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Cryptologic Supervisor,55,Military Specific Occupations +6228,55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Electronic Signals Intelligence Exploitation Manager,55,Military Specific Occupations +6229,55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Electronic Systems Security Assessment Superintendent,55,Military Specific Occupations +6230,55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Infantry Senior Sergeant,55,Military Specific Occupations +6231,55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Intelligence Chief,55,Military Specific Occupations +6232,55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Intelligence Manager,55,Military Specific Occupations +6233,55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Intelligence Senior Sergeant,55,Military Specific Occupations +6234,55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Intelligence Senior Sergeant/Chief Intelligence Sergeant,55,Military Specific Occupations +6235,55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Interface Control Officer (Ico),55,Military Specific Occupations +6236,55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Network Intelligence Analyst Superintendent,55,Military Specific Occupations +6237,55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Operational Communication Chief,55,Military Specific Occupations +6238,55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Operations Intelligence Superintendent,55,Military Specific Occupations +6239,55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Senior Enlisted Damage Control Program Management And Training Specialist,55,Military Specific Occupations +6240,55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Senior Naval Parachutist,55,Military Specific Occupations +6241,55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Signals Intelligence Superintendent,55,Military Specific Occupations +6242,55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Signals Intelligence (Electronic Warfare) Senior Sergeant/Chief,55,Military Specific Occupations +6243,55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Signals Intelligence (Sigint) Senior Sergeant/Sigint Chief,55,Military Specific Occupations +6244,55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Signals Intelligence Analysis Manager,55,Military Specific Occupations +6245,55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Signals Intelligence/Electronic Warfare Chief,55,Military Specific Occupations +6246,55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Space Systems Operations Manager,55,Military Specific Occupations +6247,55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Space Systems Operations Superintendent,55,Military Specific Occupations +6248,55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Special Forces Senior Sergeant,55,Military Specific Occupations +6249,55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Supervisory Air Intercept Controller,55,Military Specific Occupations +6250,55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Surface Ship USW Supervisor,55,Military Specific Occupations +6251,55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Tactical Air Control Party (Tacp) Manager,55,Military Specific Occupations +6252,55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Tactical/Mobile (Tacmobile) Watch Officer,55,Military Specific Occupations +6253,55-3011,Air Crew Members,Acoustic Sensor Operator,55,Military Specific Occupations +6254,55-3011,Air Crew Members,Aerial Gunner,55,Military Specific Occupations +6255,55-3011,Air Crew Members,Airborne And Air Delivery Specialist,55,Military Specific Occupations +6256,55-3011,Air Crew Members,"Airborne Battle Management Systems, Weapons Director",55,Military Specific Occupations +6257,55-3011,Air Crew Members,Airborne Mine Countermeasures (Amcm) Aircrewman,55,Military Specific Occupations +6258,55-3011,Air Crew Members,Airborne Mission Systems,55,Military Specific Occupations +6259,55-3011,Air Crew Members,Airborne Missions Systems,55,Military Specific Occupations +6260,55-3011,Air Crew Members,Airborne Operations,55,Military Specific Occupations +6261,55-3011,Air Crew Members,Airborne Radio Operator/In-Flight Refueling Observer/Loadmaster,55,Military Specific Occupations +6262,55-3011,Air Crew Members,Airman,55,Military Specific Occupations +6263,55-3011,Air Crew Members,Aviation Antisubmarine Warfare Technician,55,Military Specific Occupations +6264,55-3011,Air Crew Members,Aviation Electronic Warfare Operator,55,Military Specific Occupations +6265,55-3011,Air Crew Members,Aviation Warfare Systems Operator (Acoustic),55,Military Specific Occupations +6266,55-3011,Air Crew Members,Aviation Warfare Systems Operator (Helicopter),55,Military Specific Occupations +6267,55-3011,Air Crew Members,Aviation Warfare Systems Operator (Non-Acoustic),55,Military Specific Occupations +6268,55-3011,Air Crew Members,Communications Operator,55,Military Specific Occupations +6269,55-3011,Air Crew Members,Crew Chief,55,Military Specific Occupations +6270,55-3011,Air Crew Members,Cryptologic Technician Operator/Analyst,55,Military Specific Occupations +6271,55-3011,Air Crew Members,Electronic Warfare Operational Intelligence Crewman,55,Military Specific Occupations +6272,55-3011,Air Crew Members,Electronic Warfare Operator,55,Military Specific Occupations +6273,55-3011,Air Crew Members,Enlisted Aircrew/Aerial Observer/Gunner,55,Military Specific Occupations +6274,55-3011,Air Crew Members,Fixed-Wing Aircraft Crew Chief,55,Military Specific Occupations +6275,55-3011,Air Crew Members,Fixed-Wing Aircraft Flight Engineer,55,Military Specific Occupations +6276,55-3011,Air Crew Members,Fixed-Wing Aircraft Flight Mechanic,55,Military Specific Occupations +6277,55-3011,Air Crew Members,Flight Communications Operator,55,Military Specific Occupations +6278,55-3011,Air Crew Members,Flight Crew Ordnanceman,55,Military Specific Occupations +6279,55-3011,Air Crew Members,Flight Engineer,55,Military Specific Occupations +6280,55-3011,Air Crew Members,"Flight Engineer, Helicopter",55,Military Specific Occupations +6281,55-3011,Air Crew Members,"Flight Engineer, Performance Qualified",55,Military Specific Occupations +6282,55-3011,Air Crew Members,Helicopter Crew Chief,55,Military Specific Occupations +6283,55-3011,Air Crew Members,Helicopter Search And Rescue Aircrew Swimmer,55,Military Specific Occupations +6284,55-3011,Air Crew Members,Helicopter Specialist,55,Military Specific Occupations +6285,55-3011,Air Crew Members,Helicopter Utility Aircrewman,55,Military Specific Occupations +6286,55-3011,Air Crew Members,In-Flight Refueling Craftsman,55,Military Specific Occupations +6287,55-3011,Air Crew Members,In-Flight Technician,55,Military Specific Occupations +6288,55-3011,Air Crew Members,Multi-Mission Helicopter Aircrewman,55,Military Specific Occupations +6289,55-3011,Air Crew Members,Naval Aircrewman,55,Military Specific Occupations +6290,55-3011,Air Crew Members,Naval Aircrewman (Special Assignment),55,Military Specific Occupations +6291,55-3011,Air Crew Members,Naval Aircrewman Avionics,55,Military Specific Occupations +6292,55-3011,Air Crew Members,Naval Aircrewman Helicopter,55,Military Specific Occupations +6293,55-3011,Air Crew Members,Naval Aircrewman Mechanical,55,Military Specific Occupations +6294,55-3011,Air Crew Members,Naval Aircrewman Operator,55,Military Specific Occupations +6295,55-3011,Air Crew Members,Naval Aircrewman Tactical Helicopter,55,Military Specific Occupations +6296,55-3011,Air Crew Members,Non-Acoustic Operator,55,Military Specific Occupations +6297,55-3011,Air Crew Members,Presidential Helicopter Crew Chief,55,Military Specific Occupations +6298,55-3011,Air Crew Members,Reel System Operator,55,Military Specific Occupations +6299,55-3011,Air Crew Members,Tiltrotor Crew Chief,55,Military Specific Occupations +6300,55-3011,Air Crew Members,Transport Aircrewman,55,Military Specific Occupations +6301,55-3011,Air Crew Members,Utility Aircrewman,55,Military Specific Occupations +6302,55-3011,Air Crew Members,Vertical Takeoff Unmanned Aerial Vehicle Specialist,55,Military Specific Occupations +6303,55-3011,Air Crew Members,Weapons And Tactics Instructor,55,Military Specific Occupations +6304,55-3012,Aircraft Launch and Recovery Specialists,Aircraft Launch And Recovery Equipment Maintenance Technician,55,Military Specific Occupations +6305,55-3012,Aircraft Launch and Recovery Specialists,Arresting Gear Operator,55,Military Specific Occupations +6306,55-3012,Aircraft Launch and Recovery Specialists,Aviation Boatswain's Mate,55,Military Specific Occupations +6307,55-3012,Aircraft Launch and Recovery Specialists,"Aviation Boatswain's Mate, Launching & Recovery Equipment",55,Military Specific Occupations +6308,55-3012,Aircraft Launch and Recovery Specialists,C-13 Catapult Operator,55,Military Specific Occupations +6309,55-3012,Aircraft Launch and Recovery Specialists,Expeditionary Airfield Systems Technician,55,Military Specific Occupations +6310,55-3013,Armored Assault Vehicle Crew Members,Armor Reconnaissance Vehicle Crewman,55,Military Specific Occupations +6311,55-3013,Armored Assault Vehicle Crew Members,Armor Reconnaissance Vehicle Driver,55,Military Specific Occupations +6312,55-3013,Armored Assault Vehicle Crew Members,Assault Amphibious Vehicle (Aav) Crewman,55,Military Specific Occupations +6313,55-3013,Armored Assault Vehicle Crew Members,Assault Boat Coxswain,55,Military Specific Occupations +6314,55-3013,Armored Assault Vehicle Crew Members,Bradley Linebacker Crewmember,55,Military Specific Occupations +6315,55-3013,Armored Assault Vehicle Crew Members,Cavalry Scout,55,Military Specific Occupations +6316,55-3013,Armored Assault Vehicle Crew Members,Expeditionary Fighting Vehicle (Efv) Crewman,55,Military Specific Occupations +6317,55-3013,Armored Assault Vehicle Crew Members,Lav Crewman,55,Military Specific Occupations +6318,55-3013,Armored Assault Vehicle Crew Members,Lcac Operator,55,Military Specific Occupations +6319,55-3013,Armored Assault Vehicle Crew Members,M1 Armor Crewman,55,Military Specific Occupations +6320,55-3013,Armored Assault Vehicle Crew Members,M1A1 Tank Crewman,55,Military Specific Occupations +6321,55-3013,Armored Assault Vehicle Crew Members,M48/M60 Tank Driver,55,Military Specific Occupations +6322,55-3013,Armored Assault Vehicle Crew Members,M48-M60 Armor Crewman,55,Military Specific Occupations +6323,55-3013,Armored Assault Vehicle Crew Members,M60a2 Armor Crewman,55,Military Specific Occupations +6324,55-3013,Armored Assault Vehicle Crew Members,Xm1 Tank Driver,55,Military Specific Occupations +6325,55-3014,Artillery and Missile Crew Members,Advanced Tomahawk Weapon Control System (Atwcs) An/Swg-4 Operator And Maintenance Technician,55,Military Specific Occupations +6326,55-3014,Artillery and Missile Crew Members,Air And Missile Defense (AMD) Crewmember,55,Military Specific Occupations +6327,55-3014,Artillery and Missile Crew Members,Anti-Tank Missileman,55,Military Specific Occupations +6328,55-3014,Artillery and Missile Crew Members,Artillery Meteorological Man,55,Military Specific Occupations +6329,55-3014,Artillery and Missile Crew Members,Atwcs Launch Control Group Replacement (Lcgr) Operation And Maintenance Technician,55,Military Specific Occupations +6330,55-3014,Artillery and Missile Crew Members,Cannon Crewmember,55,Military Specific Occupations +6331,55-3014,Artillery and Missile Crew Members,Cannon Fire Direction Specialist,55,Military Specific Occupations +6332,55-3014,Artillery and Missile Crew Members,Field Artillery Automated Tactical Data System Specialist,55,Military Specific Occupations +6333,55-3014,Artillery and Missile Crew Members,Field Artillery Basic,55,Military Specific Occupations +6334,55-3014,Artillery and Missile Crew Members,Field Artillery Cannoneer,55,Military Specific Occupations +6335,55-3014,Artillery and Missile Crew Members,Field Artillery Fire Control Man,55,Military Specific Occupations +6336,55-3014,Artillery and Missile Crew Members,Field Artillery Operations Man,55,Military Specific Occupations +6337,55-3014,Artillery and Missile Crew Members,Fire Control Technician B (Ballistic Missile Fire Control),55,Military Specific Occupations +6338,55-3014,Artillery and Missile Crew Members,Fire Control Technician G (Gunfire Control),55,Military Specific Occupations +6339,55-3014,Artillery and Missile Crew Members,Fire Controlman,55,Military Specific Occupations +6340,55-3014,Artillery and Missile Crew Members,Fire Support Man,55,Military Specific Occupations +6341,55-3014,Artillery and Missile Crew Members,Fire Support Specialist,55,Military Specific Occupations +6342,55-3014,Artillery and Missile Crew Members,Gcs Mk 160 Mod 4 Fire Control Technician,55,Military Specific Occupations +6343,55-3014,Artillery and Missile Crew Members,Guided Missile Launching System Maintenance Technician,55,Military Specific Occupations +6344,55-3014,Artillery and Missile Crew Members,Guided Missile Launching System Technician,55,Military Specific Occupations +6345,55-3014,Artillery and Missile Crew Members,Gunner's Mate,55,Military Specific Occupations +6346,55-3014,Artillery and Missile Crew Members,Gunner's Mate G (Guns),55,Military Specific Occupations +6347,55-3014,Artillery and Missile Crew Members,Gunner's Mate M (Missiles),55,Military Specific Occupations +6348,55-3014,Artillery and Missile Crew Members,Gwot Support Assignment-Counter Rocket Artillery And Mortar (C-Ram),55,Military Specific Occupations +6349,55-3014,Artillery and Missile Crew Members,Harpoon (An/Swg-1a) Engagement Planning Operator,55,Military Specific Occupations +6350,55-3014,Artillery and Missile Crew Members,Hawk Missile System Crewmember,55,Military Specific Occupations +6351,55-3014,Artillery and Missile Crew Members,High Mobility Artillery Rocket System (Himars) Operator,55,Military Specific Occupations +6352,55-3014,Artillery and Missile Crew Members,Honest John Rocket Crew Member,55,Military Specific Occupations +6353,55-3014,Artillery and Missile Crew Members,In-Tube Conversion Technician,55,Military Specific Occupations +6354,55-3014,Artillery and Missile Crew Members,Lance Crewmember,55,Military Specific Occupations +6355,55-3014,Artillery and Missile Crew Members,Lance Crewmember/Mlrs Sergeant,55,Military Specific Occupations +6356,55-3014,Artillery and Missile Crew Members,Low Altitude Air Defense (Laad) Gunner,55,Military Specific Occupations +6357,55-3014,Artillery and Missile Crew Members,Man Portable Air Defense System Crewmember (Rc),55,Military Specific Occupations +6358,55-3014,Artillery and Missile Crew Members,Master Fire Control Technician,55,Military Specific Occupations +6359,55-3014,Artillery and Missile Crew Members,Missile And Missile Checkout Technician,55,Military Specific Occupations +6360,55-3014,Artillery and Missile Crew Members,Missile Technician,55,Military Specific Occupations +6361,55-3014,Artillery and Missile Crew Members,Multiple Launch Rocket System (Mlrs) Crewmember,55,Military Specific Occupations +6362,55-3014,Artillery and Missile Crew Members,Multiple Launch Rocket System (Mlrs) Operations/Fire Direction Specialist,55,Military Specific Occupations +6363,55-3014,Artillery and Missile Crew Members,Multiple Launch Rocket System (Mlrs)/High Mobility Artillery Rocket System (Himars) Crewmember,55,Military Specific Occupations +6364,55-3014,Artillery and Missile Crew Members,Nuclear Weapons Specialist,55,Military Specific Occupations +6365,55-3014,Artillery and Missile Crew Members,Patriot Fire Control Enhanced Operator/Maintainer,55,Military Specific Occupations +6366,55-3014,Artillery and Missile Crew Members,Patriot Launching Station Enhanced Operator/Maintainer,55,Military Specific Occupations +6367,55-3014,Artillery and Missile Crew Members,Pershing Missile Crewmember,55,Military Specific Occupations +6368,55-3014,Artillery and Missile Crew Members,Sergeant Missile Crewman,55,Military Specific Occupations +6369,55-3014,Artillery and Missile Crew Members,Space And Missile Defense Operations,55,Military Specific Occupations +6370,55-3014,Artillery and Missile Crew Members,Ssn/Ssbn Weapons Equipment Operator,55,Military Specific Occupations +6371,55-3014,Artillery and Missile Crew Members,Stinger Anti-Terrorist Weapon (Atw) Operator Maintenanceman,55,Military Specific Occupations +6372,55-3014,Artillery and Missile Crew Members,Submarine Vertical Launch System Tube Maintenance Technician,55,Military Specific Occupations +6373,55-3014,Artillery and Missile Crew Members,Tactical Automated Fire Control Systems Specialist,55,Military Specific Occupations +6374,55-3014,Artillery and Missile Crew Members,Tomahawk Weapon System (Surface) Operator,55,Military Specific Occupations +6375,55-3014,Artillery and Missile Crew Members,Torpedoman's Mate,55,Military Specific Occupations +6376,55-3014,Artillery and Missile Crew Members,Vertical Launching System (Vls) Advanced Technician,55,Military Specific Occupations +6377,55-3014,Artillery and Missile Crew Members,Warhead Maintenance Specialist,55,Military Specific Occupations +6378,55-3015,Command and Control Center Specialists,Acds Block 1 Operator,55,Military Specific Occupations +6379,55-3015,Command and Control Center Specialists,Aegis Console Operator Track 3,55,Military Specific Occupations +6380,55-3015,Command and Control Center Specialists,Aegis Operations Specialist,55,Military Specific Occupations +6381,55-3015,Command and Control Center Specialists,Aerospace Control And Warning Systems,55,Military Specific Occupations +6382,55-3015,Command and Control Center Specialists,"Aerospace Control And Warning Systems, Manuel Systems",55,Military Specific Occupations +6383,55-3015,Command and Control Center Specialists,"Aerospace Control And Warning Systems, Sector Operations Control Center",55,Military Specific Occupations +6384,55-3015,Command and Control Center Specialists,"Aerospace Control And Warning Systems, Theater Air Control System",55,Military Specific Occupations +6385,55-3015,Command and Control Center Specialists,"Aerospace Control And Warning Systems, Weapons Director",55,Military Specific Occupations +6386,55-3015,Command and Control Center Specialists,Air Control Electronics Operator,55,Military Specific Occupations +6387,55-3015,Command and Control Center Specialists,"Air Defense Command, Control, Communications, Computers And Intelligence Tactical Operations Center Enhanced Operator/Maintainer",55,Military Specific Occupations +6388,55-3015,Command and Control Center Specialists,An/Ssn-2 (V) 4 Operator,55,Military Specific Occupations +6389,55-3015,Command and Control Center Specialists,An/Syq-13 Nav/C2 Operator,55,Military Specific Occupations +6390,55-3015,Command and Control Center Specialists,An/Tsq-73 Air Defense Artillery Command And Control System Operator/Maintainer,55,Military Specific Occupations +6391,55-3015,Command and Control Center Specialists,Asw/Asuw Tactical Air Control (Astac) Leadership,55,Military Specific Occupations +6392,55-3015,Command and Control Center Specialists,Asw/Asuw Tactical Air Controller (Astac),55,Military Specific Occupations +6393,55-3015,Command and Control Center Specialists,C2 Tactical Analysis Technician,55,Military Specific Occupations +6394,55-3015,Command and Control Center Specialists,Combat Control Specialist,55,Military Specific Occupations +6395,55-3015,Command and Control Center Specialists,Command Post Craftsman,55,Military Specific Occupations +6396,55-3015,Command and Control Center Specialists,Cryptologic Support Specialist,55,Military Specific Occupations +6397,55-3015,Command and Control Center Specialists,Direct Support (Dirsup)/Ships Signals Exploitation Equipment Operator,55,Military Specific Occupations +6398,55-3015,Command and Control Center Specialists,Electronic Systems Security Assessment,55,Military Specific Occupations +6399,55-3015,Command and Control Center Specialists,Electronic Warfare Technician (Advanced Application),55,Military Specific Occupations +6400,55-3015,Command and Control Center Specialists,Global Command And Control System Common Operational Picture/Maritime (Gccs Cop/M) Operator,55,Military Specific Occupations +6401,55-3015,Command and Control Center Specialists,Global Command And Control System Common Operational Picture/Maritime 4.X (Gccs Cop/M 4.X) Operator,55,Military Specific Occupations +6402,55-3015,Command and Control Center Specialists,Ground Surveillance Systems Operator,55,Military Specific Occupations +6403,55-3015,Command and Control Center Specialists,Joint Tactical Ground Station (Jtags)/Multi-Mission Mobile Processor (M3p) System Operator/Maintainer,55,Military Specific Occupations +6404,55-3015,Command and Control Center Specialists,Joint Terminal Attack Controller (Jtac),55,Military Specific Occupations +6405,55-3015,Command and Control Center Specialists,Joint Terminal Attack Controller Instructor (Jtac-I),55,Military Specific Occupations +6406,55-3015,Command and Control Center Specialists,Joint Terminal Attack Controller Specialist,55,Military Specific Occupations +6407,55-3015,Command and Control Center Specialists,Lamps Mk Iii Air Tactical Control Operator,55,Military Specific Occupations +6408,55-3015,Command and Control Center Specialists,Marine Air Ground Task Force (Magtf) Planning Specialist,55,Military Specific Occupations +6409,55-3015,Command and Control Center Specialists,National Opelint Analyst,55,Military Specific Occupations +6410,55-3015,Command and Control Center Specialists,Navy Command And Control System (Nccs) Ashore System/Operator,55,Military Specific Occupations +6411,55-3015,Command and Control Center Specialists,Operations Specialist,55,Military Specific Occupations +6412,55-3015,Command and Control Center Specialists,Operations Specialists,55,Military Specific Occupations +6413,55-3015,Command and Control Center Specialists,Sensor Operator,55,Military Specific Occupations +6414,55-3015,Command and Control Center Specialists,Ship Self Defense System (Ssds) Mk1 Operator,55,Military Specific Occupations +6415,55-3015,Command and Control Center Specialists,Ssn/Ssbn Assistant Navigator,55,Military Specific Occupations +6416,55-3015,Command and Control Center Specialists,Strike Planning Applications,55,Military Specific Occupations +6417,55-3015,Command and Control Center Specialists,Tactical Air Control Party,55,Military Specific Occupations +6418,55-3015,Command and Control Center Specialists,Tactical Air Defense Controller,55,Military Specific Occupations +6419,55-3015,Command and Control Center Specialists,Telemetry Collection And Analysis Technician,55,Military Specific Occupations +6420,55-3016,Infantry,Expeditionary Force - Combat Skills,55,Military Specific Occupations +6421,55-3016,Infantry,Fighting Vehicle Infantryman,55,Military Specific Occupations +6422,55-3016,Infantry,"Gwot Ia/Ilo Multi-National Force, Not Deployed",55,Military Specific Occupations +6423,55-3016,Infantry,Gwot Support Assignment-Basic Combat Unit Member,55,Military Specific Occupations +6424,55-3016,Infantry,Heavy Antiarmor Weapons Infantryman,55,Military Specific Occupations +6425,55-3016,Infantry,Indirect Fire Infantryman,55,Military Specific Occupations +6426,55-3016,Infantry,Individual Gwot Ia/Ilo Multi-National Force,55,Military Specific Occupations +6427,55-3016,Infantry,Infantry Assaultman,55,Military Specific Occupations +6428,55-3016,Infantry,Infantryman,55,Military Specific Occupations +6429,55-3016,Infantry,Machine Gunner,55,Military Specific Occupations +6430,55-3016,Infantry,Mortarman,55,Military Specific Occupations +6431,55-3016,Infantry,Rifleman,55,Military Specific Occupations +6432,55-3016,Infantry,Scout Sniper,55,Military Specific Occupations +6433,55-3016,Infantry,Scout-Sniper,55,Military Specific Occupations +6434,55-3018,Special Forces,Advance Seal Delivery System Maintainer,55,Military Specific Occupations +6435,55-3018,Special Forces,Basic Combatant Swimmer,55,Military Specific Occupations +6436,55-3018,Special Forces,Combatant Swimmer (SEAL),55,Military Specific Occupations +6437,55-3018,Special Forces,Joint Special Operations,55,Military Specific Occupations +6438,55-3018,Special Forces,Master Naval Parachutist,55,Military Specific Occupations +6439,55-3018,Special Forces,Naval Special Warfare Medic,55,Military Specific Occupations +6440,55-3018,Special Forces,Parachutist,55,Military Specific Occupations +6441,55-3018,Special Forces,Pararescue Craftsman,55,Military Specific Occupations +6442,55-3018,Special Forces,Pararescue Manager,55,Military Specific Occupations +6443,55-3018,Special Forces,Reconnaissance Man,55,Military Specific Occupations +6444,55-3018,Special Forces,"Reconnaissance Man, Combatant Diver Qualified",55,Military Specific Occupations +6445,55-3018,Special Forces,"Reconnaissance Man, Parachute And Combatant Diver Qualified",55,Military Specific Occupations +6446,55-3018,Special Forces,"Reconnaissance Man, Parachutist Qualified",55,Military Specific Occupations +6447,55-3018,Special Forces,Sdv Pilot/Navigator/Dds Operator,55,Military Specific Occupations +6448,55-3018,Special Forces,Seal Delivery Vehicle (Sdv) Team Technician,55,Military Specific Occupations +6449,55-3018,Special Forces,Special Forces Assistant Operations And Intelligence Sergeant,55,Military Specific Occupations +6450,55-3018,Special Forces,Special Forces Communications Sergeant,55,Military Specific Occupations +6451,55-3018,Special Forces,Special Forces Engineer Sergeant,55,Military Specific Occupations +6452,55-3018,Special Forces,Special Forces Medical Sergeant,55,Military Specific Occupations +6453,55-3018,Special Forces,Special Forces Weapons Sergeant,55,Military Specific Occupations +6454,55-3018,Special Forces,Special Warfare Boat Operator,55,Military Specific Occupations +6455,55-3018,Special Forces,Special Warfare Combatant Crewman,55,Military Specific Occupations +6456,55-3018,Special Forces,Special Warfare Operator,55,Military Specific Occupations +6457,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Advanced Foreign Counterintelligence Specialist (Afcs),55,Military Specific Occupations +6458,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Advanced Military Source Operations Specialist (Amos),55,Military Specific Occupations +6459,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Air Launch Weapons Technician,55,Military Specific Occupations +6460,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Air Support Operations Operator,55,Military Specific Occupations +6461,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Armament Weapons Support Equipment Technician,55,Military Specific Occupations +6462,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Asw Operations Center Electronic Warfare Analyst,55,Military Specific Occupations +6463,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Asw Operations Center Equipment Operator,55,Military Specific Occupations +6464,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Aviation Survival Technician,55,Military Specific Occupations +6465,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Chemical Operations Specialist,55,Military Specific Occupations +6466,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other","Chemical, Biological, Radiological, And Nuclear (Cbrn) Defense Specialist",55,Military Specific Occupations +6467,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other","Chemical, Biological, Radiological, Nuclear (Cbrn)Specialist",55,Military Specific Occupations +6468,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Combat Direction Finding System (An/Srs-1) Operator,55,Military Specific Occupations +6469,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Communication Signals Intelligence,55,Military Specific Occupations +6470,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Counter Intelligence Agent,55,Military Specific Occupations +6471,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Counterintelligence Agent,55,Military Specific Occupations +6472,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Counterintelligence/Humint Specialist,55,Military Specific Occupations +6473,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Cryptographic Center Specialist,55,Military Specific Occupations +6474,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Cryptologic Technician,55,Military Specific Occupations +6475,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Cryptologic Technician Technical,55,Military Specific Occupations +6476,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Cv/Cvn Cv-Tsc System Operator,55,Military Specific Occupations +6477,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Electronic Intelligence (Elint) Intercept Operator/Analyst,55,Military Specific Occupations +6478,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Electronic Intelligence Interceptor/Analyst,55,Military Specific Occupations +6479,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Electronic Signals Intelligence Exploitation,55,Military Specific Occupations +6480,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Electronic Warfare Specialist,55,Military Specific Occupations +6481,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Electronics Warfare Technician,55,Military Specific Occupations +6482,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Expeditionary Warfare Intelligence Specialist,55,Military Specific Occupations +6483,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Gwot Ia/Ilo Intelligence Support,55,Military Specific Occupations +6484,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other","Gwot Ia/Ilo Intelligence Support, Not Deployed",55,Military Specific Occupations +6485,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Gwot/Ia Joint Special Operations Task Force Member-Deployed,55,Military Specific Occupations +6486,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Intelligence Analyst,55,Military Specific Occupations +6487,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Intelligence Specialist,55,Military Specific Occupations +6488,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Intermediate Technical Elint (Techelint) Analysis Technician,55,Military Specific Occupations +6489,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other","Joint Chemical, Biological, Radiological, Nuclear Reconnaissance System Operator (Jcbrnrs) Lav Operator",55,Military Specific Occupations +6490,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Landing Support Specialist,55,Military Specific Occupations +6491,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Military Source Operations Specialist (Msos),55,Military Specific Occupations +6492,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Multi-Discipline Counter-Intelligence Operator/Analyst,55,Military Specific Occupations +6493,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Navy Tactical Human Intelligence (Humint) Specialist,55,Military Specific Occupations +6494,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Network Intelligence Analyst,55,Military Specific Occupations +6495,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Operational Intelligence (Opintel) Analyst,55,Military Specific Occupations +6496,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Operations Intelligence,55,Military Specific Occupations +6497,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Outboard System Operator,55,Military Specific Occupations +6498,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",P-3 Armament/Ordnance Ima Technician,55,Military Specific Occupations +6499,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Presidential Support Specialist,55,Military Specific Occupations +6500,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Psychological Operations Noncommissioned Officer,55,Military Specific Occupations +6501,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Psychological Operations Non-Commissioned Officer,55,Military Specific Occupations +6502,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Psychological Operations Specialist,55,Military Specific Occupations +6503,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Riverine Assault Craft (Rac) Crewman,55,Military Specific Occupations +6504,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",S3b Multi-Sensor Operator,55,Military Specific Occupations +6505,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Seamark Advanced Operator Maintainer,55,Military Specific Occupations +6506,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other","Shipboard Chemical, Biological And Radiological-Defense (Cbr-D) Operations And Training Specialist",55,Military Specific Occupations +6507,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Shipboard Intelligence Analyst,55,Military Specific Occupations +6508,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Signalman,55,Military Specific Occupations +6509,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Signals Collector/Analyst,55,Military Specific Occupations +6510,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Signals Intelligence Analyst,55,Military Specific Occupations +6511,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Special Communication Signals Collection Operator/Analyst,55,Military Specific Occupations +6512,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Special Intelligence System Administrator/Communicator,55,Military Specific Occupations +6513,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Strategic Debriefing Specialist (Sds),55,Military Specific Occupations +6514,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Strike Intermediate Armament Maintenanceman,55,Military Specific Occupations +6515,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Subsurface Augmentee Elint Operator,55,Military Specific Occupations +6516,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Subsurface Augmentee Operator,55,Military Specific Occupations +6517,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Tactical Debriefer,55,Military Specific Occupations +6518,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Tactical/Mobile (Tacmobile) Ashore Analysis Systems Operator,55,Military Specific Occupations +6519,55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Technical Surveillance Countermeasures (Tscm) Specialist,55,Military Specific Occupations diff --git a/Assets/Professions/soc_2018_direct_match_title_file.csv b/Assets/Professions/soc_2018_direct_match_title_file.csv new file mode 100644 index 0000000000000000000000000000000000000000..274701462bccf603d4a119bd3820e3d12c38b2a2 --- /dev/null +++ b/Assets/Professions/soc_2018_direct_match_title_file.csv @@ -0,0 +1,6521 @@ +2018 SOC Code,2018 SOC Title,2018 SOC Direct Match Title,Illustrative Example +11-1011,Chief Executives,Admiral,x +11-1011,Chief Executives,CEO, +11-1011,Chief Executives,Chief Executive Officer, +11-1011,Chief Executives,Chief Financial Officer,x +11-1011,Chief Executives,Chief Operating Officer,x +11-1011,Chief Executives,Chief Sustainability Officer, +11-1011,Chief Executives,Commissioner of Internal Revenue, +11-1011,Chief Executives,COO, +11-1011,Chief Executives,County Commissioner, +11-1011,Chief Executives,Government Service Executive, +11-1011,Chief Executives,Governor,x +11-1011,Chief Executives,Mayor, +11-1011,Chief Executives,School Superintendent,x +11-1011,Chief Executives,University President,x +11-1021,General and Operations Managers,Department Store General Manager, +11-1021,General and Operations Managers,Department Store Manager,x +11-1021,General and Operations Managers,General Manager, +11-1021,General and Operations Managers,General Superintendent,x +11-1021,General and Operations Managers,Manufacturing Operations Manager, +11-1021,General and Operations Managers,Operational Risk Manager,x +11-1021,General and Operations Managers,Operations Manager, +11-1021,General and Operations Managers,Radio Station Manager,x +11-1021,General and Operations Managers,Television Store Manager, +11-1031,Legislators,City Alderman, +11-1031,Legislators,City Council Member,x +11-1031,Legislators,Congressional Representative, +11-1031,Legislators,Councilor, +11-1031,Legislators,Legislator, +11-1031,Legislators,Member of Congress, +11-1031,Legislators,Selectman, +11-1031,Legislators,Senator,x +11-1031,Legislators,Tribal Council Member,x +11-2011,Advertising and Promotions Managers,Advertising Director,x +11-2011,Advertising and Promotions Managers,Advertising Executive,x +11-2011,Advertising and Promotions Managers,Advertising Manager, +11-2011,Advertising and Promotions Managers,Classified Advertising Manager, +11-2011,Advertising and Promotions Managers,Promotions Director,x +11-2011,Advertising and Promotions Managers,Promotions Manager, +11-2011,Advertising and Promotions Managers,VP Advertising, +11-2011,Advertising and Promotions Managers,VP Promotions, +11-2021,Marketing Managers,Internet Marketing Manager,x +11-2021,Marketing Managers,Marketing Administrator,x +11-2021,Marketing Managers,Marketing Director,x +11-2021,Marketing Managers,VP Marketing, +11-2022,Sales Managers,District Sales Manager,x +11-2022,Sales Managers,E-Commerce Director, +11-2022,Sales Managers,Export Manager,x +11-2022,Sales Managers,Regional Sales Manager,x +11-2022,Sales Managers,Sales Account Manager, +11-2022,Sales Managers,Sales Director,x +11-2022,Sales Managers,Territory Sales Manager, +11-2032,Public Relations Managers,Communication Manager, +11-2032,Public Relations Managers,Public Affairs Director,x +11-2032,Public Relations Managers,Public Information Director, +11-2032,Public Relations Managers,Public Information Relations Manager, +11-2032,Public Relations Managers,Public Relations Director, +11-2032,Public Relations Managers,Public Relations Manager, +11-2032,Public Relations Managers,Publicity Director,x +11-2033,Fundraising Managers,Donor Relations Manager,x +11-2033,Fundraising Managers,Foundation Director,x +11-2033,Fundraising Managers,Funding Coordinator,x +11-2033,Fundraising Managers,Fundraising Director,x +11-3012,Administrative Services Managers,Business Office Manager, +11-3012,Administrative Services Managers,Business Unit Manager, +11-3012,Administrative Services Managers,Records and Information Manager,x +11-3012,Administrative Services Managers,Records Management Director,x +11-3012,Administrative Services Managers,University Registrar,x +11-3013,Facilities Managers,Conference Center Manager,x +11-3013,Facilities Managers,Director of University Housing,x +11-3013,Facilities Managers,Stadium Manager,x +11-3021,Computer and Information Systems Managers,Application Development Director, +11-3021,Computer and Information Systems Managers,Chief Technology Officer,x +11-3021,Computer and Information Systems Managers,Computer Operations Manager, +11-3021,Computer and Information Systems Managers,Computer Security Manager, +11-3021,Computer and Information Systems Managers,Data Operations Director, +11-3021,Computer and Information Systems Managers,Data Processing Manager, +11-3021,Computer and Information Systems Managers,Information Systems Director, +11-3021,Computer and Information Systems Managers,Information Systems Manager, +11-3021,Computer and Information Systems Managers,Information Technology Director, +11-3021,Computer and Information Systems Managers,Information Technology Systems Director,x +11-3021,Computer and Information Systems Managers,Internet Technology Manager, +11-3021,Computer and Information Systems Managers,Management Information Systems Director,x +11-3021,Computer and Information Systems Managers,MIS Director, +11-3031,Financial Managers,Bank Branch Manager,x +11-3031,Financial Managers,Banking Center Manager, +11-3031,Financial Managers,Banking Manager, +11-3031,Financial Managers,City Comptroller, +11-3031,Financial Managers,City Treasurer, +11-3031,Financial Managers,Comptroller,x +11-3031,Financial Managers,Credit Manager, +11-3031,Financial Managers,Financial Director,x +11-3031,Financial Managers,Financial Officer, +11-3031,Financial Managers,Fiscal Manager, +11-3031,Financial Managers,International Bank Manager, +11-3031,Financial Managers,Residential Mortgage Manager, +11-3051,Industrial Production Managers,Industrial Production Manager, +11-3051,Industrial Production Managers,Manufacturing Director,x +11-3051,Industrial Production Managers,Plant Chief, +11-3051,Industrial Production Managers,Plant Manager,x +11-3051,Industrial Production Managers,Plant Superintendent, +11-3051,Industrial Production Managers,Production Control Manager,x +11-3061,Purchasing Managers,Contract Administrator, +11-3061,Purchasing Managers,Contracting Manager,x +11-3061,Purchasing Managers,Director of Strategic Sourcing, +11-3061,Purchasing Managers,Procurement Manager,x +11-3061,Purchasing Managers,Purchasing Director,x +11-3061,Purchasing Managers,Sourcing Manager, +11-3071,"Transportation, Storage, and Distribution Managers",Airport Manager, +11-3071,"Transportation, Storage, and Distribution Managers",Cold Storage Supervisor, +11-3071,"Transportation, Storage, and Distribution Managers",Distribution Center Manager,x +11-3071,"Transportation, Storage, and Distribution Managers",Logistics Manager, +11-3071,"Transportation, Storage, and Distribution Managers",Logistics Supply Officer, +11-3071,"Transportation, Storage, and Distribution Managers",Marine Oil Terminal Superintendent, +11-3071,"Transportation, Storage, and Distribution Managers",Traffic Safety Administrator,x +11-3071,"Transportation, Storage, and Distribution Managers",Transportation Manager, +11-3071,"Transportation, Storage, and Distribution Managers",Warehouse Manager,x +11-3071,"Transportation, Storage, and Distribution Managers",Warehouse Operations Manager, +11-3111,Compensation and Benefits Managers,Compensation Director,x +11-3111,Compensation and Benefits Managers,Employee Benefits Coordinator, +11-3111,Compensation and Benefits Managers,Employee Benefits Director,x +11-3111,Compensation and Benefits Managers,Employee Benefits Manager, +11-3111,Compensation and Benefits Managers,Wage and Salary Administrator,x +11-3121,Human Resources Managers,Employee Relations Manager, +11-3121,Human Resources Managers,Job Analysis Manager,x +11-3121,Human Resources Managers,Labor Relations Director,x +11-3121,Human Resources Managers,Personnel Administrator, +11-3121,Human Resources Managers,Personnel Director, +11-3121,Human Resources Managers,Personnel Manager,x +11-3121,Human Resources Managers,Position Description Manager,x +11-3131,Training and Development Managers,E-Learning Manager,x +11-3131,Training and Development Managers,Employee Development Director,x +11-3131,Training and Development Managers,Employee Development Manager, +11-3131,Training and Development Managers,Labor Training Manager,x +11-9013,"Farmers, Ranchers, and Other Agricultural Managers",Agricultural Crop Farm Manager, +11-9013,"Farmers, Ranchers, and Other Agricultural Managers",Animal Husbandry Manager,x +11-9013,"Farmers, Ranchers, and Other Agricultural Managers",Aquaculture Farm Manager, +11-9013,"Farmers, Ranchers, and Other Agricultural Managers",Beef Farm Operator, +11-9013,"Farmers, Ranchers, and Other Agricultural Managers",Christmas Tree Farm Manager, +11-9013,"Farmers, Ranchers, and Other Agricultural Managers",Dairy Farm Manager,x +11-9013,"Farmers, Ranchers, and Other Agricultural Managers",Fish Hatchery Manager,x +11-9013,"Farmers, Ranchers, and Other Agricultural Managers",Greenhouse Manager, +11-9013,"Farmers, Ranchers, and Other Agricultural Managers",Hatchery Manager, +11-9013,"Farmers, Ranchers, and Other Agricultural Managers",Orchard Manager,x +11-9021,Construction Managers,Construction Coordinator,x +11-9021,Construction Managers,Construction Superintendent,x +11-9021,Construction Managers,General Contractor,x +11-9021,Construction Managers,Masonry Contractor Administrator, +11-9031,"Education and Childcare Administrators, Preschool and Day Care",Childcare Center Administrator,x +11-9031,"Education and Childcare Administrators, Preschool and Day Care",Childcare Center Director, +11-9031,"Education and Childcare Administrators, Preschool and Day Care",Early Head Start Director, +11-9031,"Education and Childcare Administrators, Preschool and Day Care",Head Start Director,x +11-9031,"Education and Childcare Administrators, Preschool and Day Care",Prekindergarten Program Coordinator, +11-9031,"Education and Childcare Administrators, Preschool and Day Care",Preschool Director,x +11-9032,"Education Administrators, Kindergarten through Secondary",Elementary School Principal,x +11-9032,"Education Administrators, Kindergarten through Secondary",High School Principal,x +11-9032,"Education Administrators, Kindergarten through Secondary",Junior High School Principal, +11-9032,"Education Administrators, Kindergarten through Secondary",K-12 School Principal, +11-9032,"Education Administrators, Kindergarten through Secondary",K-8 School Principal, +11-9032,"Education Administrators, Kindergarten through Secondary",Middle School Principal,x +11-9032,"Education Administrators, Kindergarten through Secondary",Secondary School Principal, +11-9033,"Education Administrators, Postsecondary",Continuing Education Director, +11-9033,"Education Administrators, Postsecondary",Director of Student Services,x +11-9033,"Education Administrators, Postsecondary",Graduate School Dean, +11-9033,"Education Administrators, Postsecondary",Graduate Studies Dean, +11-9033,"Education Administrators, Postsecondary",Provost,x +11-9033,"Education Administrators, Postsecondary",University Dean,x +11-9033,"Education Administrators, Postsecondary",University Department Chair,x +11-9041,Architectural and Engineering Managers,Electrical Engineering Director, +11-9041,Architectural and Engineering Managers,Engineering Design Manager,x +11-9041,Architectural and Engineering Managers,Engineering Manager, +11-9041,Architectural and Engineering Managers,Engineering Research Manager, +11-9041,Architectural and Engineering Managers,Global Engineering Manager,x +11-9041,Architectural and Engineering Managers,Mechanical Engineering Director,x +11-9041,Architectural and Engineering Managers,Process Engineering Manager, +11-9051,Food Service Managers,Banquet Director,x +11-9051,Food Service Managers,Banquet Manager, +11-9051,Food Service Managers,Cafeteria Director, +11-9051,Food Service Managers,Food and Beverage Manager, +11-9051,Food Service Managers,Food Service Director,x +11-9051,Food Service Managers,Restaurant General Manager, +11-9051,Food Service Managers,Tavern Operator,x +11-9071,Gambling Managers,Bingo Manager, +11-9071,Gambling Managers,Casino Manager,x +11-9071,Gambling Managers,Gambling Department Head, +11-9071,Gambling Managers,Gambling Director, +11-9071,Gambling Managers,Gambling Manager, +11-9071,Gambling Managers,Slot Operations Director,x +11-9071,Gambling Managers,Slots Manager, +11-9071,Gambling Managers,Table Games Manager,x +11-9072,"Entertainment and Recreation Managers, Except Gambling",Amusement Park Manager,x +11-9072,"Entertainment and Recreation Managers, Except Gambling",Boat Club Manager, +11-9072,"Entertainment and Recreation Managers, Except Gambling",Fitness Club Manager,x +11-9072,"Entertainment and Recreation Managers, Except Gambling",Golf Club Manager, +11-9072,"Entertainment and Recreation Managers, Except Gambling",Marina Club Manager,x +11-9072,"Entertainment and Recreation Managers, Except Gambling",Skating Rink Manager,x +11-9072,"Entertainment and Recreation Managers, Except Gambling",Ski Resort Manager,x +11-9072,"Entertainment and Recreation Managers, Except Gambling",Tennis Club Manager, +11-9072,"Entertainment and Recreation Managers, Except Gambling",Theme Park Manager, +11-9081,Lodging Managers,Bed and Breakfast Innkeeper,x +11-9081,Lodging Managers,Boardinghouse Keeper, +11-9081,Lodging Managers,Hotel Director, +11-9081,Lodging Managers,Hotel Manager,x +11-9081,Lodging Managers,Hotel Operations Manager, +11-9081,Lodging Managers,Innkeeper,x +11-9081,Lodging Managers,Lodging Facilities Manager, +11-9111,Medical and Health Services Managers,Chief Medical Information Officer,x +11-9111,Medical and Health Services Managers,Clinic Director,x +11-9111,Medical and Health Services Managers,Clinical Informatics Director,x +11-9111,Medical and Health Services Managers,Clinical Services Director, +11-9111,Medical and Health Services Managers,Emergency Medical Service Coordinator, +11-9111,Medical and Health Services Managers,Health Care Manager, +11-9111,Medical and Health Services Managers,Health Information Services Manager,x +11-9111,Medical and Health Services Managers,Health Services Administrator, +11-9111,Medical and Health Services Managers,Health Services Director, +11-9111,Medical and Health Services Managers,Healthcare Administrator, +11-9111,Medical and Health Services Managers,Healthcare Manager, +11-9111,Medical and Health Services Managers,Hospice Director, +11-9111,Medical and Health Services Managers,Hospice Plan Administrator, +11-9111,Medical and Health Services Managers,Hospital Administrator,x +11-9111,Medical and Health Services Managers,Hospital Director, +11-9111,Medical and Health Services Managers,Medical and Health Information Manager, +11-9111,Medical and Health Services Managers,Medical Director, +11-9111,Medical and Health Services Managers,Medical Records Administrator,x +11-9111,Medical and Health Services Managers,Mental Health Program Manager,x +11-9111,Medical and Health Services Managers,Nursing Home Manager, +11-9111,Medical and Health Services Managers,Nursing Service Director, +11-9111,Medical and Health Services Managers,Occupational Therapy Director, +11-9111,Medical and Health Services Managers,Public Health Administrator, +11-9111,Medical and Health Services Managers,Respiratory Therapy Director, +11-9111,Medical and Health Services Managers,Speech and Hearing Therapy Director, +11-9111,Medical and Health Services Managers,Wellness Director, +11-9111,Medical and Health Services Managers,Wellness Manager, +11-9121,Natural Sciences Managers,Agricultural Research Director,x +11-9121,Natural Sciences Managers,Geochemical Manager, +11-9121,Natural Sciences Managers,Geophysical Manager,x +11-9121,Natural Sciences Managers,Ocean Program Administrator,x +11-9131,Postmasters and Mail Superintendents,Postal Supervisor,x +11-9131,Postmasters and Mail Superintendents,Postmaster,x +11-9141,"Property, Real Estate, and Community Association Managers",Apartment Manager,x +11-9141,"Property, Real Estate, and Community Association Managers",Building Rental Manager,x +11-9141,"Property, Real Estate, and Community Association Managers",Community Association Manager, +11-9141,"Property, Real Estate, and Community Association Managers",Condominium Association Manager, +11-9141,"Property, Real Estate, and Community Association Managers",Homeowner Association Manager, +11-9141,"Property, Real Estate, and Community Association Managers",Land Acquisition Manager, +11-9141,"Property, Real Estate, and Community Association Managers",Leasing Property Manager,x +11-9141,"Property, Real Estate, and Community Association Managers",Property Manager, +11-9141,"Property, Real Estate, and Community Association Managers",Real Estate Manager, +11-9151,Social and Community Service Managers,Child Welfare Director,x +11-9151,Social and Community Service Managers,Community Service Director, +11-9151,Social and Community Service Managers,Community Service Organization Director, +11-9151,Social and Community Service Managers,Family Service Center Director,x +11-9151,Social and Community Service Managers,Neighborhood Service Center Director, +11-9151,Social and Community Service Managers,Social Service Director, +11-9151,Social and Community Service Managers,Social Services Director, +11-9151,Social and Community Service Managers,Youth Program Director,x +11-9161,Emergency Management Directors,Director of Civil Defense, +11-9161,Emergency Management Directors,Disaster Response Director,x +11-9161,Emergency Management Directors,Emergency Management System Director, +11-9161,Emergency Management Directors,Emergency Planner, +11-9161,Emergency Management Directors,Emergency Planning and Response Manager, +11-9161,Emergency Management Directors,Emergency Preparedness Coordinator,x +11-9161,Emergency Management Directors,Emergency Services Director, +11-9161,Emergency Management Directors,Emergency Services Program Coordinator, +11-9161,Emergency Management Directors,EMS Director, +11-9161,Emergency Management Directors,Public Safety Director,x +11-9171,Funeral Home Managers,Funeral Home Director,x +11-9171,Funeral Home Managers,Funeral Home Manager, +11-9171,Funeral Home Managers,Funeral Service Manager, +11-9179,"Personal Service Managers, All Other",Day Spa Director,x +11-9179,"Personal Service Managers, All Other",Nail Salon Manager,x +11-9179,"Personal Service Managers, All Other",Travel Agency Manager,x +11-9199,"Managers, All Other",Clerk of Court,x +11-9199,"Managers, All Other",Environmental Control Administrator, +11-9199,"Managers, All Other",Highway Patrol Commander, +11-9199,"Managers, All Other",Safety Coordinator, +11-9199,"Managers, All Other",Social Science Manager,x +11-9199,"Managers, All Other",Utilities Manager,x +13-1011,"Agents and Business Managers of Artists, Performers, and Athletes",Artist Manager, +13-1011,"Agents and Business Managers of Artists, Performers, and Athletes",Artist Representative, +13-1011,"Agents and Business Managers of Artists, Performers, and Athletes",Author's Agent, +13-1011,"Agents and Business Managers of Artists, Performers, and Athletes",Band Manager,x +13-1011,"Agents and Business Managers of Artists, Performers, and Athletes",Booking Agent, +13-1011,"Agents and Business Managers of Artists, Performers, and Athletes",Booking Manager, +13-1011,"Agents and Business Managers of Artists, Performers, and Athletes",Fight Manager, +13-1011,"Agents and Business Managers of Artists, Performers, and Athletes",Literary Agent,x +13-1011,"Agents and Business Managers of Artists, Performers, and Athletes",Modeling Agent, +13-1011,"Agents and Business Managers of Artists, Performers, and Athletes",Talent Agent, +13-1011,"Agents and Business Managers of Artists, Performers, and Athletes",Talent Manager, +13-1011,"Agents and Business Managers of Artists, Performers, and Athletes",Theatrical Agent,x +13-1021,"Buyers and Purchasing Agents, Farm Products",Cattle Buyer, +13-1021,"Buyers and Purchasing Agents, Farm Products",Cotton Broker,x +13-1021,"Buyers and Purchasing Agents, Farm Products",Cotton Buyer, +13-1021,"Buyers and Purchasing Agents, Farm Products",Fruit Buyer,x +13-1021,"Buyers and Purchasing Agents, Farm Products",Grain Buyer, +13-1021,"Buyers and Purchasing Agents, Farm Products",Hog Buyer, +13-1021,"Buyers and Purchasing Agents, Farm Products",Livestock Buyer,x +13-1021,"Buyers and Purchasing Agents, Farm Products",Oyster Buyer, +13-1021,"Buyers and Purchasing Agents, Farm Products","Purchasing Agent, Cotton, Grain, Livestock, Other Farm Products", +13-1021,"Buyers and Purchasing Agents, Farm Products",Tobacco Buyer, +13-1022,"Wholesale and Retail Buyers, Except Farm Products",Gold Buyer,x +13-1022,"Wholesale and Retail Buyers, Except Farm Products",Merchandise Buyer,x +13-1022,"Wholesale and Retail Buyers, Except Farm Products",Retail Buyer, +13-1022,"Wholesale and Retail Buyers, Except Farm Products",Tie Buyer, +13-1022,"Wholesale and Retail Buyers, Except Farm Products",Wholesale Buyer, +13-1023,"Purchasing Agents, Except Wholesale, Retail, and Farm Products","Equipment, Supplies, and Tools Purchasing Agent",x +13-1023,"Purchasing Agents, Except Wholesale, Retail, and Farm Products",Radio Time Buyer,x +13-1031,"Claims Adjusters, Examiners, and Investigators",Claims Analyst, +13-1031,"Claims Adjusters, Examiners, and Investigators",Fire Claims Adjuster,x +13-1031,"Claims Adjusters, Examiners, and Investigators",Health Claims Examiner, +13-1031,"Claims Adjusters, Examiners, and Investigators",Health Insurance Adjuster,x +13-1031,"Claims Adjusters, Examiners, and Investigators",Independent Insurance Adjuster, +13-1031,"Claims Adjusters, Examiners, and Investigators",Medical Claims Analyst, +13-1031,"Claims Adjusters, Examiners, and Investigators",Medical Claims Examiner, +13-1031,"Claims Adjusters, Examiners, and Investigators",Property and Casualty Insurance Claims Examiner,x +13-1031,"Claims Adjusters, Examiners, and Investigators",Property Damage Claims Adjustor, +13-1031,"Claims Adjusters, Examiners, and Investigators",Reinsurance Claims Analyst, +13-1031,"Claims Adjusters, Examiners, and Investigators",Workers Compensation Claims Adjuster, +13-1031,"Claims Adjusters, Examiners, and Investigators",Workers Compensation Claims Examiner, +13-1032,"Insurance Appraisers, Auto Damage",Auto Damage Appraiser, +13-1032,"Insurance Appraisers, Auto Damage",Auto Damage Insurance Appraiser, +13-1032,"Insurance Appraisers, Auto Damage",Automobile Damage Appraiser,x +13-1032,"Insurance Appraisers, Auto Damage",Vehicle Damage Appraiser,x +13-1041,Compliance Officers,Air Pollution Compliance Inspector, +13-1041,Compliance Officers,Compliance Investigator, +13-1041,Compliance Officers,Driver's License Examiner,x +13-1041,Compliance Officers,EEO Officer, +13-1041,Compliance Officers,Environmental Compliance Inspector,x +13-1041,Compliance Officers,Equal Employment Opportunity Investigator, +13-1041,Compliance Officers,Equal Employment Opportunity Officer,x +13-1041,Compliance Officers,Equal Employment Opportunity Representative, +13-1041,Compliance Officers,Immigration Investigator, +13-1041,Compliance Officers,Inspector of Weights and Measures, +13-1041,Compliance Officers,License Inspector, +13-1041,Compliance Officers,Mortician Investigator, +13-1041,Compliance Officers,Wage and Hour Investigator, +13-1051,Cost Estimators,Construction Estimator, +13-1051,Cost Estimators,Construction Job Cost Estimator,x +13-1051,Cost Estimators,Crating and Moving Estimator,x +13-1051,Cost Estimators,Electrical Estimator, +13-1051,Cost Estimators,Job Estimator, +13-1051,Cost Estimators,Production Cost Estimator,x +13-1071,Human Resources Specialists,Corporate Recruiter, +13-1071,Human Resources Specialists,Credentialing Coordinator, +13-1071,Human Resources Specialists,Employee Placement Specialist, +13-1071,Human Resources Specialists,Human Resources Generalist,x +13-1071,Human Resources Specialists,Job Placement Officer, +13-1071,Human Resources Specialists,Job Placement Specialist, +13-1071,Human Resources Specialists,Job Recruiter, +13-1071,Human Resources Specialists,Personnel Coordinator, +13-1071,Human Resources Specialists,Personnel Officer, +13-1071,Human Resources Specialists,Personnel Recruiter,x +13-1071,Human Resources Specialists,Personnel Specialist, +13-1071,Human Resources Specialists,Staffing Coordinator,x +13-1071,Human Resources Specialists,Student Recruiter,x +13-1071,Human Resources Specialists,Volunteer Coordinator,x +13-1074,Farm Labor Contractors,Farm Labor Contractor, +13-1074,Farm Labor Contractors,Harvesting Contractor,x +13-1075,Labor Relations Specialists,Employee Relations Specialist,x +13-1075,Labor Relations Specialists,Industrial Relations Analyst, +13-1075,Labor Relations Specialists,Industrial Relations Specialist, +13-1075,Labor Relations Specialists,Labor Relations Consultant,x +13-1075,Labor Relations Specialists,Labor Relations Representative, +13-1075,Labor Relations Specialists,Union Representative,x +13-1081,Logisticians,Logistician, +13-1081,Logisticians,Logistics Analyst,x +13-1081,Logisticians,Logistics Coordinator, +13-1081,Logisticians,Logistics Planner,x +13-1081,Logisticians,Logistics Specialist,x +13-1082,Project Management Specialists,Design Project Management Specialists,x +13-1082,Project Management Specialists,Movie Project Management Specialists,x +13-1111,Management Analysts,Business Analyst, +13-1111,Management Analysts,Business Consultant, +13-1111,Management Analysts,Business Management Analyst,x +13-1111,Management Analysts,Business Process Consultant,x +13-1111,Management Analysts,Clerical Methods Analyst, +13-1111,Management Analysts,Commercial Specialist, +13-1111,Management Analysts,Industrial Analyst,x +13-1111,Management Analysts,Management Consultant, +13-1111,Management Analysts,Records Management Analyst, +13-1111,Management Analysts,University Institutional Researcher,x +13-1121,"Meeting, Convention, and Event Planners",Certified Meeting Professional, +13-1121,"Meeting, Convention, and Event Planners",Conference Organizer, +13-1121,"Meeting, Convention, and Event Planners",Conference Planner,x +13-1121,"Meeting, Convention, and Event Planners",Conference Planning Manager, +13-1121,"Meeting, Convention, and Event Planners",Conference Services Director, +13-1121,"Meeting, Convention, and Event Planners",Conference Services Manager, +13-1121,"Meeting, Convention, and Event Planners",Convention Planner, +13-1121,"Meeting, Convention, and Event Planners",Convention Services Manager, +13-1121,"Meeting, Convention, and Event Planners",Corporate Meeting Planner,x +13-1121,"Meeting, Convention, and Event Planners",Event Planner, +13-1121,"Meeting, Convention, and Event Planners",Events Manager, +13-1121,"Meeting, Convention, and Event Planners",Wedding Planner,x +13-1131,Fundraisers,Campaign Fundraiser,x +13-1131,Fundraisers,Donor Relations Officer,x +13-1131,Fundraisers,Fundraising Officer,x +13-1141,"Compensation, Benefits, and Job Analysis Specialists",Benefits Analyst, +13-1141,"Compensation, Benefits, and Job Analysis Specialists",Compensation Analyst, +13-1141,"Compensation, Benefits, and Job Analysis Specialists",Compensation Specialist, +13-1141,"Compensation, Benefits, and Job Analysis Specialists",Employee Benefits Specialist,x +13-1141,"Compensation, Benefits, and Job Analysis Specialists",Job Analyst,x +13-1141,"Compensation, Benefits, and Job Analysis Specialists",Job Specification Writer, +13-1141,"Compensation, Benefits, and Job Analysis Specialists",Occupational Analyst, +13-1141,"Compensation, Benefits, and Job Analysis Specialists",Pension Administrator, +13-1141,"Compensation, Benefits, and Job Analysis Specialists",Position Classification Specialist, +13-1141,"Compensation, Benefits, and Job Analysis Specialists",Retirement Plan Specialist,x +13-1151,Training and Development Specialists,Computer Software Training Specialist,x +13-1151,Training and Development Specialists,Computer Training Specialist,x +13-1151,Training and Development Specialists,Corporate Trainer,x +13-1151,Training and Development Specialists,Employee Development Specialist, +13-1151,Training and Development Specialists,Insurance Employee Trainer,x +13-1151,Training and Development Specialists,Job Training Specialist, +13-1151,Training and Development Specialists,Training Coordinator, +13-1151,Training and Development Specialists,Training Specialist, +13-1161,Market Research Analysts and Marketing Specialists,Advertising Analyst,x +13-1161,Market Research Analysts and Marketing Specialists,Market Research Analyst, +13-1161,Market Research Analysts and Marketing Specialists,Market Research Specialist,x +13-1161,Market Research Analysts and Marketing Specialists,Marketing Analyst, +13-1161,Market Research Analysts and Marketing Specialists,Marketing Consultant,x +13-1161,Market Research Analysts and Marketing Specialists,Marketing Forecaster,x +13-1161,Market Research Analysts and Marketing Specialists,Marketing Specialist, +13-1161,Market Research Analysts and Marketing Specialists,Search Marketing Strategist,x +13-1199,"Business Operations Specialists, All Other",Mystery Shopper,x +13-1199,"Business Operations Specialists, All Other",Ship Purser,x +13-2011,Accountants and Auditors,Account Auditor, +13-2011,Accountants and Auditors,Accountant, +13-2011,Accountants and Auditors,Auditor, +13-2011,Accountants and Auditors,Auditor-In-Charge, +13-2011,Accountants and Auditors,Certified Public Accountant,x +13-2011,Accountants and Auditors,Cost Accountant, +13-2011,Accountants and Auditors,CPA, +13-2011,Accountants and Auditors,Field Auditor,x +13-2011,Accountants and Auditors,Financial Accountant, +13-2011,Accountants and Auditors,Financial Auditor, +13-2011,Accountants and Auditors,Fund Accountant, +13-2011,Accountants and Auditors,Internal Auditor,x +13-2011,Accountants and Auditors,Payroll Auditor, +13-2011,Accountants and Auditors,Tax Accountant, +13-2022,Appraisers of Personal and Business Property,Estate Appraiser,x +13-2022,Appraisers of Personal and Business Property,Machinery Appraiser,x +13-2022,Appraisers of Personal and Business Property,Personal Property Assessor,x +13-2023,Appraisers and Assessors of Real Estate,Real Estate Appraiser,x +13-2023,Appraisers and Assessors of Real Estate,Real Estate Assessor,x +13-2023,Appraisers and Assessors of Real Estate,Real Property Evaluator, +13-2023,Appraisers and Assessors of Real Estate,Residential Fee Appraiser, +13-2031,Budget Analysts,Budget Analyst, +13-2031,Budget Analysts,Budget Coordinator, +13-2031,Budget Analysts,Budget Examiner,x +13-2031,Budget Analysts,Budget Officer,x +13-2031,Budget Analysts,Cost Analyst,x +13-2041,Credit Analysts,Chief Credit Analyst, +13-2041,Credit Analysts,Credit Analyst, +13-2041,Credit Analysts,Credit Assessment Analyst,x +13-2041,Credit Analysts,Credit Risk Analyst,x +13-2041,Credit Analysts,Factorer, +13-2051,Financial and Investment Analysts,Corporate Financial Analyst,x +13-2051,Financial and Investment Analysts,Corporate Securities Research Analyst,x +13-2051,Financial and Investment Analysts,Corporate Statistical Financial Analyst, +13-2051,Financial and Investment Analysts,Institutional Commodity Analyst,x +13-2051,Financial and Investment Analysts,Organizational Investment Analyst,x +13-2052,Personal Financial Advisors,Certified Financial Planner, +13-2052,Personal Financial Advisors,Estate Planner,x +13-2052,Personal Financial Advisors,Estate Planning Counselor, +13-2052,Personal Financial Advisors,Financial Counselor, +13-2052,Personal Financial Advisors,Individual Pension Adviser,x +13-2052,Personal Financial Advisors,Individual Pension Consultant, +13-2052,Personal Financial Advisors,Personal Financial Planner, +13-2052,Personal Financial Advisors,Personal Investment Adviser,x +13-2053,Insurance Underwriters,Automobile and Property Underwriter,x +13-2053,Insurance Underwriters,Bond Underwriter,x +13-2053,Insurance Underwriters,Insurance Analyst,x +13-2053,Insurance Underwriters,Insurance Underwriter, +13-2053,Insurance Underwriters,Insurance Writer, +13-2053,Insurance Underwriters,Underwriting Account Representative, +13-2053,Insurance Underwriters,Underwriting Service Representative, +13-2054,Financial Risk Specialists,Financial Risk Analyst,x +13-2061,Financial Examiners,Bank Compliance Officer, +13-2061,Financial Examiners,Bank Examiner,x +13-2061,Financial Examiners,Financial Compliance Examiner,x +13-2061,Financial Examiners,Home Mortgage Disclosure Act Specialist,x +13-2061,Financial Examiners,Payroll Examiner, +13-2061,Financial Examiners,Pension Examiner, +13-2071,Credit Counselors,Credit Counselor, +13-2071,Credit Counselors,Debt Management Counselor,x +13-2071,Credit Counselors,Student Financial Aid Counselor,x +13-2071,Credit Counselors,Student Loan Counselor,x +13-2072,Loan Officers,Branch Lending Officer, +13-2072,Loan Officers,Commercial Lender,x +13-2072,Loan Officers,Loan Analyst, +13-2072,Loan Officers,Loan Officer, +13-2072,Loan Officers,Loan Reviewer,x +13-2072,Loan Officers,Payday Loan Officer,x +13-2072,Loan Officers,Real Estate Loan Officer,x +13-2081,"Tax Examiners and Collectors, and Revenue Agents",City Collector, +13-2081,"Tax Examiners and Collectors, and Revenue Agents",Customs Appraiser, +13-2081,"Tax Examiners and Collectors, and Revenue Agents",Income Tax Adjuster, +13-2081,"Tax Examiners and Collectors, and Revenue Agents",Internal Revenue Agent, +13-2081,"Tax Examiners and Collectors, and Revenue Agents",Internal Revenue Service Agent,x +13-2081,"Tax Examiners and Collectors, and Revenue Agents",Revenue Collector,x +13-2081,"Tax Examiners and Collectors, and Revenue Agents",Revenue Enforcement Agent, +13-2081,"Tax Examiners and Collectors, and Revenue Agents",Tax Compliance Officer, +13-2081,"Tax Examiners and Collectors, and Revenue Agents",Tax Compliance Representative, +13-2081,"Tax Examiners and Collectors, and Revenue Agents",Tax Examiner, +13-2081,"Tax Examiners and Collectors, and Revenue Agents",Tax Investigator,x +13-2081,"Tax Examiners and Collectors, and Revenue Agents",Tax Revenue Officer, +13-2082,Tax Preparers,Corporate Tax Preparer, +13-2082,Tax Preparers,Income Tax Advisor,x +13-2082,Tax Preparers,Income Tax Preparer,x +13-2082,Tax Preparers,Licensed Tax Consultant,x +13-2082,Tax Preparers,Tax Consultant, +13-2082,Tax Preparers,Tax Specialist, +13-2099,"Financial Specialists, All Other",Bail Bondsman,x +13-2099,"Financial Specialists, All Other",Bondsman, +13-2099,"Financial Specialists, All Other",Executor of Estate,x +15-1211,Computer Systems Analysts,Applications Analyst,x +15-1211,Computer Systems Analysts,Computer Systems Consultant, +15-1211,Computer Systems Analysts,Data Processing Systems Analyst,x +15-1211,Computer Systems Analysts,Information Systems Analyst,x +15-1211,Computer Systems Analysts,Information Systems Planner, +15-1211,Computer Systems Analysts,Programmer Analyst, +15-1211,Computer Systems Analysts,Systems Architect,x +15-1212,Information Security Analysts,Computer Security Specialist,x +15-1212,Information Security Analysts,Computer Systems Security Analyst, +15-1212,Information Security Analysts,Information Security Analyst, +15-1212,Information Security Analysts,Information Systems Security Analyst, +15-1212,Information Security Analysts,IT Risk Specialist,x +15-1212,Information Security Analysts,Network Security Analyst,x +15-1221,Computer and Information Research Scientists,Computational Theory Scientist,x +15-1221,Computer and Information Research Scientists,Computer Scientist, +15-1221,Computer and Information Research Scientists,Control System Computer Scientist,x +15-1221,Computer and Information Research Scientists,Programming Methodology and Languages Researcher,x +15-1231,Computer Network Support Specialists,Network Diagnostic Support Specialist,x +15-1231,Computer Network Support Specialists,Network Support Technician,x +15-1231,Computer Network Support Specialists,Network Technician,x +15-1232,Computer User Support Specialists,Computer Customer Support Specialist, +15-1232,Computer User Support Specialists,Computer Help Desk Representative, +15-1232,Computer User Support Specialists,Computer Help Desk Specialist, +15-1232,Computer User Support Specialists,End-User Support Specialist,x +15-1232,Computer User Support Specialists,Help Desk Analyst, +15-1232,Computer User Support Specialists,Help Desk Technician,x +15-1232,Computer User Support Specialists,IT Support Specialist,x +15-1232,Computer User Support Specialists,PC Support Specialist, +15-1241,Computer Network Architects,Computer Network Engineer,x +15-1241,Computer Network Architects,Network Designer,x +15-1241,Computer Network Architects,Network Developer,x +15-1241,Computer Network Architects,Network Engineer, +15-1242,Database Administrators,Automatic Data Processing Planner, +15-1242,Database Administrators,Database Administration Manager, +15-1242,Database Administrators,Database Coordinator, +15-1242,Database Administrators,Database Programmer,x +15-1242,Database Administrators,Database Security Administrator,x +15-1243,Database Architects,Data Architect,x +15-1243,Database Architects,Data Integration Specialist,x +15-1243,Database Architects,Data Warehousing Specialist,x +15-1243,Database Architects,Database Developer,x +15-1244,Network and Computer Systems Administrators,LAN Administrator, +15-1244,Network and Computer Systems Administrators,LAN Systems Administrator, +15-1244,Network and Computer Systems Administrators,Local Area Network Administrator, +15-1244,Network and Computer Systems Administrators,Network Analyst,x +15-1244,Network and Computer Systems Administrators,Network Coordinator,x +15-1244,Network and Computer Systems Administrators,Network Support Coordinator, +15-1244,Network and Computer Systems Administrators,Network Support Manager, +15-1244,Network and Computer Systems Administrators,Network Systems Administrator, +15-1244,Network and Computer Systems Administrators,Network Systems Coordinator, +15-1244,Network and Computer Systems Administrators,WAN Systems Administrator, +15-1244,Network and Computer Systems Administrators,Wide Area Network Administrator,x +15-1251,Computer Programmers,Applications Programmer,x +15-1251,Computer Programmers,Computer Language Coder,x +15-1251,Computer Programmers,Computer Programmer, +15-1251,Computer Programmers,IT Programmer,x +15-1251,Computer Programmers,Junior Software Developer, +15-1251,Computer Programmers,Mainframe Programmer, +15-1251,Computer Programmers,Systems Programmer,x +15-1252,Software Developers,Application Integration Engineer, +15-1252,Software Developers,Applications Developer, +15-1252,Software Developers,Computer Applications Developer, +15-1252,Software Developers,Computer Applications Engineer,x +15-1252,Software Developers,Computer Systems Engineer,x +15-1252,Software Developers,Computer Systems Software Architect, +15-1252,Software Developers,Computer Systems Software Engineer, +15-1252,Software Developers,Embedded Systems Software Developer, +15-1252,Software Developers,Enterprise Systems Engineer, +15-1252,Software Developers,Mobile Applications Developer,x +15-1252,Software Developers,Software Applications Architect,x +15-1252,Software Developers,Software Applications Designer, +15-1252,Software Developers,Software Applications Engineer, +15-1252,Software Developers,Software Engineer,x +15-1252,Software Developers,Software Systems Engineer, +15-1252,Software Developers,Systems Software Designer, +15-1252,Software Developers,Systems Software Developer,x +15-1252,Software Developers,Systems Software Specialist, +15-1253,Software Quality Assurance Analysts and Testers,Applications Tester,x +15-1253,Software Quality Assurance Analysts and Testers,Software Quality Assurance Technician,x +15-1253,Software Quality Assurance Analysts and Testers,Software Quality Control Specialist,x +15-1253,Software Quality Assurance Analysts and Testers,Software Quality Engineer,x +15-1253,Software Quality Assurance Analysts and Testers,Software Test Engineer,x +15-1254,Web Developers,Intranet Developer,x +15-1254,Web Developers,Web Applications Developer,x +15-1254,Web Developers,Web Architect,x +15-1254,Web Developers,Web Content Developer, +15-1254,Web Developers,Web Developer, +15-1255,Web and Digital Interface Designers,Digital Designer,x +15-1255,Web and Digital Interface Designers,Graphic Web Designer,x +15-1255,Web and Digital Interface Designers,Web Content Specialist,x +15-1299,"Computer Occupations, All Other",Computer Console Operator,x +15-1299,"Computer Occupations, All Other",Computer Laboratory Technician,x +15-1299,"Computer Occupations, All Other",Data Center Operator,x +15-2011,Actuaries,Actuarial Associate, +15-2011,Actuaries,Actuarial Mathematician,x +15-2011,Actuaries,Health Actuary,x +15-2011,Actuaries,Insurance Actuary,x +15-2011,Actuaries,Pricing Actuary, +15-2011,Actuaries,Product Development Actuary, +15-2021,Mathematicians,Algebraist,x +15-2021,Mathematicians,Cipher Expert, +15-2021,Mathematicians,Cryptanalyst, +15-2021,Mathematicians,Cryptographer,x +15-2021,Mathematicians,Cryptographic Vulnerability Analyst,x +15-2021,Mathematicians,Geometrician, +15-2031,Operations Research Analysts,Operations Analyst,x +15-2031,Operations Research Analysts,Procedure Analyst,x +15-2031,Operations Research Analysts,Process Analyst,x +15-2041,Statisticians,Analytical Statistician, +15-2041,Statisticians,Applied Statistician, +15-2041,Statisticians,Biometrician, +15-2041,Statisticians,Biostatistician,x +15-2041,Statisticians,Environmental Statistician, +15-2041,Statisticians,Mathematical Statistician, +15-2041,Statisticians,Research Biostatistician, +15-2041,Statisticians,Sampling Expert, +15-2041,Statisticians,Statistical Analyst,x +15-2041,Statisticians,Statistical Reporting Analyst, +15-2041,Statisticians,Survey Statistician, +15-2041,Statisticians,Time Study Statistician,x +15-2051,Data Scientists,Business Intelligence Developer,x +15-2051,Data Scientists,Data Analytics Specialist,x +15-2051,Data Scientists,Data Mining Analyst,x +15-2051,Data Scientists,Data Visualization Developer,x +15-2099,"Mathematical Science Occupations, All Other",Harmonic Analyst,x +15-2099,"Mathematical Science Occupations, All Other",Mathematical Engineering Technician,x +15-2099,"Mathematical Science Occupations, All Other",Mathematics Technician, +17-1011,"Architects, Except Landscape and Naval",Building Architect,x +17-1011,"Architects, Except Landscape and Naval",Building Architectural Designer,x +17-1011,"Architects, Except Landscape and Naval",Structural Architect,x +17-1012,Landscape Architects,Golf Course Architect,x +17-1012,Landscape Architects,Golf Course Designer,x +17-1012,Landscape Architects,Landscape Architect, +17-1012,Landscape Architects,Landscape Designer,x +17-1021,Cartographers and Photogrammetrists,Cadastral Mapper, +17-1021,Cartographers and Photogrammetrists,Digital Cartographer,x +17-1021,Cartographers and Photogrammetrists,"Engineer, Photogrammetric", +17-1021,Cartographers and Photogrammetrists,Map Maker, +17-1021,Cartographers and Photogrammetrists,Mapper,x +17-1021,Cartographers and Photogrammetrists,Orthophotography Technician, +17-1021,Cartographers and Photogrammetrists,Photo Cartographer, +17-1021,Cartographers and Photogrammetrists,Photogrammetrist, +17-1021,Cartographers and Photogrammetrists,Topographer,x +17-1022,Surveyors,City Surveyor, +17-1022,Surveyors,County Surveyor, +17-1022,Surveyors,Geodetic Surveyor,x +17-1022,Surveyors,Geophysical Prospecting Surveyor, +17-1022,Surveyors,Land Surveyor,x +17-1022,Surveyors,Mine Surveyor, +17-1022,Surveyors,Mineral Surveyor,x +17-1022,Surveyors,Registered Land Surveyor, +17-1022,Surveyors,Topographical Surveyor, +17-2011,Aerospace Engineers,Aerodynamics Engineer, +17-2011,Aerospace Engineers,Aeronautical Engineer,x +17-2011,Aerospace Engineers,Aircraft Design Engineer,x +17-2011,Aerospace Engineers,Aircraft Designer, +17-2011,Aerospace Engineers,Aircraft Engineer, +17-2011,Aerospace Engineers,Astronautical Engineer, +17-2011,Aerospace Engineers,Flight Systems Test Engineer, +17-2011,Aerospace Engineers,Flight Test Engineer,x +17-2011,Aerospace Engineers,Wind Tunnel Engineer, +17-2021,Agricultural Engineers,Agricultural Engineer, +17-2021,Agricultural Engineers,Agricultural Production Engineer,x +17-2021,Agricultural Engineers,Agricultural Research Engineer,x +17-2021,Agricultural Engineers,Farm Equipment Engineer,x +17-2021,Agricultural Engineers,Research Agricultural Engineer, +17-2031,Bioengineers and Biomedical Engineers,Biochemical Engineer, +17-2031,Bioengineers and Biomedical Engineers,Biomaterials Engineer,x +17-2031,Bioengineers and Biomedical Engineers,Bio-Mechanical Engineer,x +17-2031,Bioengineers and Biomedical Engineers,Biomedical Engineer, +17-2031,Bioengineers and Biomedical Engineers,Dialysis Engineer,x +17-2031,Bioengineers and Biomedical Engineers,Genetic Engineer, +17-2041,Chemical Engineers,Absorption and Adsorption Engineer, +17-2041,Chemical Engineers,Chemical Process Engineer, +17-2041,Chemical Engineers,Chemical Research Engineer, +17-2041,Chemical Engineers,Fuels Engineer,x +17-2041,Chemical Engineers,Oxidation Engineer, +17-2041,Chemical Engineers,Plastics Engineer,x +17-2041,Chemical Engineers,Polymerization Engineer,x +17-2051,Civil Engineers,Architectural Engineer, +17-2051,Civil Engineers,Bridge Engineer,x +17-2051,Civil Engineers,Construction Engineer,x +17-2051,Civil Engineers,Facilities Engineer, +17-2051,Civil Engineers,Geotechnical Engineer, +17-2051,Civil Engineers,Highway Engineer,x +17-2051,Civil Engineers,Hydrographic Engineer, +17-2051,Civil Engineers,Railroad Design Consultant, +17-2051,Civil Engineers,Research Hydraulic Engineer, +17-2051,Civil Engineers,Structural Engineer, +17-2061,Computer Hardware Engineers,Computer Hardware Designer,x +17-2061,Computer Hardware Engineers,Computer Hardware Developer,x +17-2071,Electrical Engineers,Electrical Design Engineer, +17-2071,Electrical Engineers,Electrical Systems Engineer,x +17-2071,Electrical Engineers,Illuminating Engineer,x +17-2071,Electrical Engineers,Power Distribution Engineer,x +17-2072,"Electronics Engineers, Except Computer",Antenna Engineer, +17-2072,"Electronics Engineers, Except Computer",Circuit Design Engineer,x +17-2072,"Electronics Engineers, Except Computer",Electronic Design Automation Engineer,x +17-2072,"Electronics Engineers, Except Computer",Electronic Engineer, +17-2072,"Electronics Engineers, Except Computer",Electronic Parts Designer, +17-2072,"Electronics Engineers, Except Computer",Telecommunication Engineer,x +17-2081,Environmental Engineers,Air Pollution Control Engineer, +17-2081,Environmental Engineers,Environmental Remediation Engineer,x +17-2081,Environmental Engineers,Hazardous Substances Engineer, +17-2081,Environmental Engineers,Hazardous Waste Management Control Engineer, +17-2081,Environmental Engineers,Pollution Control Engineer,x +17-2081,Environmental Engineers,Soil Engineer,x +17-2081,Environmental Engineers,Waste Management Engineer, +17-2081,Environmental Engineers,Wastewater Treatment Engineer, +17-2081,Environmental Engineers,Water Treatment Plant Engineer,x +17-2111,"Health and Safety Engineers, Except Mining Safety Engineers and Inspectors",Fire Prevention Engineer, +17-2111,"Health and Safety Engineers, Except Mining Safety Engineers and Inspectors",Fire Protection Engineer,x +17-2111,"Health and Safety Engineers, Except Mining Safety Engineers and Inspectors",Industrial Safety Engineer,x +17-2111,"Health and Safety Engineers, Except Mining Safety Engineers and Inspectors",Product Safety Engineer,x +17-2111,"Health and Safety Engineers, Except Mining Safety Engineers and Inspectors",Product Safety Test Engineer, +17-2111,"Health and Safety Engineers, Except Mining Safety Engineers and Inspectors",System Safety Engineer, +17-2112,Industrial Engineers,Efficiency Engineer,x +17-2112,Industrial Engineers,Manufacturing Engineer,x +17-2112,Industrial Engineers,Packaging Engineer,x +17-2112,Industrial Engineers,Production Engineer,x +17-2121,Marine Engineers and Naval Architects,Marine Architect,x +17-2121,Marine Engineers and Naval Architects,Marine Equipment Engineer, +17-2121,Marine Engineers and Naval Architects,Marine Structural Designer,x +17-2121,Marine Engineers and Naval Architects,Naval Engineer,x +17-2121,Marine Engineers and Naval Architects,Ships Equipment Engineer, +17-2131,Materials Engineers,Automotive Sheet Metal Engineer,x +17-2131,Materials Engineers,Ceramic Engineer, +17-2131,Materials Engineers,Forensic Materials Engineer,x +17-2131,Materials Engineers,Glass Science Engineer, +17-2131,Materials Engineers,Metallographer,x +17-2131,Materials Engineers,Metallurgical Engineer, +17-2131,Materials Engineers,Metallurgist, +17-2131,Materials Engineers,Welding Engineer, +17-2141,Mechanical Engineers,Auto Research Engineer, +17-2141,Mechanical Engineers,Combustion Engineer,x +17-2141,Mechanical Engineers,Engine Designer,x +17-2141,Mechanical Engineers,Heating and Cooling Systems Engineer,x +17-2141,Mechanical Engineers,Tool and Die Engineer,x +17-2141,Mechanical Engineers,Tool Engineer, +17-2151,"Mining and Geological Engineers, Including Mining Safety Engineers",Geophysical Engineer,x +17-2151,"Mining and Geological Engineers, Including Mining Safety Engineers",Mineral Engineer,x +17-2151,"Mining and Geological Engineers, Including Mining Safety Engineers",Mining Engineer, +17-2151,"Mining and Geological Engineers, Including Mining Safety Engineers",Seismic Engineer,x +17-2161,Nuclear Engineers,Atomic Process Engineer,x +17-2161,Nuclear Engineers,Nuclear Engineer, +17-2161,Nuclear Engineers,Nuclear Radiation Engineer,x +17-2161,Nuclear Engineers,Nuclear Steam Supply System Engineer, +17-2161,Nuclear Engineers,Radiation Engineer,x +17-2161,Nuclear Engineers,Reactor Engineer,x +17-2161,Nuclear Engineers,Reactor Projects Engineer, +17-2171,Petroleum Engineers,Natural Gas Engineer,x +17-2171,Petroleum Engineers,Oil Drilling Engineer,x +17-2171,Petroleum Engineers,Oil Exploration Engineer,x +17-2171,Petroleum Engineers,Oil Well Engineer, +17-2171,Petroleum Engineers,Petroleum Engineer, +17-2199,"Engineers, All Other",Calibration Engineer,x +17-2199,"Engineers, All Other",Coastal Engineer, +17-2199,"Engineers, All Other",Corrosion Control Engineer, +17-2199,"Engineers, All Other",Mathematical Engineer, +17-2199,"Engineers, All Other",Mechatronics Engineer, +17-2199,"Engineers, All Other",Metrologist,x +17-2199,"Engineers, All Other",Ocean Engineer, +17-2199,"Engineers, All Other",Optical Engineer,x +17-2199,"Engineers, All Other",Ordnance Engineer,x +17-2199,"Engineers, All Other",Photonics Engineer,x +17-2199,"Engineers, All Other",Salvage Engineer,x +17-3011,Architectural and Civil Drafters,Architectural Drafter, +17-3011,Architectural and Civil Drafters,Building Drafter,x +17-3011,Architectural and Civil Drafters,Civil Computer-Aided Design and Drafting Technician,x +17-3011,Architectural and Civil Drafters,Civil Drafter, +17-3011,Architectural and Civil Drafters,Structural Drafter,x +17-3012,Electrical and Electronics Drafters,Circuit Board Drafter, +17-3012,Electrical and Electronics Drafters,Electrical Computer Aided Design and Drafting Technician,x +17-3012,Electrical and Electronics Drafters,Electrical Drafter, +17-3012,Electrical and Electronics Drafters,Electrical Systems Drafter,x +17-3012,Electrical and Electronics Drafters,Electronic Drafter, +17-3012,Electrical and Electronics Drafters,Printed Circuit Board Drafter,x +17-3013,Mechanical Drafters,Aeronautical Drafter,x +17-3013,Mechanical Drafters,Automotive Design Drafter,x +17-3013,Mechanical Drafters,Die Designer, +17-3013,Mechanical Drafters,Gage Designer, +17-3013,Mechanical Drafters,Mechanical Design Drafter, +17-3013,Mechanical Drafters,Tool and Die Designer,x +17-3013,Mechanical Drafters,Tool Designer, +17-3019,"Drafters, All Other",Blueprint Tracer,x +17-3019,"Drafters, All Other",Drafting Layout Worker, +17-3019,"Drafters, All Other",Draughtsman, +17-3019,"Drafters, All Other",Geological Drafter,x +17-3019,"Drafters, All Other",Marine Drafter,x +17-3021,Aerospace Engineering and Operations Technologists and Technicians,Aerospace Engineering and Operations Technologist, +17-3021,Aerospace Engineering and Operations Technologists and Technicians,Altitude Chamber Technician,x +17-3021,Aerospace Engineering and Operations Technologists and Technicians,Flight Data Technician,x +17-3021,Aerospace Engineering and Operations Technologists and Technicians,Wind Tunnel Technician,x +17-3022,Civil Engineering Technologists and Technicians,Civil Engineering Technician, +17-3022,Civil Engineering Technologists and Technicians,Civil Engineering Technologist, +17-3022,Civil Engineering Technologists and Technicians,Concrete Engineering Technician, +17-3022,Civil Engineering Technologists and Technicians,Geotechnical Engineering Technician,x +17-3022,Civil Engineering Technologists and Technicians,Highway Engineering Technician,x +17-3022,Civil Engineering Technologists and Technicians,Structural Engineering Technician,x +17-3022,Civil Engineering Technologists and Technicians,Transportation Engineering Technician, +17-3023,Electrical and Electronic Engineering Technologists and Technicians,Electrical and Electronic Engineering Technologist, +17-3023,Electrical and Electronic Engineering Technologists and Technicians,Electrical Design Technician,x +17-3023,Electrical and Electronic Engineering Technologists and Technicians,Electrical Engineering Technician, +17-3023,Electrical and Electronic Engineering Technologists and Technicians,Electrical Power Station Technician, +17-3023,Electrical and Electronic Engineering Technologists and Technicians,Electronic Instrument Testing Technician, +17-3023,Electrical and Electronic Engineering Technologists and Technicians,Lighting Engineering Technician,x +17-3023,Electrical and Electronic Engineering Technologists and Technicians,Programmable Logic Controller Programmer, +17-3023,Electrical and Electronic Engineering Technologists and Technicians,Semiconductor Development Technician,x +17-3024,Electro-Mechanical and Mechatronics Technologists and Technicians,Electo-Mechanical and Mechatronics Technologist, +17-3024,Electro-Mechanical and Mechatronics Technologists and Technicians,Mechatronics Technician,x +17-3024,Electro-Mechanical and Mechatronics Technologists and Technicians,Remotely Piloted Vehicle Engineering Technician,x +17-3024,Electro-Mechanical and Mechatronics Technologists and Technicians,Robotics Testing Technician,x +17-3024,Electro-Mechanical and Mechatronics Technologists and Technicians,Unmanned Aerial Vehicle Operator, +17-3024,Electro-Mechanical and Mechatronics Technologists and Technicians,Unmanned Air Systems Operator,x +17-3025,Environmental Engineering Technologists and Technicians,Air Analysis Engineering Technician,x +17-3025,Environmental Engineering Technologists and Technicians,Environmental Engineering Technologist, +17-3025,Environmental Engineering Technologists and Technicians,Environmental Remediation Engineering Technician,x +17-3025,Environmental Engineering Technologists and Technicians,Environmental Technician, +17-3025,Environmental Engineering Technologists and Technicians,Pollution Control Engineering Technician,x +17-3026,Industrial Engineering Technologists and Technicians,Industrial Engineering Technician, +17-3026,Industrial Engineering Technologists and Technicians,Industrial Engineering Technologist, +17-3026,Industrial Engineering Technologists and Technicians,Motion Study Technician,x +17-3026,Industrial Engineering Technologists and Technicians,Production Control Technologist,x +17-3026,Industrial Engineering Technologists and Technicians,Time Study Technician,x +17-3026,Industrial Engineering Technologists and Technicians,Time Study Technologist, +17-3027,Mechanical Engineering Technologists and Technicians,Gyroscopic Engineering Technician,x +17-3027,Mechanical Engineering Technologists and Technicians,Heat Transfer Technician,x +17-3027,Mechanical Engineering Technologists and Technicians,Hydraulic Technician, +17-3027,Mechanical Engineering Technologists and Technicians,Mechanical Engineering Technician, +17-3027,Mechanical Engineering Technologists and Technicians,Mechanical Engineering Technologist, +17-3027,Mechanical Engineering Technologists and Technicians,Optomechanical Technician,x +17-3028,Calibration Technologists and Technicians,Calibration Technician,x +17-3028,Calibration Technologists and Technicians,Calibration Technologist,x +17-3028,Calibration Technologists and Technicians,Hydrometer Calibrator,x +17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Agricultural Engineering Technician,x +17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Agricultural Engineering Technologist, +17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Biomedical Engineering Technician,x +17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Biomedical Engineering Technologist, +17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Chemical Engineering Technician, +17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Chemical Engineering Technologist, +17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Marine Engineering Technician, +17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Marine Engineering Technologist, +17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Materials Engineering Technician, +17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Materials Engineering Technologist, +17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Metallurgical Engineering Technician,x +17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Metallurgical Engineering Technologist, +17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Non-Destructive Testing Specialist, +17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Nuclear Engineering Technician, +17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Nuclear Engineering Technologist, +17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Optical Engineering Technician,x +17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Optical Engineering Technologist, +17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Ordnance Engineering Technician, +17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Ordnance Engineering Technologist, +17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Radar Technicians,x +17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Salvage Engineering Technician, +17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Salvage Engineering Technologist, +17-3029,"Engineering Technologists and Technicians, Except Drafters, All Other",Sonar Technicians,x +17-3031,Surveying and Mapping Technicians,Cartographic Aide, +17-3031,Surveying and Mapping Technicians,Cartographic Technician,x +17-3031,Surveying and Mapping Technicians,Field Map Technician,x +17-3031,Surveying and Mapping Technicians,Geophysical Prospecting Surveying Technician, +17-3031,Surveying and Mapping Technicians,GIS Mapping Technician,x +17-3031,Surveying and Mapping Technicians,Mapping Technician, +17-3031,Surveying and Mapping Technicians,Mineral Surveying Technician, +17-3031,Surveying and Mapping Technicians,Surveying Technician, +17-3031,Surveying and Mapping Technicians,Topography Technician, +19-1011,Animal Scientists,Animal Geneticist, +19-1011,Animal Scientists,Animal Nutritionist,x +19-1011,Animal Scientists,Beef Cattle Nutritionist, +19-1011,Animal Scientists,Dairy Scientist,x +19-1011,Animal Scientists,Poultry Scientist,x +19-1011,Animal Scientists,Swine Genetics Researcher, +19-1012,Food Scientists and Technologists,Dairy Bacteriologist,x +19-1012,Food Scientists and Technologists,Enologist,x +19-1012,Food Scientists and Technologists,Food Preservation Scientist, +19-1012,Food Scientists and Technologists,Food Processing Scientist, +19-1012,Food Scientists and Technologists,Food Safety Scientist,x +19-1012,Food Scientists and Technologists,Food Scientist, +19-1012,Food Scientists and Technologists,Food Technologist, +19-1013,Soil and Plant Scientists,Agriculturist, +19-1013,Soil and Plant Scientists,Agronomist, +19-1013,Soil and Plant Scientists,Arboreal Scientist,x +19-1013,Soil and Plant Scientists,Crop Nutrition Scientist, +19-1013,Soil and Plant Scientists,Floriculturist, +19-1013,Soil and Plant Scientists,Horticulturist,x +19-1013,Soil and Plant Scientists,Plant Physiologist,x +19-1013,Soil and Plant Scientists,Plant Scientist, +19-1013,Soil and Plant Scientists,Pomologist, +19-1013,Soil and Plant Scientists,Soil Fertility Extension Specialist, +19-1013,Soil and Plant Scientists,Soil Scientist, +19-1013,Soil and Plant Scientists,Viticulturist, +19-1021,Biochemists and Biophysicists,Biochemist, +19-1021,Biochemists and Biophysicists,Biological Chemist,x +19-1021,Biochemists and Biophysicists,Biophysicist, +19-1021,Biochemists and Biophysicists,Clinical Biochemist,x +19-1021,Biochemists and Biophysicists,Physical Biochemist,x +19-1022,Microbiologists,Bacteriologist,x +19-1022,Microbiologists,Clinical Microbiologist, +19-1022,Microbiologists,Medical Microbiologist, +19-1022,Microbiologists,Microbiological Analyst, +19-1022,Microbiologists,Public Health Microbiologist,x +19-1022,Microbiologists,Quality Control Microbiologist, +19-1022,Microbiologists,Virologist,x +19-1023,Zoologists and Wildlife Biologists,Aquatic Biologist, +19-1023,Zoologists and Wildlife Biologists,Entomologist, +19-1023,Zoologists and Wildlife Biologists,Fish Culturist, +19-1023,Zoologists and Wildlife Biologists,Fishery Biologist, +19-1023,Zoologists and Wildlife Biologists,Herpetologist,x +19-1023,Zoologists and Wildlife Biologists,Ichthyologist,x +19-1023,Zoologists and Wildlife Biologists,Lepidopterist, +19-1023,Zoologists and Wildlife Biologists,Marine Biologist,x +19-1023,Zoologists and Wildlife Biologists,Migratory Game Bird Biologist, +19-1023,Zoologists and Wildlife Biologists,Ornithologist,x +19-1023,Zoologists and Wildlife Biologists,Protozoologist, +19-1023,Zoologists and Wildlife Biologists,Wildlife Biologist, +19-1029,"Biological Scientists, All Other",Biologist, +19-1029,"Biological Scientists, All Other",Bryologist, +19-1029,"Biological Scientists, All Other",Embryologist,x +19-1029,"Biological Scientists, All Other",Osteologist,x +19-1029,"Biological Scientists, All Other",Paleobotanist,x +19-1029,"Biological Scientists, All Other",Phytopathologist, +19-1029,"Biological Scientists, All Other",Plant Etiologist, +19-1031,Conservation Scientists,Conservation Science Officer, +19-1031,Conservation Scientists,Grassland Conservationist,x +19-1031,Conservation Scientists,Land Reclamation Specialist, +19-1031,Conservation Scientists,Land Resource Specialist, +19-1031,Conservation Scientists,Range Conservationist, +19-1031,Conservation Scientists,Range Ecologist,x +19-1031,Conservation Scientists,Range Scientist, +19-1031,Conservation Scientists,Resource Conservationist, +19-1031,Conservation Scientists,Soil Conservationist,x +19-1031,Conservation Scientists,Water Conservationist, +19-1032,Foresters,Environmental Protection Forester,x +19-1032,Foresters,Forest Ecologist,x +19-1032,Foresters,Forestry Scientist, +19-1032,Foresters,Land Management Forester, +19-1032,Foresters,Operations Forester, +19-1032,Foresters,Resource Forester, +19-1032,Foresters,Service Forester, +19-1032,Foresters,Timber Management Specialist,x +19-1032,Foresters,Urban Forester, +19-1041,Epidemiologists,Clinical Epidemiologist, +19-1041,Epidemiologists,Communicable Disease Specialist, +19-1041,Epidemiologists,Environmental Epidemiologist, +19-1041,Epidemiologists,Epidemiology Investigator,x +19-1041,Epidemiologists,Malariologist,x +19-1041,Epidemiologists,Medical Epidemiologist, +19-1041,Epidemiologists,Pharmacoepidemiologist,x +19-1042,"Medical Scientists, Except Epidemiologists",Cancer Researcher,x +19-1042,"Medical Scientists, Except Epidemiologists",Clinical Pharmacologist, +19-1042,"Medical Scientists, Except Epidemiologists",Gerontologist, +19-1042,"Medical Scientists, Except Epidemiologists",Histopathologist, +19-1042,"Medical Scientists, Except Epidemiologists",Immunochemist,x +19-1042,"Medical Scientists, Except Epidemiologists",Industrial Pharmacist, +19-1042,"Medical Scientists, Except Epidemiologists",Medical Health Researcher, +19-1042,"Medical Scientists, Except Epidemiologists",Medical Research Scientist, +19-1042,"Medical Scientists, Except Epidemiologists",Medical Scientist, +19-1042,"Medical Scientists, Except Epidemiologists",Neuroscientist, +19-1042,"Medical Scientists, Except Epidemiologists",Pharmacologist, +19-1042,"Medical Scientists, Except Epidemiologists",Serologist, +19-1042,"Medical Scientists, Except Epidemiologists",Toxicologist,x +19-1099,"Life Scientists, All Other",Life Science Taxonomist,x +19-2011,Astronomers,Astrophysicist,x +19-2011,Astronomers,Cosmologist,x +19-2011,Astronomers,Extragalactic Astronomer, +19-2011,Astronomers,Galactic Astronomer, +19-2011,Astronomers,High-energy Astrophysicist, +19-2011,Astronomers,Optical Astronomer, +19-2011,Astronomers,Planetary Astronomer, +19-2011,Astronomers,Radio Astronomer, +19-2011,Astronomers,Solar Astronomer, +19-2011,Astronomers,Stellar Astronomer, +19-2011,Astronomers,Theoretical Astronomer, +19-2012,Physicists,Computational Physicist, +19-2012,Physicists,Condensed Matter Physicist, +19-2012,Physicists,Fluid Dynamicist,x +19-2012,Physicists,Health Physicist, +19-2012,Physicists,Mathematical Physicist, +19-2012,Physicists,Medical Physicist, +19-2012,Physicists,Molecular Physicist,x +19-2012,Physicists,Nuclear Physicist, +19-2012,Physicists,Optical Scientist,x +19-2012,Physicists,Plasma Physicist, +19-2012,Physicists,Research Physicist, +19-2012,Physicists,Rheologist,x +19-2012,Physicists,Thermodynamic Physicist, +19-2012,Physicists,Thermodynamicist, +19-2021,Atmospheric and Space Scientists,Atmospheric Chemist,x +19-2021,Atmospheric and Space Scientists,Atmospheric Scientist, +19-2021,Atmospheric and Space Scientists,Climatologist,x +19-2021,Atmospheric and Space Scientists,Hurricane Tracker,x +19-2021,Atmospheric and Space Scientists,Meteorologist,x +19-2021,Atmospheric and Space Scientists,Oceanographic Meteorologist, +19-2021,Atmospheric and Space Scientists,Space Scientist, +19-2021,Atmospheric and Space Scientists,Storm Chaser, +19-2021,Atmospheric and Space Scientists,Tornado Chaser, +19-2021,Atmospheric and Space Scientists,Warning Coordination Meteorologist, +19-2021,Atmospheric and Space Scientists,Weather Analyst, +19-2021,Atmospheric and Space Scientists,Weather Forecaster, +19-2021,Atmospheric and Space Scientists,Weatherman, +19-2031,Chemists,Agricultural Chemist, +19-2031,Chemists,Analytical Chemist, +19-2031,Chemists,Bench Chemist, +19-2031,Chemists,Food Chemist,x +19-2031,Chemists,Formulary Chemist, +19-2031,Chemists,Industrial Chemist,x +19-2031,Chemists,Inorganic Chemist,x +19-2031,Chemists,Laboratory Chemist, +19-2031,Chemists,Nuclear Chemist, +19-2031,Chemists,Organic Chemist, +19-2031,Chemists,Quality Control Chemist, +19-2031,Chemists,Research and Development Chemist,x +19-2032,Materials Scientists,Metal Alloy Scientist,x +19-2032,Materials Scientists,Plastics Scientist,x +19-2041,"Environmental Scientists and Specialists, Including Health",Ecological Modeler, +19-2041,"Environmental Scientists and Specialists, Including Health",Environmental Analyst, +19-2041,"Environmental Scientists and Specialists, Including Health",Environmental Scientist, +19-2041,"Environmental Scientists and Specialists, Including Health",Hazardous Substances Scientist,x +19-2041,"Environmental Scientists and Specialists, Including Health",Health Environmentalist,x +19-2041,"Environmental Scientists and Specialists, Including Health",Water Pollution Scientist,x +19-2041,"Environmental Scientists and Specialists, Including Health",Water Quality Analyst, +19-2042,"Geoscientists, Except Hydrologists and Geographers",Crystallographer, +19-2042,"Geoscientists, Except Hydrologists and Geographers",Development Geologist, +19-2042,"Geoscientists, Except Hydrologists and Geographers",Environmental Geologist, +19-2042,"Geoscientists, Except Hydrologists and Geographers",Exploration Geologist, +19-2042,"Geoscientists, Except Hydrologists and Geographers",Geochemist,x +19-2042,"Geoscientists, Except Hydrologists and Geographers",Geodesist, +19-2042,"Geoscientists, Except Hydrologists and Geographers",Geologist, +19-2042,"Geoscientists, Except Hydrologists and Geographers",Geomagnetist, +19-2042,"Geoscientists, Except Hydrologists and Geographers",Geophysicist, +19-2042,"Geoscientists, Except Hydrologists and Geographers",Geoscientist, +19-2042,"Geoscientists, Except Hydrologists and Geographers",Mine Geologist, +19-2042,"Geoscientists, Except Hydrologists and Geographers",Mineralogist, +19-2042,"Geoscientists, Except Hydrologists and Geographers",Mining Production Geologist, +19-2042,"Geoscientists, Except Hydrologists and Geographers",Oceanographer,x +19-2042,"Geoscientists, Except Hydrologists and Geographers",Oceanologist, +19-2042,"Geoscientists, Except Hydrologists and Geographers",Paleontologist, +19-2042,"Geoscientists, Except Hydrologists and Geographers",Petroleum Geologist, +19-2042,"Geoscientists, Except Hydrologists and Geographers",Petrologist,x +19-2042,"Geoscientists, Except Hydrologists and Geographers",Research Geologist, +19-2042,"Geoscientists, Except Hydrologists and Geographers",Sedimentationist, +19-2042,"Geoscientists, Except Hydrologists and Geographers",Seismologist, +19-2042,"Geoscientists, Except Hydrologists and Geographers",Stratigrapher, +19-2042,"Geoscientists, Except Hydrologists and Geographers",Volcanologist,x +19-2043,Hydrologists,Hydrogeologist,x +19-2043,Hydrologists,Isotope Hydrologist,x +19-2043,Hydrologists,Surface Hydrologist,x +19-3011,Economists,Agricultural Economist, +19-3011,Economists,Econometrician,x +19-3011,Economists,Economic Development Specialist, +19-3011,Economists,Economic Research Analyst,x +19-3011,Economists,Environmental Economist,x +19-3011,Economists,Industrial Economist,x +19-3011,Economists,Labor Economist, +19-3011,Economists,Price Economist, +19-3011,Economists,Social Economist, +19-3011,Economists,Tax Economist, +19-3011,Economists,Trade Economist, +19-3022,Survey Researchers,Pollster,x +19-3022,Survey Researchers,Survey Methodologist,x +19-3022,Survey Researchers,Survey Questionnaire Designer,x +19-3032,Industrial-Organizational Psychologists,Engineering Psychologist,x +19-3032,Industrial-Organizational Psychologists,Human Resources Psychologist,x +19-3032,Industrial-Organizational Psychologists,I/O Psychologist, +19-3032,Industrial-Organizational Psychologists,Industrial Psychologist, +19-3032,Industrial-Organizational Psychologists,Management Psychologist,x +19-3032,Industrial-Organizational Psychologists,Organizational Psychologist, +19-3032,Industrial-Organizational Psychologists,Organizational Research Consultant, +19-3032,Industrial-Organizational Psychologists,Personnel Research Psychologist, +19-3033,Clinical and Counseling Psychologists,Eating Disorder Psychologists,x +19-3033,Clinical and Counseling Psychologists,Geropsychologists,x +19-3034,School Psychologists,Educational Psychologists,x +19-3039,"Psychologists, All Other",Developmental Psychologist, +19-3039,"Psychologists, All Other",Experimental Psychologist, +19-3039,"Psychologists, All Other",Forensic Psychologist,x +19-3039,"Psychologists, All Other",Neuropsychologist, +19-3039,"Psychologists, All Other",Psychotherapist, +19-3039,"Psychologists, All Other",Rehabilitation Psychologist, +19-3039,"Psychologists, All Other",Social Psychologist,x +19-3039,"Psychologists, All Other",Sports Psychologist,x +19-3041,Sociologists,Criminologist,x +19-3041,Sociologists,Family Sociologist,x +19-3041,Sociologists,Penologist, +19-3041,Sociologists,Rural Sociologist,x +19-3041,Sociologists,Urban Sociologist, +19-3051,Urban and Regional Planners,City Planner,x +19-3051,Urban and Regional Planners,Community Development Planner,x +19-3051,Urban and Regional Planners,Regional Planner, +19-3051,Urban and Regional Planners,Urban Planner, +19-3091,Anthropologists and Archeologists,Anthropologist, +19-3091,Anthropologists and Archeologists,Applied Anthropologist, +19-3091,Anthropologists and Archeologists,Archaeologist, +19-3091,Anthropologists and Archeologists,Ethnoarchaeologist,x +19-3091,Anthropologists and Archeologists,Medical Anthropologist, +19-3091,Anthropologists and Archeologists,Physical Anthropologist, +19-3091,Anthropologists and Archeologists,Political Anthropologist,x +19-3091,Anthropologists and Archeologists,Research Anthropologist, +19-3091,Anthropologists and Archeologists,Research Archaeologist,x +19-3092,Geographers,Biogeographer, +19-3092,Geographers,Economic Geographer,x +19-3092,Geographers,Geomorphologist,x +19-3092,Geographers,GIS Geographer,x +19-3092,Geographers,Glaciologist, +19-3092,Geographers,Physical Geographer, +19-3092,Geographers,Political Geographer,x +19-3093,Historians,Genealogist,x +19-3093,Historians,Historiographer,x +19-3093,Historians,Protohistorian,x +19-3094,Political Scientists,Government Affairs Researcher, +19-3094,Political Scientists,Government Affairs Specialist,x +19-3094,Political Scientists,Local Governance and Citizen Participation Specialist, +19-3094,Political Scientists,Political Consultant,x +19-3094,Political Scientists,Political Research Scientist,x +19-3094,Political Scientists,Political Researcher, +19-3099,"Social Scientists and Related Workers, All Other",Behavioral Scientist, +19-3099,"Social Scientists and Related Workers, All Other",Demographer,x +19-3099,"Social Scientists and Related Workers, All Other",Ethnologist,x +19-3099,"Social Scientists and Related Workers, All Other",Etymologist, +19-3099,"Social Scientists and Related Workers, All Other",Linguist,x +19-3099,"Social Scientists and Related Workers, All Other",Philologist, +19-3099,"Social Scientists and Related Workers, All Other",Social Scientist, +19-4012,Agricultural Technicians,Agronomy Technician, +19-4012,Agricultural Technicians,Artificial Breeding Technician, +19-4012,Agricultural Technicians,Cotton Program Technician, +19-4012,Agricultural Technicians,Feed Mill Lab Technician, +19-4012,Agricultural Technicians,Feed Research Technician,x +19-4012,Agricultural Technicians,Seed Analyst,x +19-4012,Agricultural Technicians,Sugarcane Research Technician, +19-4012,Agricultural Technicians,Weed Science Research Technician, +19-4013,Food Science Technicians,Flavor Technician,x +19-4013,Food Science Technicians,Food Quality Control Technician,x +19-4013,Food Science Technicians,Food Quality Technician,x +19-4021,Biological Technicians,Bacteriology Technician,x +19-4021,Biological Technicians,Biochemistry Technician, +19-4021,Biological Technicians,Biology Laboratory Assistant, +19-4021,Biological Technicians,Marine Fisheries Technician,x +19-4021,Biological Technicians,Microbiology Technician, +19-4021,Biological Technicians,Wildlife Technician,x +19-4031,Chemical Technicians,Assayer,x +19-4031,Chemical Technicians,Chemical Laboratory Technician,x +19-4031,Chemical Technicians,Inorganic Chemical Technician,x +19-4042,"Environmental Science and Protection Technicians, Including Health",Air Quality Technician, +19-4042,"Environmental Science and Protection Technicians, Including Health",Certified Indoor Environmentalist,x +19-4042,"Environmental Science and Protection Technicians, Including Health",Environmental Science Technician,x +19-4042,"Environmental Science and Protection Technicians, Including Health",Infectious Waste Technician,x +19-4042,"Environmental Science and Protection Technicians, Including Health",Pollution Control Technician,x +19-4042,"Environmental Science and Protection Technicians, Including Health",Public Health Sanitarian Technician, +19-4042,"Environmental Science and Protection Technicians, Including Health",Radon Inspector, +19-4043,"Geological Technicians, Except Hydrologic Technicians",Crude Tester,x +19-4043,"Geological Technicians, Except Hydrologic Technicians",Geological Sample Tester, +19-4043,"Geological Technicians, Except Hydrologic Technicians",Geophysical Prospector,x +19-4043,"Geological Technicians, Except Hydrologic Technicians",Magnetometer Operator, +19-4043,"Geological Technicians, Except Hydrologic Technicians",Mineral Technologist, +19-4043,"Geological Technicians, Except Hydrologic Technicians",Mining Technician, +19-4043,"Geological Technicians, Except Hydrologic Technicians",Mud Logger, +19-4043,"Geological Technicians, Except Hydrologic Technicians",Petroleum Technician, +19-4043,"Geological Technicians, Except Hydrologic Technicians",Seismic Interpreter, +19-4043,"Geological Technicians, Except Hydrologic Technicians",Seismic Observer,x +19-4043,"Geological Technicians, Except Hydrologic Technicians",Seismograph Operator, +19-4044,Hydrologic Technicians,Groundwater Monitoring Technician,x +19-4051,Nuclear Technicians,Nuclear Monitoring Technician,x +19-4051,Nuclear Technicians,Radiation Protection Technician, +19-4051,Nuclear Technicians,Radiochemical Technician,x +19-4061,Social Science Research Assistants,City Planning Aide,x +19-4061,Social Science Research Assistants,Economic Research Assistant,x +19-4061,Social Science Research Assistants,Economist Research Assistant, +19-4061,Social Science Research Assistants,Historian Research Assistant,x +19-4061,Social Science Research Assistants,Political Science Research Assistant, +19-4061,Social Science Research Assistants,Psychologist Research Assistant, +19-4061,Social Science Research Assistants,Sociology Research Assistant, +19-4071,Forest and Conservation Technicians,Forest Technician, +19-4071,Forest and Conservation Technicians,Forestry Aide,x +19-4071,Forest and Conservation Technicians,Forestry Technician, +19-4071,Forest and Conservation Technicians,Natural Resources Technician, +19-4071,Forest and Conservation Technicians,Soil Conservation Technician,x +19-4071,Forest and Conservation Technicians,Timber Management Technician,x +19-4092,Forensic Science Technicians,Ballistic Technician, +19-4092,Forensic Science Technicians,Ballistician, +19-4092,Forensic Science Technicians,Ballistics Expert,x +19-4092,Forensic Science Technicians,Crime Lab Technician, +19-4092,Forensic Science Technicians,Crime Scene Technician,x +19-4092,Forensic Science Technicians,Criminalist Technician, +19-4092,Forensic Science Technicians,Fingerprint Expert, +19-4092,Forensic Science Technicians,Forensic Analyst, +19-4092,Forensic Science Technicians,Handwriting Expert, +19-4092,Forensic Science Technicians,Trace Evidence Technician,x +19-4092,Forensic Science Technicians,Wildlife Forensic Geneticist, +19-4099,"Life, Physical, and Social Science Technicians, All Other",Meteorological Aide,x +19-4099,"Life, Physical, and Social Science Technicians, All Other",Polygraph Examiner,x +19-5011,Occupational Health and Safety Specialists,Certified Industrial Hygienist, +19-5011,Occupational Health and Safety Specialists,Certified Professional Ergonomist, +19-5011,Occupational Health and Safety Specialists,Environmental Health Sanitarian,x +19-5011,Occupational Health and Safety Specialists,Health and Safety Inspector,x +19-5011,Occupational Health and Safety Specialists,Industrial Hygienist,x +19-5011,Occupational Health and Safety Specialists,Industrial Safety and Health Specialist, +19-5011,Occupational Health and Safety Specialists,Occupational Safety and Health Inspector, +19-5011,Occupational Health and Safety Specialists,Radiological Health Specialist, +19-5012,Occupational Health and Safety Technicians,CHST, +19-5012,Occupational Health and Safety Technicians,Construction Health and Safety Technician,x +19-5012,Occupational Health and Safety Technicians,Environmental Health Technologist, +19-5012,Occupational Health and Safety Technicians,Ergonomics Technician,x +19-5012,Occupational Health and Safety Technicians,Occupational Health and Safety Technologist, +19-5012,Occupational Health and Safety Technicians,Occupational Health and Safety Technologist (OHST),x +21-1011,Substance Abuse and Behavioral Disorder Counselors,Addiction Counselor,x +21-1011,Substance Abuse and Behavioral Disorder Counselors,Addiction Therapist, +21-1011,Substance Abuse and Behavioral Disorder Counselors,Alcohol and Drug Counselor,x +21-1011,Substance Abuse and Behavioral Disorder Counselors,Certified Abuse and Drug Addiction Counselor, +21-1011,Substance Abuse and Behavioral Disorder Counselors,Certified Alcohol and Drug Counselor, +21-1011,Substance Abuse and Behavioral Disorder Counselors,Chemical Dependency Counselor,x +21-1011,Substance Abuse and Behavioral Disorder Counselors,Drug Abuse Counselor, +21-1011,Substance Abuse and Behavioral Disorder Counselors,Drug Counselor, +21-1011,Substance Abuse and Behavioral Disorder Counselors,Substance Abuse Counselor, +21-1012,"Educational, Guidance, and Career Counselors and Advisors",Admissions Counselor,x +21-1012,"Educational, Guidance, and Career Counselors and Advisors",Career Counselor,x +21-1012,"Educational, Guidance, and Career Counselors and Advisors",Career Technical Counselor, +21-1012,"Educational, Guidance, and Career Counselors and Advisors",Education Counselor, +21-1012,"Educational, Guidance, and Career Counselors and Advisors",Guidance Counselor,x +21-1012,"Educational, Guidance, and Career Counselors and Advisors",International Student Counselor, +21-1012,"Educational, Guidance, and Career Counselors and Advisors",School Adjustment Counselor, +21-1012,"Educational, Guidance, and Career Counselors and Advisors",School Guidance Counselor, +21-1012,"Educational, Guidance, and Career Counselors and Advisors",Student Advisor, +21-1012,"Educational, Guidance, and Career Counselors and Advisors",Student Development Advisor, +21-1012,"Educational, Guidance, and Career Counselors and Advisors",Student Services Counselor,x +21-1012,"Educational, Guidance, and Career Counselors and Advisors",Student Success Counselor, +21-1012,"Educational, Guidance, and Career Counselors and Advisors",Study Abroad Advisor, +21-1012,"Educational, Guidance, and Career Counselors and Advisors",Vocational Adviser, +21-1013,Marriage and Family Therapists,Child and Family Counselor,x +21-1013,Marriage and Family Therapists,Couples Therapist,x +21-1013,Marriage and Family Therapists,Family Counselor, +21-1013,Marriage and Family Therapists,Family Therapist, +21-1013,Marriage and Family Therapists,Marriage Counselor,x +21-1013,Marriage and Family Therapists,Marriage Therapist, +21-1013,Marriage and Family Therapists,Relationship Counselor, +21-1014,Mental Health Counselors,Clinical Mental Health Counselor, +21-1014,Mental Health Counselors,Licensed Clinical Mental Health Counselor, +21-1014,Mental Health Counselors,Licensed Clinical Mental Health Counselor (LCMHC),x +21-1014,Mental Health Counselors,Licensed Mental Health Counselor, +21-1014,Mental Health Counselors,Licensed Mental Health Counselor (LMHC),x +21-1015,Rehabilitation Counselors,Certified Rehabilitation Counselor, +21-1015,Rehabilitation Counselors,Coordinator of Rehabilitation Services, +21-1015,Rehabilitation Counselors,Psychosocial Rehabilitation Counselor,x +21-1015,Rehabilitation Counselors,Veterans Rehabilitation Counselor,x +21-1015,Rehabilitation Counselors,Vocational Rehabilitation Counselor, +21-1015,Rehabilitation Counselors,Vocational Rehabilitation Job Coach,x +21-1019,"Counselors, All Other",AIDS Counselor, +21-1019,"Counselors, All Other",Anger Control Counselor,x +21-1019,"Counselors, All Other",Grief Counselor,x +21-1019,"Counselors, All Other",HIV Counselor, +21-1019,"Counselors, All Other",Sexual Assault Counselor,x +21-1021,"Child, Family, and School Social Workers",C-CYFSW, +21-1021,"Child, Family, and School Social Workers","Certified Children, Youth, and Family Social Worker",x +21-1021,"Child, Family, and School Social Workers",Child Abuse Worker,x +21-1021,"Child, Family, and School Social Workers",Child and Family Services Worker, +21-1021,"Child, Family, and School Social Workers",Child Protective Services Social Worker, +21-1021,"Child, Family, and School Social Workers",Child Protective Services Specialist, +21-1021,"Child, Family, and School Social Workers",Child Welfare Social Worker, +21-1021,"Child, Family, and School Social Workers",Child Welfare Worker, +21-1021,"Child, Family, and School Social Workers",Family Preservation Caseworker, +21-1021,"Child, Family, and School Social Workers",Family Preservation Worker, +21-1021,"Child, Family, and School Social Workers",Family Service Caseworker, +21-1021,"Child, Family, and School Social Workers",Foster Care Social Worker, +21-1021,"Child, Family, and School Social Workers",Foster Care Worker,x +21-1021,"Child, Family, and School Social Workers",School Social Worker, +21-1022,Healthcare Social Workers,AIDS Social Worker, +21-1022,Healthcare Social Workers,Certified Social Workers In Health Care, +21-1022,Healthcare Social Workers,C-SWHC, +21-1022,Healthcare Social Workers,Hospice Home Care Social Worker, +21-1022,Healthcare Social Workers,Hospice Social Worker,x +21-1022,Healthcare Social Workers,Hospital Social Worker, +21-1022,Healthcare Social Workers,Medical Social Worker, +21-1022,Healthcare Social Workers,Neonatal Social Worker, +21-1022,Healthcare Social Workers,Nephrology Social Worker, +21-1022,Healthcare Social Workers,Oncology Social Worker,x +21-1022,Healthcare Social Workers,Pediatric Social Worker, +21-1022,Healthcare Social Workers,Public Health Social Worker,x +21-1022,Healthcare Social Workers,Renal Social Worker, +21-1023,Mental Health and Substance Abuse Social Workers,Community Mental Health Social Worker,x +21-1023,Mental Health and Substance Abuse Social Workers,Drug Abuse Social Worker,x +21-1023,Mental Health and Substance Abuse Social Workers,Psychiatric Social Worker,x +21-1023,Mental Health and Substance Abuse Social Workers,Psychotherapist Social Worker, +21-1029,"Social Workers, All Other",Adult Protective Service Social Worker,x +21-1029,"Social Workers, All Other",Criminal Justice Social Worker,x +21-1029,"Social Workers, All Other",Forensic Social Worker,x +21-1029,"Social Workers, All Other",Sexual Assault Social Worker,x +21-1091,Health Education Specialists,Certified Diabetes Educator, +21-1091,Health Education Specialists,Certified Health Education Specialist, +21-1091,Health Education Specialists,Community Health Education Coordinator,x +21-1091,Health Education Specialists,Diabetes Educator,x +21-1091,Health Education Specialists,Health Educator, +21-1091,Health Education Specialists,Public Health Educator,x +21-1092,Probation Officers and Correctional Treatment Specialists,Correctional Treatment Specialist, +21-1092,Probation Officers and Correctional Treatment Specialists,Juvenile Probation Officer,x +21-1092,Probation Officers and Correctional Treatment Specialists,Parole Agent,x +21-1092,Probation Officers and Correctional Treatment Specialists,Parole Officer,x +21-1092,Probation Officers and Correctional Treatment Specialists,Probation Officer, +21-1093,Social and Human Service Assistants,Addictions Counselor Assistant, +21-1093,Social and Human Service Assistants,Case Work Aide,x +21-1093,Social and Human Service Assistants,Clinical Social Work Aide, +21-1093,Social and Human Service Assistants,Family Service Assistant,x +21-1093,Social and Human Service Assistants,Human Services Worker,x +21-1093,Social and Human Service Assistants,Social Work Assistant, +21-1094,Community Health Workers,CHW, +21-1094,Community Health Workers,Community Health Advisor, +21-1094,Community Health Workers,Community Health Representative, +21-1094,Community Health Workers,Lay Health Advocate,x +21-1094,Community Health Workers,Peer Health Promoter,x +21-1094,Community Health Workers,Promotor(a),x +21-1099,"Community and Social Service Specialists, All Other",Community Organization Worker,x +21-1099,"Community and Social Service Specialists, All Other",Veterans Service Officer,x +21-2011,Clergy,Cantor, +21-2011,Clergy,Children's Pastor, +21-2011,Clergy,College Chaplain, +21-2011,Clergy,Hebrew Cantor, +21-2011,Clergy,Hospital Chaplain, +21-2011,Clergy,Imam,x +21-2011,Clergy,Minister, +21-2011,Clergy,Parish Priest, +21-2011,Clergy,Pastor, +21-2011,Clergy,Priest,x +21-2011,Clergy,Rabbi,x +21-2011,Clergy,Reverend, +21-2011,Clergy,Vicar, +21-2011,Clergy,Youth Pastor, +21-2021,"Directors, Religious Activities and Education",Campus Ministry Director, +21-2021,"Directors, Religious Activities and Education",Christian Education Minister, +21-2021,"Directors, Religious Activities and Education",Education Minister, +21-2021,"Directors, Religious Activities and Education",Parish Religious Education Director, +21-2021,"Directors, Religious Activities and Education",Religious Activities Director, +21-2021,"Directors, Religious Activities and Education",Religious Education Coordinator, +21-2021,"Directors, Religious Activities and Education",Religious Education Director,x +21-2021,"Directors, Religious Activities and Education",Student Ministries Director, +21-2021,"Directors, Religious Activities and Education",Youth Ministry Director,x +21-2099,"Religious Workers, All Other",Buddhist Monk, +21-2099,"Religious Workers, All Other",Christian Science Nurse, +21-2099,"Religious Workers, All Other",Missionary,x +21-2099,"Religious Workers, All Other",Mohel,x +21-2099,"Religious Workers, All Other",Nun, +21-2099,"Religious Workers, All Other",Pastoral Worker, +21-2099,"Religious Workers, All Other",Prior, +21-2099,"Religious Workers, All Other",Sacristan, +21-2099,"Religious Workers, All Other",Sunday School Missionary, +21-2099,"Religious Workers, All Other",Traveling Missionary, +21-2099,"Religious Workers, All Other",Verger,x +23-1011,Lawyers,Agency Legal Counsel, +23-1011,Lawyers,Assistant Attorney General, +23-1011,Lawyers,Assistant Corporation Counsel, +23-1011,Lawyers,Assistant Counsel, +23-1011,Lawyers,Associate Attorney, +23-1011,Lawyers,Attorney,x +23-1011,Lawyers,Attorney At Law, +23-1011,Lawyers,Attorney General, +23-1011,Lawyers,Brief Writer, +23-1011,Lawyers,City Attorney, +23-1011,Lawyers,Civil Lawyer, +23-1011,Lawyers,Commonwealth Attorney, +23-1011,Lawyers,Corporate Attorney, +23-1011,Lawyers,Corporate Counsel,x +23-1011,Lawyers,Corporate Counselor, +23-1011,Lawyers,County Attorney, +23-1011,Lawyers,Defense Attorney, +23-1011,Lawyers,Deputy Attorney General, +23-1011,Lawyers,Deputy Chief Counsel, +23-1011,Lawyers,District Attorney, +23-1011,Lawyers,Environmental Attorney, +23-1011,Lawyers,Estate Conservator, +23-1011,Lawyers,General Counsel, +23-1011,Lawyers,Insurance Attorney, +23-1011,Lawyers,Legal Counsel, +23-1011,Lawyers,Probate Lawyer, +23-1011,Lawyers,Prosecutor, +23-1011,Lawyers,Public Defender,x +23-1011,Lawyers,Real Estate Attorney, +23-1011,Lawyers,Sports Attorney, +23-1011,Lawyers,Tax Attorney, +23-1011,Lawyers,Trial Attorney, +23-1011,Lawyers,Trial Lawyer, +23-1012,Judicial Law Clerks,Judicial Clerk,x +23-1021,"Administrative Law Judges, Adjudicators, and Hearing Officers",Appeals Examiner,x +23-1021,"Administrative Law Judges, Adjudicators, and Hearing Officers",Appeals Referee, +23-1021,"Administrative Law Judges, Adjudicators, and Hearing Officers",Appellate Conferee, +23-1021,"Administrative Law Judges, Adjudicators, and Hearing Officers",Hearing Examiner, +23-1021,"Administrative Law Judges, Adjudicators, and Hearing Officers",Hearing Officer, +23-1021,"Administrative Law Judges, Adjudicators, and Hearing Officers",Justice of The Peace,x +23-1021,"Administrative Law Judges, Adjudicators, and Hearing Officers",Traffic Court Referee,x +23-1022,"Arbitrators, Mediators, and Conciliators",Alternative Dispute Resolution Coordinator,x +23-1022,"Arbitrators, Mediators, and Conciliators",Mediation Commissioner,x +23-1022,"Arbitrators, Mediators, and Conciliators",Ombudsman,x +23-1023,"Judges, Magistrate Judges, and Magistrates",Administrative Court Justice, +23-1023,"Judges, Magistrate Judges, and Magistrates",Circuit Court Judge,x +23-1023,"Judges, Magistrate Judges, and Magistrates",County Court Judge, +23-1023,"Judges, Magistrate Judges, and Magistrates",Criminal Court Judge, +23-1023,"Judges, Magistrate Judges, and Magistrates",District Court Judge, +23-1023,"Judges, Magistrate Judges, and Magistrates",Jurist, +23-1023,"Judges, Magistrate Judges, and Magistrates",Justice,x +23-1023,"Judges, Magistrate Judges, and Magistrates",Probate Judge, +23-1023,"Judges, Magistrate Judges, and Magistrates",Trial Court Judge, +23-1023,"Judges, Magistrate Judges, and Magistrates",Tribal Judge,x +23-2011,Paralegals and Legal Assistants,Assistant Paralegal, +23-2011,Paralegals and Legal Assistants,Legal Aide,x +23-2011,Paralegals and Legal Assistants,Legal Assistant, +23-2011,Paralegals and Legal Assistants,Paralegal, +23-2011,Paralegals and Legal Assistants,Summer Associate, +23-2093,"Title Examiners, Abstractors, and Searchers",Abstract Searcher, +23-2093,"Title Examiners, Abstractors, and Searchers",Abstract Writer, +23-2093,"Title Examiners, Abstractors, and Searchers",Advisory Title Officer, +23-2093,"Title Examiners, Abstractors, and Searchers",Escrow Officer,x +23-2093,"Title Examiners, Abstractors, and Searchers",Land Title Examiner, +23-2093,"Title Examiners, Abstractors, and Searchers",Lease Examiner, +23-2093,"Title Examiners, Abstractors, and Searchers",Lien Searcher,x +23-2093,"Title Examiners, Abstractors, and Searchers",Title Agent, +23-2093,"Title Examiners, Abstractors, and Searchers",Title Checker, +23-2093,"Title Examiners, Abstractors, and Searchers",Title Examiner, +23-2093,"Title Examiners, Abstractors, and Searchers",Title Inspector, +23-2093,"Title Examiners, Abstractors, and Searchers",Title Investigator, +23-2093,"Title Examiners, Abstractors, and Searchers",Title Officer,x +23-2093,"Title Examiners, Abstractors, and Searchers",Title Searcher, +23-2099,"Legal Support Workers, All Other",Legal Technician,x +25-1011,"Business Teachers, Postsecondary",Accounting Professor,x +25-1011,"Business Teachers, Postsecondary",Banking and Finance Instructor, +25-1011,"Business Teachers, Postsecondary",Business Administration Professor, +25-1011,"Business Teachers, Postsecondary",Finance Professor,x +25-1011,"Business Teachers, Postsecondary",Management Professor, +25-1011,"Business Teachers, Postsecondary",Marketing Instructor, +25-1011,"Business Teachers, Postsecondary",Marketing Professor,x +25-1021,"Computer Science Teachers, Postsecondary",C++ Professor, +25-1021,"Computer Science Teachers, Postsecondary",Computer Information Systems Professor,x +25-1021,"Computer Science Teachers, Postsecondary",Computer Programming Professor, +25-1021,"Computer Science Teachers, Postsecondary",Information Systems Professor, +25-1021,"Computer Science Teachers, Postsecondary",Information Technology Professor,x +25-1021,"Computer Science Teachers, Postsecondary",IT Professor, +25-1021,"Computer Science Teachers, Postsecondary",Java Programming Professor,x +25-1022,"Mathematical Science Teachers, Postsecondary",Actuarial Science Professor,x +25-1022,"Mathematical Science Teachers, Postsecondary",Biostatistics Professor, +25-1022,"Mathematical Science Teachers, Postsecondary",Calculus Professor,x +25-1022,"Mathematical Science Teachers, Postsecondary",Geometry Professor, +25-1022,"Mathematical Science Teachers, Postsecondary",Mathematics Professor, +25-1022,"Mathematical Science Teachers, Postsecondary",Statistical Methods Professor, +25-1022,"Mathematical Science Teachers, Postsecondary",Statistics Professor,x +25-1022,"Mathematical Science Teachers, Postsecondary",Topology Professor, +25-1031,"Architecture Teachers, Postsecondary",Architectural Design Professor,x +25-1031,"Architecture Teachers, Postsecondary",Architecture Professor, +25-1031,"Architecture Teachers, Postsecondary",Interior Design Professor, +25-1031,"Architecture Teachers, Postsecondary",Landscape Architecture Professor,x +25-1032,"Engineering Teachers, Postsecondary",Aeronautical Engineering Professor,x +25-1032,"Engineering Teachers, Postsecondary",Ceramic Engineering Professor, +25-1032,"Engineering Teachers, Postsecondary",Chemical Engineering Professor, +25-1032,"Engineering Teachers, Postsecondary",Civil Engineering Professor,x +25-1032,"Engineering Teachers, Postsecondary",Electrical Engineering Professor,x +25-1032,"Engineering Teachers, Postsecondary",Electronics Engineering Professor, +25-1032,"Engineering Teachers, Postsecondary",Industrial Engineering Professor, +25-1032,"Engineering Teachers, Postsecondary",Manufacturing Engineering Professor, +25-1032,"Engineering Teachers, Postsecondary",Marine Engineering Professor,x +25-1032,"Engineering Teachers, Postsecondary",Mechanical Engineering Professor, +25-1032,"Engineering Teachers, Postsecondary",Petroleum Engineering Professor, +25-1041,"Agricultural Sciences Teachers, Postsecondary",Agricultural Soil Conservation Professor, +25-1041,"Agricultural Sciences Teachers, Postsecondary",Agronomy Professor,x +25-1041,"Agricultural Sciences Teachers, Postsecondary",Animal Husbandry Professor, +25-1041,"Agricultural Sciences Teachers, Postsecondary",Animal Science Professor, +25-1041,"Agricultural Sciences Teachers, Postsecondary",Aquaculture and Fisheries Professor,x +25-1041,"Agricultural Sciences Teachers, Postsecondary",Farm Management Professor,x +25-1041,"Agricultural Sciences Teachers, Postsecondary",Floriculture Professor, +25-1041,"Agricultural Sciences Teachers, Postsecondary",Horticulture Instructor, +25-1041,"Agricultural Sciences Teachers, Postsecondary",Olericulture Professor, +25-1042,"Biological Science Teachers, Postsecondary",Anatomy Professor, +25-1042,"Biological Science Teachers, Postsecondary",Bacteriology Professor,x +25-1042,"Biological Science Teachers, Postsecondary",Biochemistry Professor,x +25-1042,"Biological Science Teachers, Postsecondary",Botany Professor,x +25-1042,"Biological Science Teachers, Postsecondary",Embryology Professor, +25-1042,"Biological Science Teachers, Postsecondary",Microbiology Professor, +25-1042,"Biological Science Teachers, Postsecondary",Zoology Professor, +25-1043,"Forestry and Conservation Science Teachers, Postsecondary",Ecology Professor, +25-1043,"Forestry and Conservation Science Teachers, Postsecondary",Environmental Conservation Professor, +25-1043,"Forestry and Conservation Science Teachers, Postsecondary",Forest Biometrics Professor, +25-1043,"Forestry and Conservation Science Teachers, Postsecondary",Forest Ecology Professor,x +25-1043,"Forestry and Conservation Science Teachers, Postsecondary",Forest Management Professor, +25-1043,"Forestry and Conservation Science Teachers, Postsecondary",Forest Pathology Professor, +25-1043,"Forestry and Conservation Science Teachers, Postsecondary",Forest Resources Professor, +25-1043,"Forestry and Conservation Science Teachers, Postsecondary",Forest Technology Professor, +25-1043,"Forestry and Conservation Science Teachers, Postsecondary",Silviculture Professor, +25-1043,"Forestry and Conservation Science Teachers, Postsecondary",Timber Management Professor,x +25-1043,"Forestry and Conservation Science Teachers, Postsecondary",Wildlife Conservation Professor,x +25-1051,"Atmospheric, Earth, Marine, and Space Sciences Teachers, Postsecondary",Climatology Professor,x +25-1051,"Atmospheric, Earth, Marine, and Space Sciences Teachers, Postsecondary",Earth Science Professor, +25-1051,"Atmospheric, Earth, Marine, and Space Sciences Teachers, Postsecondary",Geology Professor,x +25-1051,"Atmospheric, Earth, Marine, and Space Sciences Teachers, Postsecondary",Geoscience Professor, +25-1051,"Atmospheric, Earth, Marine, and Space Sciences Teachers, Postsecondary",Meteorology Professor, +25-1051,"Atmospheric, Earth, Marine, and Space Sciences Teachers, Postsecondary",Mineralogy Professor, +25-1051,"Atmospheric, Earth, Marine, and Space Sciences Teachers, Postsecondary",Oceanic Sciences Professor, +25-1051,"Atmospheric, Earth, Marine, and Space Sciences Teachers, Postsecondary",Oceanography Professor,x +25-1051,"Atmospheric, Earth, Marine, and Space Sciences Teachers, Postsecondary",Volcanology Professor, +25-1052,"Chemistry Teachers, Postsecondary",Chemistry Professor, +25-1052,"Chemistry Teachers, Postsecondary",Inorganic Chemistry Professor,x +25-1052,"Chemistry Teachers, Postsecondary",Organic Chemistry Professor,x +25-1052,"Chemistry Teachers, Postsecondary",Physical Chemistry Professor,x +25-1052,"Chemistry Teachers, Postsecondary",Phytochemistry Professor, +25-1053,"Environmental Science Teachers, Postsecondary",Environmental Science Professor, +25-1053,"Environmental Science Teachers, Postsecondary","Environmental Science, Management and Policy Professor",X +25-1053,"Environmental Science Teachers, Postsecondary",Environmental Studies Professor,x +25-1054,"Physics Teachers, Postsecondary",Aerodynamics Professor, +25-1054,"Physics Teachers, Postsecondary",Astrophysics Professor,x +25-1054,"Physics Teachers, Postsecondary",Atomic Physics Professor, +25-1054,"Physics Teachers, Postsecondary",Ballistics Professor,x +25-1054,"Physics Teachers, Postsecondary",Hydrodynamics Professor,x +25-1054,"Physics Teachers, Postsecondary",Medical Physics Professor, +25-1054,"Physics Teachers, Postsecondary",Nuclear Physics Professor, +25-1054,"Physics Teachers, Postsecondary",Thermodynamics Professor,x +25-1061,"Anthropology and Archeology Teachers, Postsecondary",Cultural Anthropology Professor,x +25-1061,"Anthropology and Archeology Teachers, Postsecondary",Ethnoarchaeology Professor,x +25-1061,"Anthropology and Archeology Teachers, Postsecondary",Near East Archeology Professor, +25-1061,"Anthropology and Archeology Teachers, Postsecondary",Paleology Professor,x +25-1061,"Anthropology and Archeology Teachers, Postsecondary",Sociocultural Anthropology Professor, +25-1062,"Area, Ethnic, and Cultural Studies Teachers, Postsecondary",African Studies Professor, +25-1062,"Area, Ethnic, and Cultural Studies Teachers, Postsecondary",Asian Studies Professor, +25-1062,"Area, Ethnic, and Cultural Studies Teachers, Postsecondary",Black Studies Professor, +25-1062,"Area, Ethnic, and Cultural Studies Teachers, Postsecondary",Ethnology Professor,x +25-1062,"Area, Ethnic, and Cultural Studies Teachers, Postsecondary",Gender Studies Professor, +25-1062,"Area, Ethnic, and Cultural Studies Teachers, Postsecondary",Latin American Studies Professor,x +25-1062,"Area, Ethnic, and Cultural Studies Teachers, Postsecondary",Women's Studies Professor,x +25-1063,"Economics Teachers, Postsecondary",Agricultural Economics Professor,x +25-1063,"Economics Teachers, Postsecondary",Econometrics Professor,x +25-1063,"Economics Teachers, Postsecondary",Industrial Economics Professor, +25-1063,"Economics Teachers, Postsecondary",Labor Economics Professor,x +25-1063,"Economics Teachers, Postsecondary",Macroeconomics Professor, +25-1063,"Economics Teachers, Postsecondary",Microeconomics Professor, +25-1064,"Geography Teachers, Postsecondary",Cartography Professor,x +25-1064,"Geography Teachers, Postsecondary",Geographic Information Systems Professor, +25-1064,"Geography Teachers, Postsecondary",Geomatics Professor,x +25-1064,"Geography Teachers, Postsecondary",GIS Professor,x +25-1065,"Political Science Teachers, Postsecondary",Government Professor,x +25-1065,"Political Science Teachers, Postsecondary",International Relations Professor,x +25-1065,"Political Science Teachers, Postsecondary",Political Theory Professor, +25-1065,"Political Science Teachers, Postsecondary",Public Policy Professor,x +25-1066,"Psychology Teachers, Postsecondary",Applied Psychology Professor, +25-1066,"Psychology Teachers, Postsecondary",Child Development Professor,x +25-1066,"Psychology Teachers, Postsecondary",Clinical Psychology Professor, +25-1066,"Psychology Teachers, Postsecondary",Educational Psychology Professor,x +25-1066,"Psychology Teachers, Postsecondary",Human Relations Professor, +25-1066,"Psychology Teachers, Postsecondary",Industrial Psychology Professor, +25-1066,"Psychology Teachers, Postsecondary",Industrial/Organizational Psychology Professor,x +25-1066,"Psychology Teachers, Postsecondary",Psychology Professor, +25-1067,"Sociology Teachers, Postsecondary",Comparative Sociology Professor,x +25-1067,"Sociology Teachers, Postsecondary",Race Relations Professor, +25-1067,"Sociology Teachers, Postsecondary",Social Organization Professor, +25-1069,"Social Sciences Teachers, Postsecondary, All Other",Social Science Professor, +25-1069,"Social Sciences Teachers, Postsecondary, All Other",Survey Research Professor,x +25-1069,"Social Sciences Teachers, Postsecondary, All Other",Urban Planning Professor,x +25-1071,"Health Specialties Teachers, Postsecondary",Clinical Laboratory Science Professor, +25-1071,"Health Specialties Teachers, Postsecondary",Clinical Sciences Professor, +25-1071,"Health Specialties Teachers, Postsecondary",Dentistry Professor, +25-1071,"Health Specialties Teachers, Postsecondary",Gastroenterology Professor, +25-1071,"Health Specialties Teachers, Postsecondary",Neurology Professor, +25-1071,"Health Specialties Teachers, Postsecondary",Nutrition Professor,x +25-1071,"Health Specialties Teachers, Postsecondary",Occupational Therapy Professor, +25-1071,"Health Specialties Teachers, Postsecondary",Optometry Professor, +25-1071,"Health Specialties Teachers, Postsecondary",Pharmacology Professor,x +25-1071,"Health Specialties Teachers, Postsecondary",Physical Therapy Professor, +25-1071,"Health Specialties Teachers, Postsecondary",Podiatric Medicine Professor, +25-1071,"Health Specialties Teachers, Postsecondary",Podiatry Professor, +25-1071,"Health Specialties Teachers, Postsecondary",Public Health Professor,x +25-1072,"Nursing Instructors and Teachers, Postsecondary",Advanced Nursing Professor,x +25-1072,"Nursing Instructors and Teachers, Postsecondary",Clinical Nursing Instructor, +25-1072,"Nursing Instructors and Teachers, Postsecondary",Clinical Nursing Professor,x +25-1072,"Nursing Instructors and Teachers, Postsecondary",Registered Nursing Professor,x +25-1081,"Education Teachers, Postsecondary",Literacy Education Professor, +25-1081,"Education Teachers, Postsecondary",Mathematics Education Professor, +25-1081,"Education Teachers, Postsecondary",Primary Education Professor,x +25-1081,"Education Teachers, Postsecondary",Science Education Professor, +25-1081,"Education Teachers, Postsecondary",Secondary Education Professor, +25-1081,"Education Teachers, Postsecondary",Special Education Professor,x +25-1082,"Library Science Teachers, Postsecondary",Library and Information Science Professor,x +25-1082,"Library Science Teachers, Postsecondary",Library and Information Technology Instructor, +25-1082,"Library Science Teachers, Postsecondary",Medical Records Library Professor,x +25-1111,"Criminal Justice and Law Enforcement Teachers, Postsecondary",Criminal Justice Professor, +25-1111,"Criminal Justice and Law Enforcement Teachers, Postsecondary",Criminology Professor,x +25-1111,"Criminal Justice and Law Enforcement Teachers, Postsecondary",Penology Professor,x +25-1112,"Law Teachers, Postsecondary",Constitutional Law Professor,x +25-1112,"Law Teachers, Postsecondary",Contracts Law Professor, +25-1112,"Law Teachers, Postsecondary",Criminal Law Professor, +25-1112,"Law Teachers, Postsecondary",Environmental Law Professor,x +25-1112,"Law Teachers, Postsecondary",Labor Law Professor, +25-1112,"Law Teachers, Postsecondary",Torts Law Professor,x +25-1113,"Social Work Teachers, Postsecondary",Family Welfare Social Work Professor,x +25-1113,"Social Work Teachers, Postsecondary",Geriatric Social Work Professor,x +25-1113,"Social Work Teachers, Postsecondary",Health Social Work Professor,x +25-1113,"Social Work Teachers, Postsecondary",Social Work Professor, +25-1121,"Art, Drama, and Music Teachers, Postsecondary",Ballet Professor,x +25-1121,"Art, Drama, and Music Teachers, Postsecondary",Graphic Design Professor, +25-1121,"Art, Drama, and Music Teachers, Postsecondary",Media Arts Professor, +25-1121,"Art, Drama, and Music Teachers, Postsecondary",Music Professor, +25-1121,"Art, Drama, and Music Teachers, Postsecondary",Photography Professor,x +25-1121,"Art, Drama, and Music Teachers, Postsecondary",Piano Performance and Pedagogy Professor, +25-1121,"Art, Drama, and Music Teachers, Postsecondary",Piano Professor,x +25-1121,"Art, Drama, and Music Teachers, Postsecondary",Scene and Lighting Design Lecturer, +25-1121,"Art, Drama, and Music Teachers, Postsecondary",Stagecraft Professor, +25-1121,"Art, Drama, and Music Teachers, Postsecondary",Theatre Professor, +25-1121,"Art, Drama, and Music Teachers, Postsecondary",Voice Professor, +25-1122,"Communications Teachers, Postsecondary",Interpersonal Communications Professor, +25-1122,"Communications Teachers, Postsecondary",Journalism Professor,x +25-1122,"Communications Teachers, Postsecondary",Professor of Communication and Writing, +25-1122,"Communications Teachers, Postsecondary",Professor of Rhetoric, +25-1122,"Communications Teachers, Postsecondary",Public Speaking Professor,x +25-1122,"Communications Teachers, Postsecondary",Speech Professor, +25-1123,"English Language and Literature Teachers, Postsecondary",Children's Literature Professor, +25-1123,"English Language and Literature Teachers, Postsecondary",Composition Professor, +25-1123,"English Language and Literature Teachers, Postsecondary",Contemporary English Literature Professor,x +25-1123,"English Language and Literature Teachers, Postsecondary",Creative Writing English Professor,x +25-1123,"English Language and Literature Teachers, Postsecondary",Etymology Professor,x +25-1123,"English Language and Literature Teachers, Postsecondary",Medieval English Literature Professor, +25-1123,"English Language and Literature Teachers, Postsecondary",Seventeenth-Century English Literature Professor, +25-1123,"English Language and Literature Teachers, Postsecondary",Victorian Literature Professor, +25-1124,"Foreign Language and Literature Teachers, Postsecondary",Arabic Professor, +25-1124,"Foreign Language and Literature Teachers, Postsecondary",Biblical Languages Professor, +25-1124,"Foreign Language and Literature Teachers, Postsecondary",Chinese Language Professor,x +25-1124,"Foreign Language and Literature Teachers, Postsecondary",French Professor, +25-1124,"Foreign Language and Literature Teachers, Postsecondary",German Professor, +25-1124,"Foreign Language and Literature Teachers, Postsecondary",Greek Professor, +25-1124,"Foreign Language and Literature Teachers, Postsecondary",Hebrew Professor, +25-1124,"Foreign Language and Literature Teachers, Postsecondary",Japanese Professor, +25-1124,"Foreign Language and Literature Teachers, Postsecondary",Russian Language Professor,x +25-1124,"Foreign Language and Literature Teachers, Postsecondary",Spanish Literature Professor,x +25-1125,"History Teachers, Postsecondary",African History Professor,x +25-1125,"History Teachers, Postsecondary",American History Professor,x +25-1125,"History Teachers, Postsecondary",Historiography Professor, +25-1125,"History Teachers, Postsecondary",Jewish History Professor,x +25-1125,"History Teachers, Postsecondary",Russian History Professor,x +25-1125,"History Teachers, Postsecondary",South Asian History Professor, +25-1126,"Philosophy and Religion Teachers, Postsecondary",Biblical Studies Professor, +25-1126,"Philosophy and Religion Teachers, Postsecondary",Divinity Professor,x +25-1126,"Philosophy and Religion Teachers, Postsecondary",Eastern Philosophy Professor,x +25-1126,"Philosophy and Religion Teachers, Postsecondary",Ethics Professor, +25-1126,"Philosophy and Religion Teachers, Postsecondary",Old Testament Professor, +25-1126,"Philosophy and Religion Teachers, Postsecondary",Pastoral Ministries Professor, +25-1126,"Philosophy and Religion Teachers, Postsecondary",Religious Studies Professor, +25-1126,"Philosophy and Religion Teachers, Postsecondary",Theology Professor,x +25-1126,"Philosophy and Religion Teachers, Postsecondary",Western Philosophy Professor, +25-1192,"Family and Consumer Sciences Teachers, Postsecondary",Family and Consumer Sciences Professor,x +25-1192,"Family and Consumer Sciences Teachers, Postsecondary",Family Resource Management Professor,x +25-1192,"Family and Consumer Sciences Teachers, Postsecondary",Home and Family Living Professor, +25-1192,"Family and Consumer Sciences Teachers, Postsecondary",Home Economics Professor,x +25-1193,"Recreation and Fitness Studies Teachers, Postsecondary",Health and Physical Education Professor, +25-1193,"Recreation and Fitness Studies Teachers, Postsecondary",Human Performance Professor, +25-1193,"Recreation and Fitness Studies Teachers, Postsecondary",Kinesiology Professor,x +25-1193,"Recreation and Fitness Studies Teachers, Postsecondary",Leisure Studies Professor,x +25-1193,"Recreation and Fitness Studies Teachers, Postsecondary",Physical Education (PE) Professor,x +25-1193,"Recreation and Fitness Studies Teachers, Postsecondary",Physical Education Professor, +25-1193,"Recreation and Fitness Studies Teachers, Postsecondary",Swimming Professor, +25-1194,"Career/Technical Education Teachers, Postsecondary",Architectural Drafting Instructor, +25-1194,"Career/Technical Education Teachers, Postsecondary",Automotive Technology Instructor,x +25-1194,"Career/Technical Education Teachers, Postsecondary",Aviation Maintenance Instructor, +25-1194,"Career/Technical Education Teachers, Postsecondary",Barbering Instructor, +25-1194,"Career/Technical Education Teachers, Postsecondary",Building Trades Instructor, +25-1194,"Career/Technical Education Teachers, Postsecondary",Carpentry Instructor, +25-1194,"Career/Technical Education Teachers, Postsecondary",Computer-Aided Drafting and Design Instructor, +25-1194,"Career/Technical Education Teachers, Postsecondary",Cosmetology Instructor,x +25-1194,"Career/Technical Education Teachers, Postsecondary",Electrical Technology Instructor, +25-1194,"Career/Technical Education Teachers, Postsecondary",Electronics Technology Instructor, +25-1194,"Career/Technical Education Teachers, Postsecondary",HVAC Instructor,x +25-1194,"Career/Technical Education Teachers, Postsecondary",Industrial Electrical Technology Instructor, +25-1194,"Career/Technical Education Teachers, Postsecondary",Industrial Maintenance Instructor, +25-1194,"Career/Technical Education Teachers, Postsecondary",Machine Tool Technician Instructor, +25-1194,"Career/Technical Education Teachers, Postsecondary",Masonry Instructor, +25-1194,"Career/Technical Education Teachers, Postsecondary",Mechanical Maintenance Instructor,x +25-1194,"Career/Technical Education Teachers, Postsecondary",Paralegal Instructor, +25-1194,"Career/Technical Education Teachers, Postsecondary",Residential Construction Instructor, +25-1194,"Career/Technical Education Teachers, Postsecondary",Skin Care Instructor, +25-1194,"Career/Technical Education Teachers, Postsecondary",Upholstery Instructor, +25-1194,"Career/Technical Education Teachers, Postsecondary",Vocational Horticulture Instructor, +25-1194,"Career/Technical Education Teachers, Postsecondary",Welding Instructor, +25-1199,"Postsecondary Teachers, All Other",Flight Simulator Instructor, +25-1199,"Postsecondary Teachers, All Other",Military Science Instructor,x +25-1199,"Postsecondary Teachers, All Other",Packaging Professor,x +25-2011,"Preschool Teachers, Except Special Education",Early Childhood Teacher, +25-2011,"Preschool Teachers, Except Special Education",Head Start Teacher, +25-2011,"Preschool Teachers, Except Special Education",Home-based Preschool Teacher,x +25-2011,"Preschool Teachers, Except Special Education",Nursery School Teacher,x +25-2011,"Preschool Teachers, Except Special Education",Nursery Teacher, +25-2011,"Preschool Teachers, Except Special Education",Pre-K Teacher, +25-2011,"Preschool Teachers, Except Special Education",Pre-Kindergarten Teacher, +25-2011,"Preschool Teachers, Except Special Education",Preschool Head Start Teacher,x +25-2011,"Preschool Teachers, Except Special Education",Preschool Teacher, +25-2012,"Kindergarten Teachers, Except Special Education",Bilingual Education Kindergarten Teacher,x +25-2012,"Kindergarten Teachers, Except Special Education",Kindergarten Teacher, +25-2021,"Elementary School Teachers, Except Special Education",3rd Grade Reading Teacher, +25-2021,"Elementary School Teachers, Except Special Education",4th Grade Math Teacher,x +25-2021,"Elementary School Teachers, Except Special Education",Elementary School Music Teacher,x +25-2021,"Elementary School Teachers, Except Special Education",Elementary School Teacher, +25-2021,"Elementary School Teachers, Except Special Education",Grades 1 Through 5 Teacher, +25-2022,"Middle School Teachers, Except Special and Career/Technical Education",Intermediate School Social Studies Teacher,x +25-2022,"Middle School Teachers, Except Special and Career/Technical Education",Junior High School Teacher,x +25-2022,"Middle School Teachers, Except Special and Career/Technical Education",Middle School PE Teacher, +25-2022,"Middle School Teachers, Except Special and Career/Technical Education",Middle School Science Teacher,x +25-2023,"Career/Technical Education Teachers, Middle School",Junior High School Business Teacher,x +25-2023,"Career/Technical Education Teachers, Middle School",Middle School Technology Education Teacher,x +25-2031,"Secondary School Teachers, Except Special and Career/Technical Education",High School Algebra Teacher, +25-2031,"Secondary School Teachers, Except Special and Career/Technical Education",High School Biology Teacher, +25-2031,"Secondary School Teachers, Except Special and Career/Technical Education",High School English Teacher,x +25-2031,"Secondary School Teachers, Except Special and Career/Technical Education",High School French Teacher,x +25-2031,"Secondary School Teachers, Except Special and Career/Technical Education",High School History Teacher,x +25-2031,"Secondary School Teachers, Except Special and Career/Technical Education",High School Math Teacher, +25-2031,"Secondary School Teachers, Except Special and Career/Technical Education",High School Teacher, +25-2032,"Career/Technical Education Teachers, Secondary School",High School Auto Repair Teacher,x +25-2032,"Career/Technical Education Teachers, Secondary School",High School Cosmetology Teacher,x +25-2051,"Special Education Teachers, Preschool",Early Childhood Special Education Teacher,x +25-2051,"Special Education Teachers, Preschool",Early Childhood Special Educator, +25-2051,"Special Education Teachers, Preschool",Pre-K Special Education Teacher, +25-2051,"Special Education Teachers, Preschool",Pre-Kindergarten Education Intervention Teacher,x +25-2051,"Special Education Teachers, Preschool",Pre-Kindergarten Special Education Teacher,x +25-2051,"Special Education Teachers, Preschool",Special Education Preschool Teacher, +25-2055,"Special Education Teachers, Kindergarten",Kindergarten Special Education Teacher,x +25-2056,"Special Education Teachers, Elementary School",Elementary School Inclusion Teacher,x +25-2057,"Special Education Teachers, Middle School",Junior High School Special Education Teacher,x +25-2057,"Special Education Teachers, Middle School",Middle School Special Education Teacher,x +25-2058,"Special Education Teachers, Secondary School",High School Special Education Resource Teacher,x +25-2059,"Special Education Teachers, All Other",Special Education Teacher for Adults with Disabilities,x +25-3011,"Adult Basic Education, Adult Secondary Education, and English as a Second Language Instructors",Adult Basic Studies Teacher, +25-3011,"Adult Basic Education, Adult Secondary Education, and English as a Second Language Instructors",Adult Education Teacher,x +25-3011,"Adult Basic Education, Adult Secondary Education, and English as a Second Language Instructors",Adult English as a Second Language (ESL) Teacher,x +25-3011,"Adult Basic Education, Adult Secondary Education, and English as a Second Language Instructors",Adult Literacy Instructor,x +25-3011,"Adult Basic Education, Adult Secondary Education, and English as a Second Language Instructors",Adult Literacy Teacher, +25-3011,"Adult Basic Education, Adult Secondary Education, and English as a Second Language Instructors",Adult Remedial Education Instructor, +25-3011,"Adult Basic Education, Adult Secondary Education, and English as a Second Language Instructors",GED® Instructor, +25-3011,"Adult Basic Education, Adult Secondary Education, and English as a Second Language Instructors",General Educational Development (GED®) Teacher,x +25-3011,"Adult Basic Education, Adult Secondary Education, and English as a Second Language Instructors",General Educational Development Teacher, +25-3021,Self-Enrichment Teachers,Citizenship Teacher,x +25-3021,Self-Enrichment Teachers,Driver Education Instructor, +25-3021,Self-Enrichment Teachers,Knitting Instructor,x +25-3021,Self-Enrichment Teachers,Recreational Activities Instructor,x +25-3031,"Substitute Teachers, Short-Term",Elementary School Substitute Teacher,x +25-3031,"Substitute Teachers, Short-Term",English Substitute Teacher,x +25-3041,Tutors,Algebra Tutor,x +25-3041,Tutors,Reading Tutor,x +25-3041,Tutors,Spanish Tutor,x +25-3041,Tutors,Standardized Test Tutor,x +25-3099,"Teachers and Instructors, All Other",Sunday School Teacher,x +25-4011,Archivists,Digital Archivist, +25-4011,Archivists,Film Archivist,x +25-4011,Archivists,Historical Records Administrator,x +25-4011,Archivists,Image Archivist, +25-4011,Archivists,Museum Archivist, +25-4011,Archivists,Processing Archivist, +25-4011,Archivists,Reference Archivist,x +25-4011,Archivists,State Archivist, +25-4012,Curators,Collections and Archives Director, +25-4012,Curators,Collections Curator, +25-4012,Curators,Educational Institution Curator, +25-4012,Curators,Exhibitions and Collections Manager, +25-4012,Curators,Herbarium Curator,x +25-4012,Curators,Museum Curator, +25-4012,Curators,Photography and Prints Curator,x +25-4013,Museum Technicians and Conservators,Art Conservator, +25-4013,Museum Technicians and Conservators,Art Handler, +25-4013,Museum Technicians and Conservators,Conservation Technician, +25-4013,Museum Technicians and Conservators,Ethnographic Materials Conservator,x +25-4013,Museum Technicians and Conservators,Museum Exhibit Technician,x +25-4013,Museum Technicians and Conservators,Objects Conservator, +25-4013,Museum Technicians and Conservators,Paintings Conservator, +25-4013,Museum Technicians and Conservators,Paper Conservator, +25-4013,Museum Technicians and Conservators,Textile Conservator,x +25-4022,Librarians and Media Collections Specialists,Acquisitions Librarian, +25-4022,Librarians and Media Collections Specialists,Audio-Visual Collections Coordinator, +25-4022,Librarians and Media Collections Specialists,Catalog Librarian, +25-4022,Librarians and Media Collections Specialists,Children's Librarian, +25-4022,Librarians and Media Collections Specialists,Collection Development Librarian, +25-4022,Librarians and Media Collections Specialists,College Librarian, +25-4022,Librarians and Media Collections Specialists,Electronic Resources Librarian, +25-4022,Librarians and Media Collections Specialists,Film Librarian, +25-4022,Librarians and Media Collections Specialists,Government Documents Librarian, +25-4022,Librarians and Media Collections Specialists,High School Librarian, +25-4022,Librarians and Media Collections Specialists,Interlibrary Loan Services Librarian, +25-4022,Librarians and Media Collections Specialists,Law Librarian, +25-4022,Librarians and Media Collections Specialists,Library Media Specialist,x +25-4022,Librarians and Media Collections Specialists,Medical Librarian, +25-4022,Librarians and Media Collections Specialists,Multimedia Services Coordinator,x +25-4022,Librarians and Media Collections Specialists,Music Librarian,x +25-4022,Librarians and Media Collections Specialists,Periodicals Librarian, +25-4022,Librarians and Media Collections Specialists,Record Librarian, +25-4022,Librarians and Media Collections Specialists,Reference Librarian, +25-4022,Librarians and Media Collections Specialists,Research Librarian, +25-4022,Librarians and Media Collections Specialists,School Librarian,x +25-4022,Librarians and Media Collections Specialists,Serials Librarian, +25-4022,Librarians and Media Collections Specialists,Technical Services Librarian, +25-4022,Librarians and Media Collections Specialists,University Librarian, +25-4022,Librarians and Media Collections Specialists,Youth Services Librarian, +25-4031,Library Technicians,Cataloging Library Technical Assistant, +25-4031,Library Technicians,Library Acquisitions Technician,x +25-4031,Library Technicians,Library Cataloging Technician, +25-4031,Library Technicians,Library Circulation Technician,x +25-4031,Library Technicians,Library Technical Assistant, +25-4031,Library Technicians,Serials or Bindery Library Technical Assistant, +25-9021,Farm and Home Management Educators,4-H Youth Development Specialist, +25-9021,Farm and Home Management Educators,Agricultural Agent, +25-9021,Farm and Home Management Educators,Agricultural Extension Educator,x +25-9021,Farm and Home Management Educators,Extension Service Advisor, +25-9021,Farm and Home Management Educators,Family and Consumer Sciences Extension Agent, +25-9021,Farm and Home Management Educators,Family Resource Management Specialist,x +25-9021,Farm and Home Management Educators,Farm Business Management Agent, +25-9021,Farm and Home Management Educators,Farm Management Specialist, +25-9021,Farm and Home Management Educators,Feed Management Advisor,x +25-9021,Farm and Home Management Educators,Home Economics Expert, +25-9031,Instructional Coordinators,Curriculum and Assessment Director,x +25-9031,Instructional Coordinators,Curriculum and Instruction Director, +25-9031,Instructional Coordinators,Curriculum Coordinator, +25-9031,Instructional Coordinators,Curriculum Designer, +25-9031,Instructional Coordinators,Curriculum Specialist,x +25-9031,Instructional Coordinators,Instructional Materials Director, +25-9031,Instructional Coordinators,School Curriculum Developer, +25-9031,Instructional Coordinators,Special Education Curriculum Specialist,x +25-9042,"Teaching Assistants, Preschool, Elementary, Middle, and Secondary School, Except Special Education",Elementary Learning Support Aide,x +25-9042,"Teaching Assistants, Preschool, Elementary, Middle, and Secondary School, Except Special Education",Elementary School Reading Aide, +25-9042,"Teaching Assistants, Preschool, Elementary, Middle, and Secondary School, Except Special Education",High School Basic Skills Improvement Program Instructional Aide, +25-9042,"Teaching Assistants, Preschool, Elementary, Middle, and Secondary School, Except Special Education",Middle School Paraeducator,x +25-9042,"Teaching Assistants, Preschool, Elementary, Middle, and Secondary School, Except Special Education",Secondary School Assistant Teacher, +25-9043,"Teaching Assistants, Special Education",Special Education Aide, +25-9043,"Teaching Assistants, Special Education",Special Education Classroom Aide,x +25-9043,"Teaching Assistants, Special Education",Special Education Instructional Assistant, +25-9043,"Teaching Assistants, Special Education",Special Education Paraeducator, +25-9043,"Teaching Assistants, Special Education",Special Education Paraprofessional, +25-9043,"Teaching Assistants, Special Education",Special Education Teaching Assistant, +25-9044,"Teaching Assistants, Postsecondary",Assistant Instructor,x +25-9044,"Teaching Assistants, Postsecondary",College Biology Teaching Assistant,x +25-9044,"Teaching Assistants, Postsecondary",University Teaching Assistant,x +25-9049,"Teaching Assistants, All Other",Adult ESL Teacher Aide,x +25-9049,"Teaching Assistants, All Other",Adult Literacy Teaching Aide,x +25-9049,"Teaching Assistants, All Other",Sunday School Teacher Aide,x +25-9099,"Educational Instruction and Library Workers, All Other",Aptitude Test (SAT) Grader,x +25-9099,"Educational Instruction and Library Workers, All Other",General Educational Development (GED®) Examiner,x +27-1011,Art Directors,Magazine Designer,x +27-1012,Craft Artists,Hand Potter,x +27-1012,Craft Artists,Metal Crafts Artist,x +27-1012,Craft Artists,Quilter,x +27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Book Illustrator, +27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Caricature Artist, +27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Comic Artist, +27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Comic Book Artist, +27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Comic Illustrator, +27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Commercial Artist, +27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Concrete Sculptor, +27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Editorial Cartoonist, +27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Fashion Illustrator, +27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Free Lance Artist, +27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Fresco Artist, +27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Glass Artist, +27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Ice Sculptor,x +27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Medical Illustrator, +27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Mural Painter, +27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Muralist, +27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Non-Representational Metal Sculptor, +27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Oil Painter, +27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Pattern Illustrator, +27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Political Cartoonist,x +27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Portrait Artist, +27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Portrait Painter, +27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Scientific Illustrator,x +27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Sketch Artist,x +27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Sports Cartoonist, +27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Stained Glass Artist, +27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Water Colorist, +27-1013,"Fine Artists, Including Painters, Sculptors, and Illustrators",Watercolor Artist, +27-1014,Special Effects Artists and Animators,3D Animator,x +27-1014,Special Effects Artists and Animators,Animator, +27-1014,Special Effects Artists and Animators,Multimedia Artist, +27-1014,Special Effects Artists and Animators,Special Effects Artist,x +27-1019,"Artists and Related Workers, All Other",Calligrapher,x +27-1019,"Artists and Related Workers, All Other",Tattoo Artist,x +27-1021,Commercial and Industrial Designers,Automobile Designer,x +27-1021,Commercial and Industrial Designers,Bank Note Designer, +27-1021,Commercial and Industrial Designers,Bicycle Designer, +27-1021,Commercial and Industrial Designers,Car Body Designer, +27-1021,Commercial and Industrial Designers,Ceramic Designer, +27-1021,Commercial and Industrial Designers,Ceramic Mold Designer, +27-1021,Commercial and Industrial Designers,Furniture Designer, +27-1021,Commercial and Industrial Designers,Package Designer,x +27-1021,Commercial and Industrial Designers,Rug Designer, +27-1021,Commercial and Industrial Designers,Snowboard Designer, +27-1021,Commercial and Industrial Designers,Textile Designer, +27-1021,Commercial and Industrial Designers,Tile Designer, +27-1021,Commercial and Industrial Designers,Toy Designer, +27-1022,Fashion Designers,Apparel Designer, +27-1022,Fashion Designers,Clothes Designer, +27-1022,Fashion Designers,Clothing Designer, +27-1022,Fashion Designers,Costume Designer,x +27-1022,Fashion Designers,Custom Furrier,x +27-1022,Fashion Designers,Dance Costume Designer, +27-1022,Fashion Designers,Dress Designer,x +27-1022,Fashion Designers,Hat Designer, +27-1022,Fashion Designers,Sweater Designer, +27-1022,Fashion Designers,Uniform Designer, +27-1023,Floral Designers,Corsage Maker,x +27-1023,Floral Designers,Floral Arranger, +27-1023,Floral Designers,Floral Artist, +27-1023,Floral Designers,Floral Decorator, +27-1023,Floral Designers,Florist,x +27-1023,Floral Designers,Florist Designer, +27-1023,Floral Designers,Flower Arranger,x +27-1024,Graphic Designers,Graphic Artist,x +27-1024,Graphic Designers,Visual Designer,x +27-1025,Interior Designers,Certified Kitchen Designer, +27-1025,Interior Designers,Furniture Arranger, +27-1025,Interior Designers,Home Lighting Adviser,x +27-1025,Interior Designers,Interior Decorator,x +27-1025,Interior Designers,Interior Designer, +27-1025,Interior Designers,Kitchen and Bath Designer, +27-1025,Interior Designers,Kitchen Designer,x +27-1026,Merchandise Displayers and Window Trimmers,Display Artist,x +27-1026,Merchandise Displayers and Window Trimmers,Display Decorator, +27-1026,Merchandise Displayers and Window Trimmers,Display Designer, +27-1026,Merchandise Displayers and Window Trimmers,Display Specialist, +27-1026,Merchandise Displayers and Window Trimmers,Mannequin Decorator,x +27-1026,Merchandise Displayers and Window Trimmers,Merchandise Displayer, +27-1026,Merchandise Displayers and Window Trimmers,Show Floor Decorator, +27-1026,Merchandise Displayers and Window Trimmers,Visual Merchandiser, +27-1026,Merchandise Displayers and Window Trimmers,Visual Merchandising Specialist, +27-1026,Merchandise Displayers and Window Trimmers,Window Decorator,x +27-1026,Merchandise Displayers and Window Trimmers,Window Draper, +27-1026,Merchandise Displayers and Window Trimmers,Window Dresser, +27-1026,Merchandise Displayers and Window Trimmers,Window Trimmer, +27-1027,Set and Exhibit Designers,Scenic Designer, +27-1027,Set and Exhibit Designers,Set Decorator,x +27-1027,Set and Exhibit Designers,Set Designer, +27-1027,Set and Exhibit Designers,Stage Scenery Designer,x +27-1027,Set and Exhibit Designers,Theater Set Production Designer, +27-1029,"Designers, All Other",Memorial Marker Designer,x +27-2011,Actors,Actor Understudy, +27-2011,Actors,Actress,x +27-2011,Actors,Dramatic Reader,x +27-2011,Actors,Elocutionist, +27-2011,Actors,Monologist, +27-2011,Actors,Vaudeville Actor, +27-2011,Actors,Voice-Over Artist,x +27-2012,Producers and Directors,Broadcast Producer, +27-2012,Producers and Directors,Casting Director,x +27-2012,Producers and Directors,Film Maker, +27-2012,Producers and Directors,Independent Film Maker,x +27-2012,Producers and Directors,Independent Video Producer, +27-2012,Producers and Directors,Motion Picture Director, +27-2012,Producers and Directors,Movie Producer, +27-2012,Producers and Directors,Music Video Director, +27-2012,Producers and Directors,Music Video Producer, +27-2012,Producers and Directors,News Production Supervisor, +27-2012,Producers and Directors,Newscast Director, +27-2012,Producers and Directors,Newscast Producer, +27-2012,Producers and Directors,On-Air Director, +27-2012,Producers and Directors,Pageant Director, +27-2012,Producers and Directors,Radio and Television Technical Director, +27-2012,Producers and Directors,Radio Producer, +27-2012,Producers and Directors,Stage Manager,x +27-2012,Producers and Directors,Television News Producer, +27-2012,Producers and Directors,Television Newscast Director, +27-2012,Producers and Directors,Television Producer, +27-2012,Producers and Directors,Television Program Director, +27-2012,Producers and Directors,Theater Company Producer, +27-2012,Producers and Directors,Video Producer, +27-2021,Athletes and Sports Competitors,National Association for Stock Car Auto Racing Driver, +27-2021,Athletes and Sports Competitors,Profession Cyclist, +27-2021,Athletes and Sports Competitors,Professional All Terrain Vehicle Racer, +27-2021,Athletes and Sports Competitors,Professional Athlete, +27-2021,Athletes and Sports Competitors,Professional Auto Racer, +27-2021,Athletes and Sports Competitors,Professional Baseball Pitcher, +27-2021,Athletes and Sports Competitors,Professional Baseball Player, +27-2021,Athletes and Sports Competitors,Professional Basketball Player, +27-2021,Athletes and Sports Competitors,Professional Bass Fisher, +27-2021,Athletes and Sports Competitors,Professional Bicycle Racer, +27-2021,Athletes and Sports Competitors,Professional Bicyclist, +27-2021,Athletes and Sports Competitors,Professional Billiard Player, +27-2021,Athletes and Sports Competitors,Professional Bowler, +27-2021,Athletes and Sports Competitors,Professional Bull Rider, +27-2021,Athletes and Sports Competitors,Professional Car Racer, +27-2021,Athletes and Sports Competitors,Professional Dirt Bike Racer, +27-2021,Athletes and Sports Competitors,Professional Drag Car Racer, +27-2021,Athletes and Sports Competitors,Professional Figure Skater, +27-2021,Athletes and Sports Competitors,Professional Football Player,x +27-2021,Athletes and Sports Competitors,Professional Golfer, +27-2021,Athletes and Sports Competitors,Professional Hockey Player, +27-2021,Athletes and Sports Competitors,Professional Horse Racer, +27-2021,Athletes and Sports Competitors,Professional Ice Skater, +27-2021,Athletes and Sports Competitors,Professional Jockey,x +27-2021,Athletes and Sports Competitors,Professional Kick Boxer, +27-2021,Athletes and Sports Competitors,Professional Motocross Racer, +27-2021,Athletes and Sports Competitors,Professional Prize Fighter, +27-2021,Athletes and Sports Competitors,Professional Pugilist, +27-2021,Athletes and Sports Competitors,Professional Race Car Driver,x +27-2021,Athletes and Sports Competitors,Professional Roller Skater, +27-2021,Athletes and Sports Competitors,Professional Skater, +27-2021,Athletes and Sports Competitors,Professional Skier, +27-2021,Athletes and Sports Competitors,Professional Snowboarder, +27-2021,Athletes and Sports Competitors,Professional Soccer Player, +27-2021,Athletes and Sports Competitors,Professional Softball Player, +27-2021,Athletes and Sports Competitors,Professional Stock Car Driver, +27-2021,Athletes and Sports Competitors,Professional Surfer, +27-2021,Athletes and Sports Competitors,Professional Swimmer, +27-2021,Athletes and Sports Competitors,Professional Tennis Player, +27-2021,Athletes and Sports Competitors,Professional Volleyball Player, +27-2021,Athletes and Sports Competitors,Professional Wrestler, +27-2022,Coaches and Scouts,Athletic Coach, +27-2022,Coaches and Scouts,Baseball Coach, +27-2022,Coaches and Scouts,Baseball Scout,x +27-2022,Coaches and Scouts,Basketball Coach, +27-2022,Coaches and Scouts,Boxing Coach,x +27-2022,Coaches and Scouts,Coach, +27-2022,Coaches and Scouts,Football Coach,x +27-2022,Coaches and Scouts,Hockey Scout, +27-2022,Coaches and Scouts,Ice Skating Coach, +27-2022,Coaches and Scouts,Riding Coach, +27-2022,Coaches and Scouts,Ski Coach, +27-2022,Coaches and Scouts,Tennis Coach, +27-2023,"Umpires, Referees, and Other Sports Officials",Athletic Events Scorer,x +27-2023,"Umpires, Referees, and Other Sports Officials",Baseball Umpire, +27-2023,"Umpires, Referees, and Other Sports Officials",Diving Judge, +27-2023,"Umpires, Referees, and Other Sports Officials",Dressage Judge, +27-2023,"Umpires, Referees, and Other Sports Officials",Equestrian Events Judge, +27-2023,"Umpires, Referees, and Other Sports Officials",Handicapper, +27-2023,"Umpires, Referees, and Other Sports Officials",Horse Show Judge, +27-2023,"Umpires, Referees, and Other Sports Officials",Paddock Judge,x +27-2023,"Umpires, Referees, and Other Sports Officials",Pit Steward, +27-2023,"Umpires, Referees, and Other Sports Officials",Placing Judge, +27-2023,"Umpires, Referees, and Other Sports Officials",Race Starter,x +27-2031,Dancers,Ballerina,x +27-2031,Dancers,Ballet Company Member, +27-2031,Dancers,Ballet Dancer, +27-2031,Dancers,Ballet Soloist, +27-2031,Dancers,Burlesque Dancer, +27-2031,Dancers,Dance Artist,x +27-2031,Dancers,Discotheque Dancer, +27-2031,Dancers,Exotic Dancer, +27-2031,Dancers,Go-Go Dancer, +27-2031,Dancers,Line Dancer, +27-2031,Dancers,Soft Shoe Dancer, +27-2031,Dancers,Tap Dancer,x +27-2032,Choreographers,Dance Director,x +27-2032,Choreographers,Dance Master,x +27-2041,Music Directors and Composers,Choir Director, +27-2041,Music Directors and Composers,Choirmaster,x +27-2041,Music Directors and Composers,Chorus Master, +27-2041,Music Directors and Composers,Composer, +27-2041,Music Directors and Composers,Maestro, +27-2041,Music Directors and Composers,Music Adapter, +27-2041,Music Directors and Composers,Music Arranger, +27-2041,Music Directors and Composers,Music Copyist, +27-2041,Music Directors and Composers,Music Director, +27-2041,Music Directors and Composers,Music Minister, +27-2041,Music Directors and Composers,Music Pastor, +27-2041,Music Directors and Composers,Orchestra Conductor,x +27-2041,Music Directors and Composers,Orchestra Director, +27-2041,Music Directors and Composers,Orchestrator,x +27-2041,Music Directors and Composers,Songwriter,x +27-2042,Musicians and Singers,Accompanist, +27-2042,Musicians and Singers,Baritone, +27-2042,Musicians and Singers,Bassoonist, +27-2042,Musicians and Singers,Bugler, +27-2042,Musicians and Singers,Cellist, +27-2042,Musicians and Singers,Choir Member, +27-2042,Musicians and Singers,Church Organist, +27-2042,Musicians and Singers,Clarinetist, +27-2042,Musicians and Singers,Concert Pianist, +27-2042,Musicians and Singers,Concert Singer, +27-2042,Musicians and Singers,Double Bass Player, +27-2042,Musicians and Singers,English Horn Player, +27-2042,Musicians and Singers,Flutist, +27-2042,Musicians and Singers,Guitar Player, +27-2042,Musicians and Singers,Guitarist, +27-2042,Musicians and Singers,Harpist, +27-2042,Musicians and Singers,Horn Player, +27-2042,Musicians and Singers,Instrumentalist,x +27-2042,Musicians and Singers,Musician, +27-2042,Musicians and Singers,Oboist,x +27-2042,Musicians and Singers,Opera Singer, +27-2042,Musicians and Singers,Organist, +27-2042,Musicians and Singers,Percussionist, +27-2042,Musicians and Singers,Pianist, +27-2042,Musicians and Singers,Piano Player, +27-2042,Musicians and Singers,Piccoloist, +27-2042,Musicians and Singers,Rapper,x +27-2042,Musicians and Singers,Soloist, +27-2042,Musicians and Singers,Tenor, +27-2042,Musicians and Singers,Timpanist, +27-2042,Musicians and Singers,Trombonist, +27-2042,Musicians and Singers,Trumpet Player, +27-2042,Musicians and Singers,Trumpeter, +27-2042,Musicians and Singers,Violinist, +27-2042,Musicians and Singers,Violist, +27-2042,Musicians and Singers,Vocalist, +27-2091,"Disc Jockeys, Except Radio",Club DJ,x +27-2091,"Disc Jockeys, Except Radio",Deejay,x +27-2091,"Disc Jockeys, Except Radio",DJ,x +27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Acrobat, +27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Aerialist, +27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Amusement Park Entertainer, +27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Bareback Rider, +27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Baton Twirler, +27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Clown,x +27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Comedian,x +27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Fortune Teller, +27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Impersonator, +27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Juggler, +27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Magician,x +27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Marionette Performer, +27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Palmist, +27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Professional Poker Player,x +27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Prompter, +27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Puppeteer, +27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Ringmaster, +27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Rodeo Performer, +27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Story Teller, +27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Stunt Performer, +27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Tumbler, +27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Ventriloquist, +27-2099,"Entertainers and Performers, Sports and Related Workers, All Other",Wire Walker, +27-3011,Broadcast Announcers and Radio Disc Jockeys,Commercial Announcer, +27-3011,Broadcast Announcers and Radio Disc Jockeys,Game Show Host,x +27-3011,Broadcast Announcers and Radio Disc Jockeys,Radio Artist, +27-3011,Broadcast Announcers and Radio Disc Jockeys,Radio Disc Jockey,x +27-3011,Broadcast Announcers and Radio Disc Jockeys,Radio Host, +27-3011,Broadcast Announcers and Radio Disc Jockeys,Talk Show Host,x +27-3011,Broadcast Announcers and Radio Disc Jockeys,Television Host, +27-3023,"News Analysts, Reporters, and Journalists",Book Critic, +27-3023,"News Analysts, Reporters, and Journalists",Book Reviewer, +27-3023,"News Analysts, Reporters, and Journalists",Columnist,x +27-3023,"News Analysts, Reporters, and Journalists",Correspondent,x +27-3023,"News Analysts, Reporters, and Journalists",Desk Reporter, +27-3023,"News Analysts, Reporters, and Journalists",Film Critic,x +27-3023,"News Analysts, Reporters, and Journalists",Foreign Correspondent, +27-3023,"News Analysts, Reporters, and Journalists",Investigative Reporter, +27-3023,"News Analysts, Reporters, and Journalists",Journalist, +27-3023,"News Analysts, Reporters, and Journalists",Market News Reporter, +27-3023,"News Analysts, Reporters, and Journalists",Movie Critic, +27-3023,"News Analysts, Reporters, and Journalists",News Anchor,x +27-3023,"News Analysts, Reporters, and Journalists",News Commentator, +27-3023,"News Analysts, Reporters, and Journalists",News Reporter, +27-3023,"News Analysts, Reporters, and Journalists",Newscaster, +27-3023,"News Analysts, Reporters, and Journalists",Newspaper Columnist, +27-3023,"News Analysts, Reporters, and Journalists",Newspaper Correspondent, +27-3023,"News Analysts, Reporters, and Journalists",Political Reporter, +27-3023,"News Analysts, Reporters, and Journalists",Press Writer, +27-3023,"News Analysts, Reporters, and Journalists",Society Reporter, +27-3031,Public Relations Specialists,Environmental Communications Specialist, +27-3031,Public Relations Specialists,Lobbyist,x +27-3031,Public Relations Specialists,Media Relations Specialist, +27-3031,Public Relations Specialists,Press Agent, +27-3031,Public Relations Specialists,Press Secretary,x +27-3031,Public Relations Specialists,Public Affairs Officer, +27-3031,Public Relations Specialists,Public Relations Counselor, +27-3031,Public Relations Specialists,Public Relations Officer, +27-3031,Public Relations Specialists,Public Relations Representative, +27-3031,Public Relations Specialists,Publicist, +27-3031,Public Relations Specialists,Publicity Agent, +27-3031,Public Relations Specialists,Publicity Writer,x +27-3041,Editors,Advertising Editor,x +27-3041,Editors,Art Editor, +27-3041,Editors,Book Editor, +27-3041,Editors,Copy Desk Chief, +27-3041,Editors,Copy Editor,x +27-3041,Editors,Index Editor, +27-3041,Editors,Manuscript Editor, +27-3041,Editors,Newspaper Photo Editor, +27-3041,Editors,Publications Editor, +27-3041,Editors,Rewrite Editor, +27-3041,Editors,Scientific Publications Editor, +27-3041,Editors,Sports Editor, +27-3041,Editors,Technical Editor,x +27-3042,Technical Writers,Assembly Instructions Writer, +27-3042,Technical Writers,Documentation Writer,x +27-3042,Technical Writers,Engineering Writer, +27-3042,Technical Writers,Handbook Writer, +27-3042,Technical Writers,Specifications Writer,x +27-3042,Technical Writers,Technical Communicator, +27-3043,Writers and Authors,Advertising Copy Writer,x +27-3043,Writers and Authors,Advertising Copywriter, +27-3043,Writers and Authors,Author, +27-3043,Writers and Authors,Biographer, +27-3043,Writers and Authors,Copy Writer, +27-3043,Writers and Authors,Copywriter, +27-3043,Writers and Authors,Lyricist, +27-3043,Writers and Authors,Novelist, +27-3043,Writers and Authors,Playwright,x +27-3043,Writers and Authors,Poet, +27-3043,Writers and Authors,Program Writer, +27-3043,Writers and Authors,Radio Script Writer, +27-3043,Writers and Authors,Screen Writer, +27-3043,Writers and Authors,Short Story Writer, +27-3043,Writers and Authors,Song Lyricist, +27-3043,Writers and Authors,Television Writer,x +27-3043,Writers and Authors,Verse Writer, +27-3091,Interpreters and Translators,American Sign Language Interpreter,x +27-3091,Interpreters and Translators,Court Interpreter,x +27-3091,Interpreters and Translators,Deaf Interpreter, +27-3091,Interpreters and Translators,Diplomatic Interpreter,x +27-3091,Interpreters and Translators,Language Translator, +27-3091,Interpreters and Translators,Translator, +27-3092,Court Reporters and Simultaneous Captioners,Court Recording Monitor, +27-3092,Court Reporters and Simultaneous Captioners,Court Stenographer,x +27-3092,Court Reporters and Simultaneous Captioners,Court Transcriber,x +27-3092,Court Reporters and Simultaneous Captioners,Deposition Reporter,x +27-3092,Court Reporters and Simultaneous Captioners,Realtime Captioner,x +27-3092,Court Reporters and Simultaneous Captioners,Stenocaptioner, +27-3092,Court Reporters and Simultaneous Captioners,Voice Writing Reporter, +27-3099,"Media and Communication Workers, All Other",Public Address Announcer, +27-3099,"Media and Communication Workers, All Other",Stage Technician,x +27-3099,"Media and Communication Workers, All Other",Train Announcer, +27-3099,"Media and Communication Workers, All Other",Train Caller, +27-4011,Audio and Video Technicians,Audio-Visual Production Specialist, +27-4011,Audio and Video Technicians,Event AV Operator, +27-4011,Audio and Video Technicians,Video Control Operator,x +27-4011,Audio and Video Technicians,Video Equipment Technician, +27-4011,Audio and Video Technicians,Video Production Assistant,x +27-4012,Broadcast Technicians,Broadcast Engineer,x +27-4012,Broadcast Technicians,Broadcast Maintenance Engineer, +27-4012,Broadcast Technicians,Broadcast Operations Engineer, +27-4012,Broadcast Technicians,Radio Station Audio Engineer, +27-4012,Broadcast Technicians,Radio/Television Technician, +27-4012,Broadcast Technicians,Remote Broadcast Engineer, +27-4012,Broadcast Technicians,Telecasting Engineer, +27-4012,Broadcast Technicians,Television Audio Engineer, +27-4014,Sound Engineering Technicians,Audio Recording Engineer,x +27-4014,Sound Engineering Technicians,Disc Recordist, +27-4014,Sound Engineering Technicians,Dub Room Engineer, +27-4014,Sound Engineering Technicians,Film Sound Engineer, +27-4014,Sound Engineering Technicians,Play Back Operator, +27-4014,Sound Engineering Technicians,Recording Engineer, +27-4014,Sound Engineering Technicians,Sound Assistant, +27-4014,Sound Engineering Technicians,Sound Cutter, +27-4014,Sound Engineering Technicians,Sound Designer, +27-4014,Sound Engineering Technicians,Sound Editor,x +27-4014,Sound Engineering Technicians,Sound Effects Technician,x +27-4015,Lighting Technicians,Dimmer Board Operator, +27-4015,Lighting Technicians,Gaffer,x +27-4015,Lighting Technicians,Lamp Operator,x +27-4015,Lighting Technicians,Spotlight Operator, +27-4021,Photographers,Advertising Photographer, +27-4021,Photographers,Aerial Photographer,x +27-4021,Photographers,Industrial Photographer, +27-4021,Photographers,Marine Photographer, +27-4021,Photographers,Medical Photographer,x +27-4021,Photographers,News Photographer, +27-4021,Photographers,Newspaper Photojournalist, +27-4021,Photographers,Photojournalist, +27-4021,Photographers,Portrait Photographer,x +27-4021,Photographers,School Photographer, +27-4021,Photographers,Wedding Photographer, +27-4031,"Camera Operators, Television, Video, and Film",Electronic News Gathering Camera Operator, +27-4031,"Camera Operators, Television, Video, and Film",Motion Picture Camera Operator, +27-4031,"Camera Operators, Television, Video, and Film",Movie Shot Camera Operator, +27-4031,"Camera Operators, Television, Video, and Film",News Camera Operator, +27-4031,"Camera Operators, Television, Video, and Film",News Videographer,x +27-4031,"Camera Operators, Television, Video, and Film",Television Camera Operator, +27-4031,"Camera Operators, Television, Video, and Film",Video Camera Operator, +27-4032,Film and Video Editors,Cue Selector,x +27-4032,Film and Video Editors,Electronic News Gathering Editor, +27-4032,Film and Video Editors,Film Editor,x +27-4032,Film and Video Editors,Movie Editor, +27-4032,Film and Video Editors,News Video Editor, +27-4032,Film and Video Editors,News Videotape Editor, +27-4032,Film and Video Editors,Tape Editor, +27-4032,Film and Video Editors,Television News Video Editor,x +27-4032,Film and Video Editors,Video Tape Transferrer, +27-4099,"Media and Communication Equipment Workers, All Other",Satellite Communications Operator,x +29-1011,Chiropractors,Chiropractic Doctor, +29-1011,Chiropractors,Chiropractic Physician,x +29-1021,"Dentists, General",Family Dentist,x +29-1022,Oral and Maxillofacial Surgeons,Dental Surgeon,x +29-1022,Oral and Maxillofacial Surgeons,Maxillofacial Surgeon, +29-1022,Oral and Maxillofacial Surgeons,Oral Surgeon, +29-1023,Orthodontists,Dentofacial Orthopedics Dentist,x +29-1023,Orthodontists,Invisible Braces Orthodontist,x +29-1023,Orthodontists,Pediatric Orthodontist,x +29-1024,Prosthodontists,Maxillofacial Prosthetics Dentist,x +29-1024,Prosthodontists,Maxillofacial Prosthodontist, +29-1024,Prosthodontists,Reconstructive Dentist,x +29-1029,"Dentists, All Other Specialists",Endodontist,x +29-1029,"Dentists, All Other Specialists",Maxillofacial Pathology, +29-1029,"Dentists, All Other Specialists",Oral Pathologist,x +29-1029,"Dentists, All Other Specialists",Pediatric Dentist, +29-1029,"Dentists, All Other Specialists",Pedodontist, +29-1029,"Dentists, All Other Specialists",Periodontist,x +29-1029,"Dentists, All Other Specialists",Public Health Dentist, +29-1031,Dietitians and Nutritionists,Clinical Dietitian,x +29-1031,Dietitians and Nutritionists,Dietitian, +29-1031,Dietitians and Nutritionists,Nutritionist, +29-1031,Dietitians and Nutritionists,Pediatric Dietician,x +29-1031,Dietitians and Nutritionists,Public Health Dietitian, +29-1031,Dietitians and Nutritionists,Public Health Nutritionist,x +29-1031,Dietitians and Nutritionists,Research Dietitian, +29-1031,Dietitians and Nutritionists,Sports Nutritionist, +29-1031,Dietitians and Nutritionists,Therapeutic Dietitian, +29-1041,Optometrists,Doctor of Optometry,x +29-1051,Pharmacists,Apothecary,x +29-1051,Pharmacists,Clinical Pharmacist, +29-1051,Pharmacists,Druggist, +29-1051,Pharmacists,Hospital Pharmacist,x +29-1051,Pharmacists,Registered Pharmacist, +29-1071,Physician Assistants,Anesthesiologist Assistant,x +29-1071,Physician Assistants,Certified Physician's Assistant, +29-1071,Physician Assistants,Family Practice Physician Assistant,x +29-1071,Physician Assistants,Orthopaedic Physician Assistant, +29-1071,Physician Assistants,Orthopedic Physician Assistant, +29-1071,Physician Assistants,Pediatric Physician Assistant, +29-1071,Physician Assistants,Radiology Practitioner Assistant, +29-1081,Podiatrists,Chiropodist,x +29-1081,Podiatrists,Doctor of Podiatric Medicine, +29-1081,Podiatrists,Foot and Ankle Surgeon, +29-1081,Podiatrists,Foot Doctor,x +29-1081,Podiatrists,Foot Orthopedist,x +29-1081,Podiatrists,Orthopedic Podiatrist, +29-1081,Podiatrists,Podiatric Physician, +29-1122,Occupational Therapists,Occupational Therapist, +29-1122,Occupational Therapists,OT, +29-1122,Occupational Therapists,Registered Occupational Therapist,x +29-1123,Physical Therapists,Cardiopulmonary Physical Therapist, +29-1123,Physical Therapists,Geriatric Physical Therapist,x +29-1123,Physical Therapists,Orthopedic Physical Therapist, +29-1123,Physical Therapists,Pediatric Physical Therapist, +29-1123,Physical Therapists,Physiotherapist,x +29-1123,Physical Therapists,PT, +29-1123,Physical Therapists,Pulmonary Physical Therapist,x +29-1123,Physical Therapists,Sports Physical Therapist, +29-1124,Radiation Therapists,Radiation Therapy Technologist,x +29-1124,Radiation Therapists,Registered Radiation Therapist, +29-1125,Recreational Therapists,Certified Recreational Therapist,x +29-1125,Recreational Therapists,Certified Therapeutic Recreation Specialist, +29-1125,Recreational Therapists,CTRS, +29-1125,Recreational Therapists,Drama Therapist,x +29-1125,Recreational Therapists,Therapeutic Recreation Specialist,x +29-1126,Respiratory Therapists,Certified Respiratory Therapist, +29-1126,Respiratory Therapists,CRT, +29-1126,Respiratory Therapists,Inhalation Therapist,x +29-1126,Respiratory Therapists,Oxygen Therapist,x +29-1126,Respiratory Therapists,Registered Respiratory Therapist,x +29-1126,Respiratory Therapists,Respiratory Therapist, +29-1126,Respiratory Therapists,RRT, +29-1127,Speech-Language Pathologists,Language Pathologist, +29-1127,Speech-Language Pathologists,Public School Speech Clinician, +29-1127,Speech-Language Pathologists,Public School Speech Therapist,x +29-1127,Speech-Language Pathologists,Speech and Language Specialist, +29-1127,Speech-Language Pathologists,Speech Clinician,x +29-1127,Speech-Language Pathologists,Speech Pathologist, +29-1127,Speech-Language Pathologists,Speech Therapist,x +29-1128,Exercise Physiologists,Applied Exercise Physiologist,x +29-1128,Exercise Physiologists,Clinical Exercise Physiologist,x +29-1128,Exercise Physiologists,Kinesiotherapist,x +29-1129,"Therapists, All Other",Art Therapist,x +29-1129,"Therapists, All Other",Auriculotherapist, +29-1129,"Therapists, All Other",Educational Therapist, +29-1129,"Therapists, All Other",Hydrotherapist,x +29-1129,"Therapists, All Other",Music Therapist,x +29-1129,"Therapists, All Other",Peripatologist, +29-1131,Veterinarians,Animal Pathologist, +29-1131,Veterinarians,Animal Surgeon,x +29-1131,Veterinarians,Doctor of Veterinary Medicine, +29-1131,Veterinarians,Doctor of Veterinary Medicine (DVM),x +29-1131,Veterinarians,Equine Veterinarian, +29-1131,Veterinarians,Large Animal Veterinarian, +29-1131,Veterinarians,Poultry Pathologist, +29-1131,Veterinarians,Public Health Veterinarian, +29-1131,Veterinarians,Small Animal Veterinarian, +29-1131,Veterinarians,Veterinary Cardiologist,x +29-1131,Veterinarians,Veterinary Medicine Scientist,x +29-1131,Veterinarians,Veterinary Radiologist,x +29-1131,Veterinarians,Wildlife Veterinarian,x +29-1141,Registered Nurses,CCU Nurse, +29-1141,Registered Nurses,Clinical Nurse Specialist, +29-1141,Registered Nurses,CNS, +29-1141,Registered Nurses,Community Health Nurse, +29-1141,Registered Nurses,Coronary Care Unit Nurse,x +29-1141,Registered Nurses,Emergency Room RN, +29-1141,Registered Nurses,Endoscopy Registered Nurse, +29-1141,Registered Nurses,Hospice Registered Nurse,x +29-1141,Registered Nurses,Obstetrical Nurse, +29-1141,Registered Nurses,Oncology Registered Nurse, +29-1141,Registered Nurses,PACU Nurse, +29-1141,Registered Nurses,Pediatric Registered Nurse, +29-1141,Registered Nurses,Post-Anesthesia Care Unit Nurse, +29-1141,Registered Nurses,Psychiatric Nurse,x +29-1141,Registered Nurses,RN, +29-1141,Registered Nurses,Triage Registered Nurse, +29-1151,Nurse Anesthetists,Certified Registered Nurse Anesthetist, +29-1151,Nurse Anesthetists,Certified Registered Nurse Anesthetist (CRNA),x +29-1151,Nurse Anesthetists,DNAP, +29-1151,Nurse Anesthetists,Doctor of Nurse Anesthesia Practice, +29-1161,Nurse Midwives,Certified Nurse Midwife, +29-1161,Nurse Midwives,Certified Nurse Midwife (CNM),x +29-1171,Nurse Practitioners,Acute Care Nurse Practitioner, +29-1171,Nurse Practitioners,Adult Nurse Practitioner, +29-1171,Nurse Practitioners,Cardiology Nurse Practitioner,x +29-1171,Nurse Practitioners,Certified Nurse Practitioner, +29-1171,Nurse Practitioners,Certified Pediatric Nurse Practitioner, +29-1171,Nurse Practitioners,Certified Registered Nurse Practitioner, +29-1171,Nurse Practitioners,Dermatology Nurse Practitioner, +29-1171,Nurse Practitioners,Electrophysiology Nurse Practitioner, +29-1171,Nurse Practitioners,Emergency Medicine Nurse Practitioner, +29-1171,Nurse Practitioners,Family Health Nurse Practitioner, +29-1171,Nurse Practitioners,Family Practice Nurse Practitioner,x +29-1171,Nurse Practitioners,Gastroenterology Nurse Practitioner, +29-1171,Nurse Practitioners,Gerontological Nurse Practitioner,x +29-1171,Nurse Practitioners,Internal Medicine Nurse Practitioner, +29-1171,Nurse Practitioners,Neurosurgical Nurse Practitioner, +29-1171,Nurse Practitioners,NP, +29-1171,Nurse Practitioners,Obstetrics-Gynecology Nurse Practitioner, +29-1171,Nurse Practitioners,Orthopedic Nurse Practitioner, +29-1171,Nurse Practitioners,Palliative Care Nurse Practitioner, +29-1171,Nurse Practitioners,Pediatric Nurse Practitioner, +29-1171,Nurse Practitioners,Surgical Nurse Practitioner, +29-1181,Audiologists,Clinical Audiologist,x +29-1181,Audiologists,Dispensing Audiologist, +29-1181,Audiologists,Educational Audiologist, +29-1181,Audiologists,Hearing Therapist, +29-1181,Audiologists,Licensed Audiologist, +29-1181,Audiologists,Pediatric Audiologist,x +29-1211,Anesthesiologists,Ambulatory Anesthesiologist,x +29-1211,Anesthesiologists,Anaesthesiologist, +29-1211,Anesthesiologists,Anesthetist, +29-1211,Anesthesiologists,Attending Anesthesiologist, +29-1211,Anesthesiologists,Obstetrical Anesthesiologist,x +29-1211,Anesthesiologists,Staff Anesthetist, +29-1212,Cardiologists,Electrophysiology Cardiologist,x +29-1212,Cardiologists,Interventional Cardiologist,x +29-1213,Dermatologists,Dermatopathologist,x +29-1213,Dermatologists,Procedural Dermatologist,x +29-1214,Emergency Medicine Physicians,Critical Care Physician,x +29-1214,Emergency Medicine Physicians,Disaster Medicine Physician,x +29-1214,Emergency Medicine Physicians,Emergency Medicine Specialist, +29-1215,Family Medicine Physicians,Board Certified Family Physician, +29-1215,Family Medicine Physicians,Family Physician, +29-1215,Family Medicine Physicians,Family Practice Medical Doctor, +29-1215,Family Medicine Physicians,Family Practice Physician,x +29-1215,Family Medicine Physicians,Family Practitioner, +29-1215,Family Medicine Physicians,General Practitioner,x +29-1215,Family Medicine Physicians,GP Doctor, +29-1216,General Internal Medicine Physicians,General Internal Medicine Doctor, +29-1216,General Internal Medicine Physicians,General Internist,x +29-1216,General Internal Medicine Physicians,Internal Medicine Physician,x +29-1216,General Internal Medicine Physicians,Internist,x +29-1217,Neurologists,Clinical Neuromuscular Pathologist,x +29-1217,Neurologists,Epileptologist,x +29-1217,Neurologists,Headache Specialist,x +29-1218,Obstetricians and Gynecologists,Gynecological Oncologist,x +29-1218,Obstetricians and Gynecologists,Gynecologist, +29-1218,Obstetricians and Gynecologists,Maternal-Fetal Medicine Physician,x +29-1218,Obstetricians and Gynecologists,OB Specialist,x +29-1218,Obstetricians and Gynecologists,OB/GYN,x +29-1218,Obstetricians and Gynecologists,OB/GYN Physician, +29-1218,Obstetricians and Gynecologists,Obstetrician, +29-1218,Obstetricians and Gynecologists,Obstetrician/Gynecologist, +29-1221,"Pediatricians, General",General Pediatrician, +29-1221,"Pediatricians, General",Internal Medicine Pediatrician,x +29-1221,"Pediatricians, General",Neonatal Doctor, +29-1221,"Pediatricians, General",Neonatologist, +29-1221,"Pediatricians, General",Paediatrician,x +29-1221,"Pediatricians, General",Pediatric Cardiologist,x +29-1221,"Pediatricians, General",Pediatrist,x +29-1221,"Pediatricians, General",Primary Care Pediatrician,x +29-1222,"Physicians, Pathologists",Clinical Pathologist,x +29-1222,"Physicians, Pathologists",Immunopathologist,x +29-1222,"Physicians, Pathologists",Neuropathologist,x +29-1223,Psychiatrists,Addiction Psychiatrist,x +29-1223,Psychiatrists,Child Psychiatrist, +29-1223,Psychiatrists,Clinical Psychiatrist, +29-1223,Psychiatrists,Forensic Psychiatrist,x +29-1223,Psychiatrists,Geriatric Psychiatrist,x +29-1223,Psychiatrists,Neuropsychiatrist,x +29-1223,Psychiatrists,Pediatric Psychiatrist, +29-1223,Psychiatrists,Staff Psychiatrist, +29-1224,Radiologists,Diagnostic Radiologist,x +29-1224,Radiologists,Interventional Radiologist,x +29-1229,"Physicians, All Other",Gastroenterologist,x +29-1229,"Physicians, All Other",Immunologist, +29-1229,"Physicians, All Other",Nephrologist, +29-1229,"Physicians, All Other",Oncologist,x +29-1229,"Physicians, All Other",Physiatrist, +29-1229,"Physicians, All Other",Pulmonary Physician, +29-1229,"Physicians, All Other",Pulmonologist,x +29-1229,"Physicians, All Other",Rheumatologist, +29-1241,"Ophthalmologists, Except Pediatric",Cornea and External Disease Physician,x +29-1241,"Ophthalmologists, Except Pediatric",Viteroretinal Disease Physician,x +29-1242,"Orthopedic Surgeons, Except Pediatric",Joint Preservationist,x +29-1242,"Orthopedic Surgeons, Except Pediatric",Orthopaedic Surgeon, +29-1242,"Orthopedic Surgeons, Except Pediatric",Orthopedic Sports Medicine Physician,x +29-1242,"Orthopedic Surgeons, Except Pediatric",Orthopedic Surgeon, +29-1243,Pediatric Surgeons,Pediatric Neurosurgeon,x +29-1243,Pediatric Surgeons,Pediatric Vascular Surgeon,x +29-1249,"Surgeons, All Other",Aviation Medicine Specialist, +29-1249,"Surgeons, All Other",Brain Surgeon, +29-1249,"Surgeons, All Other",Cardiac Surgeon, +29-1249,"Surgeons, All Other",Cardiovascular Surgeon, +29-1249,"Surgeons, All Other",Colorectal Surgeon, +29-1249,"Surgeons, All Other",Neurological Surgeon,x +29-1249,"Surgeons, All Other",Neurosurgeon, +29-1249,"Surgeons, All Other",Otolaryngologist,x +29-1249,"Surgeons, All Other",Plastic Surgeon, +29-1249,"Surgeons, All Other",Reconstructive Surgeon, +29-1249,"Surgeons, All Other",Surgical Oncologist, +29-1249,"Surgeons, All Other",Thoracic Surgeon,x +29-1249,"Surgeons, All Other",Urologist,x +29-1249,"Surgeons, All Other",Vascular Surgeon, +29-1291,Acupuncturists,Acupuncture Physician,x +29-1291,Acupuncturists,Licensed Acupuncturist,x +29-1292,Dental Hygienists,Oral Hygienist,x +29-1292,Dental Hygienists,RDH, +29-1292,Dental Hygienists,Registered Dental Hygienist,x +29-1299,"Healthcare Diagnosing or Treating Practitioners, All Other",Homeopathic Doctor,x +29-1299,"Healthcare Diagnosing or Treating Practitioners, All Other",Hypnotherapist, +29-1299,"Healthcare Diagnosing or Treating Practitioners, All Other",Naturopath, +29-1299,"Healthcare Diagnosing or Treating Practitioners, All Other",Naturopathic Doctor, +29-1299,"Healthcare Diagnosing or Treating Practitioners, All Other",Naturopathic Physician,x +29-2011,Medical and Clinical Laboratory Technologists,Biochemistry Technologist, +29-2011,Medical and Clinical Laboratory Technologists,Blood Bank Laboratory Technologist,x +29-2011,Medical and Clinical Laboratory Technologists,Chief Medical Technologist, +29-2011,Medical and Clinical Laboratory Technologists,Clinical Laboratory Technologist, +29-2011,Medical and Clinical Laboratory Technologists,Cytogenetic Technologist,x +29-2011,Medical and Clinical Laboratory Technologists,Cytologist, +29-2011,Medical and Clinical Laboratory Technologists,Cytotechnologist, +29-2011,Medical and Clinical Laboratory Technologists,Histologist Technologist, +29-2011,Medical and Clinical Laboratory Technologists,Histotechnologist, +29-2011,Medical and Clinical Laboratory Technologists,Immunohematologist,x +29-2011,Medical and Clinical Laboratory Technologists,Pathology Laboratory Technologist, +29-2011,Medical and Clinical Laboratory Technologists,Tissue Technologist, +29-2012,Medical and Clinical Laboratory Technicians,Blood Bank Laboratory Technician, +29-2012,Medical and Clinical Laboratory Technicians,Hematology Technician, +29-2012,Medical and Clinical Laboratory Technicians,Hemodialysis Technician, +29-2012,Medical and Clinical Laboratory Technicians,Histologic Aide, +29-2012,Medical and Clinical Laboratory Technicians,Histologic Technician, +29-2012,Medical and Clinical Laboratory Technicians,Histology Technician,x +29-2012,Medical and Clinical Laboratory Technicians,Histotechnician, +29-2012,Medical and Clinical Laboratory Technicians,Neurology Technician, +29-2012,Medical and Clinical Laboratory Technicians,Pathology Technician,x +29-2012,Medical and Clinical Laboratory Technicians,Serology Technician,x +29-2031,Cardiovascular Technologists and Technicians,Cardiac Catheterization Laboratory Technologist, +29-2031,Cardiovascular Technologists and Technicians,Cardiac Catheterization Technologist,x +29-2031,Cardiovascular Technologists and Technicians,Cardiac Monitor Technician, +29-2031,Cardiovascular Technologists and Technicians,Cardiac Technician, +29-2031,Cardiovascular Technologists and Technicians,Cardiopulmonary Technologist, +29-2031,Cardiovascular Technologists and Technicians,Cardiovascular Interventional Technologist, +29-2031,Cardiovascular Technologists and Technicians,Cardiovascular Technologist, +29-2031,Cardiovascular Technologists and Technicians,EKG Technician,x +29-2031,Cardiovascular Technologists and Technicians,Electrocardiogram Technician, +29-2031,Cardiovascular Technologists and Technicians,Electrocardiograph Operator, +29-2031,Cardiovascular Technologists and Technicians,Pulmonary Function Technologist, +29-2032,Diagnostic Medical Sonographers,Cardiac/Vascular Sonographer, +29-2032,Diagnostic Medical Sonographers,Echocardiogram Technician, +29-2032,Diagnostic Medical Sonographers,Echocardiographer,x +29-2032,Diagnostic Medical Sonographers,Echocardiographic Technologist, +29-2032,Diagnostic Medical Sonographers,Echocardiography Technician, +29-2032,Diagnostic Medical Sonographers,Echocardiology Technologist, +29-2032,Diagnostic Medical Sonographers,Registered Diagnostic Medical Sonographer,x +29-2032,Diagnostic Medical Sonographers,Sonographer, +29-2032,Diagnostic Medical Sonographers,Ultrasonographer, +29-2032,Diagnostic Medical Sonographers,Ultrasound Technician, +29-2032,Diagnostic Medical Sonographers,Ultrasound Technologist,x +29-2033,Nuclear Medicine Technologists,Certified Nuclear Medicine Technologist,x +29-2033,Nuclear Medicine Technologists,Isotope Technologist, +29-2033,Nuclear Medicine Technologists,Nuclear Cardiology Technologist,x +29-2033,Nuclear Medicine Technologists,Nuclear Medical Technologist, +29-2033,Nuclear Medicine Technologists,Radioisotope Technologist,x +29-2033,Nuclear Medicine Technologists,Registered Nuclear Medicine Technologist, +29-2034,Radiologic Technologists and Technicians,Computed Axial Tomography Technologist, +29-2034,Radiologic Technologists and Technicians,Computed Tomography (CT) Scanner Operator,x +29-2034,Radiologic Technologists and Technicians,Radiologic Technician, +29-2034,Radiologic Technologists and Technicians,Registered Radiologic Technologist, +29-2034,Radiologic Technologists and Technicians,Skiagrapher, +29-2034,Radiologic Technologists and Technicians,X-Ray Technician,x +29-2035,Magnetic Resonance Imaging Technologists,Computed Tomography/Magnetic Resonance Imaging (CT/MRI) Technologist,x +29-2035,Magnetic Resonance Imaging Technologists,MRI Technologist,x +29-2036,Medical Dosimetrists,Certified Medical Dosimetrist,x +29-2036,Medical Dosimetrists,Qualified Medical Dosimetrist,x +29-2042,Emergency Medical Technicians,EMT,x +29-2042,Emergency Medical Technicians,EMT-B, +29-2042,Emergency Medical Technicians,EMT-I/85, +29-2042,Emergency Medical Technicians,EMT-I/99, +29-2043,Paramedics,Ambulance Driver-Paramedic, +29-2043,Paramedics,Flight Paramedic,x +29-2051,Dietetic Technicians,Clinical Dietetic Technician, +29-2051,Dietetic Technicians,Cook Chill Technician, +29-2051,Dietetic Technicians,Dietary Aide, +29-2051,Dietetic Technicians,Dietary Technician,x +29-2051,Dietetic Technicians,DTR, +29-2051,Dietetic Technicians,Nutrition Technician, +29-2051,Dietetic Technicians,Registered Diet Technician,x +29-2052,Pharmacy Technicians,Certified Pharmacy Technician,x +29-2052,Pharmacy Technicians,CPHT, +29-2052,Pharmacy Technicians,Pharmacist Technician,x +29-2052,Pharmacy Technicians,Pharmacy Laboratory Technician, +29-2053,Psychiatric Technicians,Behavioral Health Technician,x +29-2053,Psychiatric Technicians,Mental Health Technician,x +29-2055,Surgical Technologists,Certified Surgical Technologist,x +29-2055,Surgical Technologists,Operating Room Technician, +29-2055,Surgical Technologists,OR Tech,x +29-2055,Surgical Technologists,Surgical Scrub Technologist,x +29-2056,Veterinary Technologists and Technicians,Certified Veterinary Technician, +29-2056,Veterinary Technologists and Technicians,Licensed Veterinary Technician, +29-2056,Veterinary Technologists and Technicians,LVT, +29-2056,Veterinary Technologists and Technicians,Registered Veterinary Technician, +29-2056,Veterinary Technologists and Technicians,Veterinary Lab Tech, +29-2056,Veterinary Technologists and Technicians,Veterinary Laboratory Technician,x +29-2056,Veterinary Technologists and Technicians,Veterinary Surgery Technician, +29-2056,Veterinary Technologists and Technicians,Veterinary Surgery Technologist,x +29-2056,Veterinary Technologists and Technicians,Veterinary Technologist, +29-2056,Veterinary Technologists and Technicians,Veterinary X-Ray Operator,x +29-2057,Ophthalmic Medical Technicians,Ocular Care Technologist,x +29-2057,Ophthalmic Medical Technicians,Ophthalmic Technologist,x +29-2061,Licensed Practical and Licensed Vocational Nurses,Licensed Practical Nurse, +29-2061,Licensed Practical and Licensed Vocational Nurses,Licensed Vocational Nurse, +29-2061,Licensed Practical and Licensed Vocational Nurses,LP Nurse, +29-2061,Licensed Practical and Licensed Vocational Nurses,LPN,x +29-2061,Licensed Practical and Licensed Vocational Nurses,LVN,x +29-2061,Licensed Practical and Licensed Vocational Nurses,Pediatric Licensed Practical Nurse,x +29-2061,Licensed Practical and Licensed Vocational Nurses,Triage Licensed Practical Nurse, +29-2072,Medical Records Specialists,Health Information Coder,x +29-2072,Medical Records Specialists,Health Records Technician, +29-2072,Medical Records Specialists,Medical Bill Coder,x +29-2081,"Opticians, Dispensing",Certified Optician, +29-2081,"Opticians, Dispensing",Contact Lens Fitter,x +29-2081,"Opticians, Dispensing",Eyeglass Fitter,x +29-2081,"Opticians, Dispensing",Licensed Dispensing Optician, +29-2081,"Opticians, Dispensing",Licensed Optical Dispenser, +29-2081,"Opticians, Dispensing",Licensed Optician, +29-2081,"Opticians, Dispensing",Optical Dispenser, +29-2081,"Opticians, Dispensing",Optician, +29-2091,Orthotists and Prosthetists,American Board Certified Orthotist, +29-2091,Orthotists and Prosthetists,Artificial Limb Fitter,x +29-2091,Orthotists and Prosthetists,Certified Orthotic Fitter,x +29-2091,Orthotists and Prosthetists,Certified Prosthetist/Orthotist, +29-2091,Orthotists and Prosthetists,Licensed Prosthetist, +29-2091,Orthotists and Prosthetists,Orthotic/Prosthetic Practitioner, +29-2091,Orthotists and Prosthetists,Orthotist, +29-2091,Orthotists and Prosthetists,Pedorthist,x +29-2091,Orthotists and Prosthetists,Prosthetist, +29-2092,Hearing Aid Specialists,Hearing Aid Fitter,x +29-2092,Hearing Aid Specialists,Hearing Aid Technician,x +29-2092,Hearing Aid Specialists,Hearing Instrument Specialist,x +29-2099,"Health Technologists and Technicians, All Other",Certified Respiratory Therapy Technician, +29-2099,"Health Technologists and Technicians, All Other",CRTT, +29-2099,"Health Technologists and Technicians, All Other",Dialysis Technician,x +29-2099,"Health Technologists and Technicians, All Other",Electroencephalogram (EEG) Technologist,x +29-2099,"Health Technologists and Technicians, All Other",Electroneurodiagnostic Technologist,x +29-2099,"Health Technologists and Technicians, All Other",Encephalographer, +29-2099,"Health Technologists and Technicians, All Other",Oxygen Therapy Technician, +29-2099,"Health Technologists and Technicians, All Other",Perfusionist, +29-2099,"Health Technologists and Technicians, All Other",Polysomnograph Tech,x +29-2099,"Health Technologists and Technicians, All Other",Respiratory Therapy Technician, +29-9021,Health Information Technologists and Medical Registrars,Cancer Registrar,x +29-9021,Health Information Technologists and Medical Registrars,Clinical Informatics Analyst, +29-9021,Health Information Technologists and Medical Registrars,Health Informatics Specialist,x +29-9021,Health Information Technologists and Medical Registrars,Health Information Analyst,x +29-9021,Health Information Technologists and Medical Registrars,Health Information Systems Technician, +29-9091,Athletic Trainers,Certified Athletic Trainer,x +29-9091,Athletic Trainers,Clinical Athletic Instructor, +29-9091,Athletic Trainers,Resident Athletic Trainer, +29-9092,Genetic Counselors,Certified Genetic Counselor, +29-9092,Genetic Counselors,Chromosomal Disorders Counselor,x +29-9092,Genetic Counselors,Mitochondrial Disorders Counselor,x +29-9092,Genetic Counselors,Prenatal Genetic Counselor,x +29-9093,Surgical Assistants,Surgical First Assistant,x +29-9099,"Healthcare Practitioners and Technical Workers, All Other",Podiatric Technician,x +29-9099,"Healthcare Practitioners and Technical Workers, All Other",Traditional Chinese Herbalist,x +31-1121,Home Health Aides,Home Health Attendant,x +31-1121,Home Health Aides,Home Hospice Aide,x +31-1122,Personal Care Aides,Blind Aide, +31-1122,Personal Care Aides,Blind Escort,x +31-1122,Personal Care Aides,Elderly Companion,x +31-1122,Personal Care Aides,Geriatric Personal Care Aide,x +31-1122,Personal Care Aides,Personal Support Worker, +31-1131,Nursing Assistants,C.N.A., +31-1131,Nursing Assistants,Certified Nurse Aide,x +31-1131,Nursing Assistants,Certified Nursing Assistant,x +31-1131,Nursing Assistants,Hospital Aide, +31-1131,Nursing Assistants,Hospital Attendant, +31-1131,Nursing Assistants,Nursing Aide, +31-1131,Nursing Assistants,Nursing Attendant, +31-1131,Nursing Assistants,Nursing Care Attendant,x +31-1132,Orderlies,Emergency Room Orderly, +31-1132,Orderlies,Hospital Orderly,x +31-1132,Orderlies,Medical Orderly,x +31-1132,Orderlies,Surgical Orderly,x +31-1133,Psychiatric Aides,Mental Health Orderly,x +31-1133,Psychiatric Aides,Psychiatric Nursing Aide,x +31-1133,Psychiatric Aides,Psychiatric Orderly, +31-1133,Psychiatric Aides,Psychiatric Technician Assistant,x +31-2011,Occupational Therapy Assistants,Certified Occupational Therapy Assistant,x +31-2011,Occupational Therapy Assistants,COTA, +31-2011,Occupational Therapy Assistants,Licensed Occupational Therapy Assistant,x +31-2011,Occupational Therapy Assistants,Occupational Therapist Assistants, +31-2012,Occupational Therapy Aides,Certified Occupational Rehabilitation Aide, +31-2012,Occupational Therapy Aides,Occupational Rehabilitation Aide,x +31-2012,Occupational Therapy Aides,Occupational Therapist Aide,x +31-2012,Occupational Therapy Aides,OT Aide, +31-2012,Occupational Therapy Aides,Rehabilitation Services Aide, +31-2021,Physical Therapist Assistants,Licensed Physical Therapist Assistant,x +31-2021,Physical Therapist Assistants,LPTA, +31-2021,Physical Therapist Assistants,Physical Therapy Assistant, +31-2021,Physical Therapist Assistants,Physical Therapy Technician, +31-2021,Physical Therapist Assistants,Physiotherapy Assistant,x +31-2022,Physical Therapist Aides,Clinical Rehabilitation Aide,x +31-2022,Physical Therapist Aides,Physical Therapy Aide,x +31-2022,Physical Therapist Aides,Physiotherapy Aide, +31-9011,Massage Therapists,Deep Tissue Massage Therapist,x +31-9011,Massage Therapists,Licensed Massage Practitioner, +31-9011,Massage Therapists,Licensed Massage Therapist,x +31-9011,Massage Therapists,Masseur, +31-9011,Massage Therapists,Masseuse, +31-9011,Massage Therapists,Massotherapist, +31-9011,Massage Therapists,Rolfer, +31-9011,Massage Therapists,Swedish Masseuse,x +31-9091,Dental Assistants,Certified Dental Assistant,x +31-9091,Dental Assistants,Dental Aide, +31-9091,Dental Assistants,Expanded Functions Dental Assistant, +31-9091,Dental Assistants,Orthodontic Assistant,x +31-9091,Dental Assistants,Orthodontist Assistant, +31-9091,Dental Assistants,Registered Dental Assistant, +31-9091,Dental Assistants,Surgical Dental Assistant, +31-9092,Medical Assistants,Autopsy Assistant, +31-9092,Medical Assistants,Certified Medical Assistant, +31-9092,Medical Assistants,Chiropractic Assistant,x +31-9092,Medical Assistants,Clinical Medical Assistant, +31-9092,Medical Assistants,Morgue Attendant,x +31-9092,Medical Assistants,Ocular Care Aide, +31-9092,Medical Assistants,Optometric Aide, +31-9092,Medical Assistants,Optometrist Assistant, +31-9092,Medical Assistants,Optometry Assistant, +31-9092,Medical Assistants,Orthopedic Cast Specialist,x +31-9092,Medical Assistants,Podiatric Aide, +31-9093,Medical Equipment Preparers,Central Sterile Supply Technician,x +31-9093,Medical Equipment Preparers,Certified Registered Central Service Technician, +31-9093,Medical Equipment Preparers,Health Equipment Servicer, +31-9093,Medical Equipment Preparers,Medical Supply Technician, +31-9093,Medical Equipment Preparers,Oxygen Equipment Preparer, +31-9093,Medical Equipment Preparers,Sterile Preparation Technician, +31-9093,Medical Equipment Preparers,Sterile Processing and Distribution Technician, +31-9093,Medical Equipment Preparers,Sterile Processing Technician, +31-9093,Medical Equipment Preparers,Sterilization Specialist,x +31-9093,Medical Equipment Preparers,Sterilization Technician, +31-9094,Medical Transcriptionists,Certified Medical Transcriptionist, +31-9094,Medical Transcriptionists,Medical Record Transcriber, +31-9094,Medical Transcriptionists,Medical Stenographer,x +31-9094,Medical Transcriptionists,Medical Transcriber,x +31-9094,Medical Transcriptionists,Pathology Transcriptionist,x +31-9094,Medical Transcriptionists,Radiology Transcriptionist, +31-9094,Medical Transcriptionists,Registered Medical Transcriptionist, +31-9095,Pharmacy Aides,Certified Pharmacist Assistant, +31-9095,Pharmacy Aides,Pharmacist Aide, +31-9095,Pharmacy Aides,Pharmacist Assistant,x +31-9095,Pharmacy Aides,Pharmacy Assistant, +31-9095,Pharmacy Aides,Pharmacy Clerk,x +31-9095,Pharmacy Aides,Prescription Clerk,x +31-9096,Veterinary Assistants and Laboratory Animal Caretakers,Laboratory Animal Caretaker, +31-9096,Veterinary Assistants and Laboratory Animal Caretakers,Veterinarian Assistant, +31-9096,Veterinary Assistants and Laboratory Animal Caretakers,Veterinarian Helper,x +31-9096,Veterinary Assistants and Laboratory Animal Caretakers,Veterinary Attendant,x +31-9097,Phlebotomists,Certified Phlebotomy Technician, +31-9097,Phlebotomists,Phlebotomy Technician,x +31-9097,Phlebotomists,Venipuncturist,x +31-9099,"Healthcare Support Workers, All Other",Ortho/Prosthetic Aide,x +33-1011,First-Line Supervisors of Correctional Officers,Chief Jailer, +33-1011,First-Line Supervisors of Correctional Officers,Correctional Officer Sergeant, +33-1011,First-Line Supervisors of Correctional Officers,Correctional Supervisor, +33-1011,First-Line Supervisors of Correctional Officers,Corrections Sergeant,x +33-1011,First-Line Supervisors of Correctional Officers,Prison Guard Supervisor,x +33-1012,First-Line Supervisors of Police and Detectives,Commanding Officer Homicide Squad,x +33-1012,First-Line Supervisors of Police and Detectives,Detective Lieutenant,x +33-1012,First-Line Supervisors of Police and Detectives,Detective Supervisor, +33-1012,First-Line Supervisors of Police and Detectives,Police Lieutenant,x +33-1012,First-Line Supervisors of Police and Detectives,Traffic Lieutenant, +33-1012,First-Line Supervisors of Police and Detectives,Traffic Sergeant,x +33-1021,First-Line Supervisors of Fire Fighting and Prevention Workers,Fire Lieutenant,x +33-1021,First-Line Supervisors of Fire Fighting and Prevention Workers,Municipal Fire Fighting and Prevention Supervisor,x +33-1021,First-Line Supervisors of Fire Fighting and Prevention Workers,Supervising Fire Marshal,x +33-1091,First-Line Supervisors of Security Workers,Loss Prevention Supervisor,x +33-1091,First-Line Supervisors of Security Workers,Security Guard Supervisor,x +33-1091,First-Line Supervisors of Security Workers,Transportation Security Administration (TSA) Screener Supervisor, +33-1091,First-Line Supervisors of Security Workers,TSA Screener Supervisor,x +33-1099,"First-Line Supervisors of Protective Service Workers, All Other",Animal Control Supervisor, +33-1099,"First-Line Supervisors of Protective Service Workers, All Other",Animal Cruelty Investigation Supervisor,x +33-2011,Firefighters,Fire Engine Pump Operator,x +33-2011,Firefighters,Fire Equipment Operator, +33-2011,Firefighters,Fire Fighter, +33-2011,Firefighters,Forest Firefighter,x +33-2011,Firefighters,Marine Firefighter,X +33-2011,Firefighters,Municipal Firefighter, +33-2011,Firefighters,Smoke Jumper,x +33-2011,Firefighters,Wildland Firefighter, +33-2021,Fire Inspectors and Investigators,Arson Investigator,X +33-2021,Fire Inspectors and Investigators,Certified Fire and Explosion Investigator, +33-2021,Fire Inspectors and Investigators,Certified Fire Investigator, +33-2021,Fire Inspectors and Investigators,Certified Vehicle Fire Investigator,x +33-2021,Fire Inspectors and Investigators,CFEI, +33-2021,Fire Inspectors and Investigators,Fire Hazard Inspector,x +33-2021,Fire Inspectors and Investigators,Fire Investigator, +33-2021,Fire Inspectors and Investigators,Fire Prevention Inspector,x +33-2021,Fire Inspectors and Investigators,Fire Safety Inspector, +33-2022,Forest Fire Inspectors and Prevention Specialists,Environmental Protection Fire Control Officer,x +33-2022,Forest Fire Inspectors and Prevention Specialists,Fire Operations Forester, +33-2022,Forest Fire Inspectors and Prevention Specialists,Fire Ranger, +33-2022,Forest Fire Inspectors and Prevention Specialists,Forest Fire Control Officer,x +33-2022,Forest Fire Inspectors and Prevention Specialists,Forest Fire Officer, +33-2022,Forest Fire Inspectors and Prevention Specialists,Wildfire Prevention Specialist,x +33-2022,Forest Fire Inspectors and Prevention Specialists,Wildland Fire Operations Specialist, +33-3011,Bailiffs,City Bailiff, +33-3011,Bailiffs,County Bailiff, +33-3011,Bailiffs,Court Bailiff,x +33-3011,Bailiffs,Court Officer, +33-3011,Bailiffs,Court Security Officer,x +33-3011,Bailiffs,Deputy Bailiff,x +33-3012,Correctional Officers and Jailers,Certified Detention Deputy,x +33-3012,Correctional Officers and Jailers,Convict Guard, +33-3012,Correctional Officers and Jailers,Correction Officer, +33-3012,Correctional Officers and Jailers,Correctional Guard, +33-3012,Correctional Officers and Jailers,Correctional Sergeant, +33-3012,Correctional Officers and Jailers,Detention Deputy, +33-3012,Correctional Officers and Jailers,Detention Officer, +33-3012,Correctional Officers and Jailers,Jail Guard, +33-3012,Correctional Officers and Jailers,Juvenile Corrections Officer,x +33-3012,Correctional Officers and Jailers,Penal Officer, +33-3012,Correctional Officers and Jailers,Prison Guard,x +33-3012,Correctional Officers and Jailers,Prison Officer, +33-3021,Detectives and Criminal Investigators,Criminal Investigator, +33-3021,Detectives and Criminal Investigators,Deputy United States Marshal,x +33-3021,Detectives and Criminal Investigators,FBI Investigator, +33-3021,Detectives and Criminal Investigators,Homicide Detective,x +33-3021,Detectives and Criminal Investigators,Narcotics Detective, +33-3021,Detectives and Criminal Investigators,Narcotics Investigator,x +33-3021,Detectives and Criminal Investigators,Police Detective, +33-3031,Fish and Game Wardens,Conservation Enforcement Officer,x +33-3031,Fish and Game Wardens,Fish and Wildlife Warden, +33-3031,Fish and Game Wardens,Fish Warden, +33-3031,Fish and Game Wardens,Game Warden, +33-3031,Fish and Game Wardens,Wildlife and Game Protector,x +33-3031,Fish and Game Wardens,Wildlife Control Agent, +33-3031,Fish and Game Wardens,Wildlife Officer,x +33-3041,Parking Enforcement Workers,Meter Maid,x +33-3041,Parking Enforcement Workers,Parking Enforcement Officer,x +33-3041,Parking Enforcement Workers,Parking Meter Attendant, +33-3051,Police and Sheriff's Patrol Officers,Border Guard, +33-3051,Police and Sheriff's Patrol Officers,Border Patrol Officer,x +33-3051,Police and Sheriff's Patrol Officers,Campus Police Officer,x +33-3051,Police and Sheriff's Patrol Officers,Constable, +33-3051,Police and Sheriff's Patrol Officers,Cop, +33-3051,Police and Sheriff's Patrol Officers,Deputy Sheriff, +33-3051,Police and Sheriff's Patrol Officers,Highway Patrol Officer, +33-3051,Police and Sheriff's Patrol Officers,Motorcycle Police,x +33-3051,Police and Sheriff's Patrol Officers,Mounted Police, +33-3051,Police and Sheriff's Patrol Officers,Park Police,x +33-3051,Police and Sheriff's Patrol Officers,Patrol Officer, +33-3051,Police and Sheriff's Patrol Officers,Policeman, +33-3051,Police and Sheriff's Patrol Officers,Policewoman, +33-3051,Police and Sheriff's Patrol Officers,State Highway Police Officer, +33-3051,Police and Sheriff's Patrol Officers,State Trooper,x +33-3052,Transit and Railroad Police,Railroad Detective,x +33-3052,Transit and Railroad Police,Railroad Police Officer, +33-3052,Transit and Railroad Police,Track Patrol,x +33-3052,Transit and Railroad Police,Transit Authority Police,x +33-3052,Transit and Railroad Police,Transit Police Officer, +33-9011,Animal Control Workers,Animal Control Officer,x +33-9011,Animal Control Workers,Animal Cruelty Investigator, +33-9011,Animal Control Workers,Animal Treatment Investigator, +33-9011,Animal Control Workers,Animal Warden,x +33-9011,Animal Control Workers,Dog Catcher,x +33-9011,Animal Control Workers,Dog Warden, +33-9011,Animal Control Workers,Humane Officer,x +33-9021,Private Detectives and Investigators,Certified Legal Investigator, +33-9021,Private Detectives and Investigators,Licensed Private Investigator, +33-9021,Private Detectives and Investigators,Loss Prevention Detective, +33-9021,Private Detectives and Investigators,Private Detective, +33-9021,Private Detectives and Investigators,Private Eye,x +33-9021,Private Detectives and Investigators,Private Investigator, +33-9021,Private Detectives and Investigators,Skip Tracer,x +33-9021,Private Detectives and Investigators,Store Detective,x +33-9031,Gambling Surveillance Officers and Gambling Investigators,Casino Investigator,x +33-9031,Gambling Surveillance Officers and Gambling Investigators,Casino Surveillance Officer,x +33-9031,Gambling Surveillance Officers and Gambling Investigators,Gambling Monitor,x +33-9031,Gambling Surveillance Officers and Gambling Investigators,Gambling Surveillance Observer, +33-9031,Gambling Surveillance Officers and Gambling Investigators,Gambling Surveillance Officer, +33-9032,Security Guards,Armed Guard, +33-9032,Security Guards,Bank Guard,x +33-9032,Security Guards,Bodyguard,x +33-9032,Security Guards,Bouncer,x +33-9032,Security Guards,Private Watchman, +33-9032,Security Guards,Security Officer, +33-9091,Crossing Guards and Flaggers,Construction Site Crossing Guard,x +33-9091,Crossing Guards and Flaggers,Crossing Guard, +33-9091,Crossing Guards and Flaggers,School Crossing Guard, +33-9091,Crossing Guards and Flaggers,School Traffic Guard,x +33-9092,"Lifeguards, Ski Patrol, and Other Recreational Protective Service Workers",Beach Lifeguard,x +33-9092,"Lifeguards, Ski Patrol, and Other Recreational Protective Service Workers",Certified Ski Patroller, +33-9092,"Lifeguards, Ski Patrol, and Other Recreational Protective Service Workers",Life Guard, +33-9092,"Lifeguards, Ski Patrol, and Other Recreational Protective Service Workers",OEC Technician, +33-9092,"Lifeguards, Ski Patrol, and Other Recreational Protective Service Workers",Outdoor Emergency Care Technician,x +33-9092,"Lifeguards, Ski Patrol, and Other Recreational Protective Service Workers",Pool Lifeguard, +33-9092,"Lifeguards, Ski Patrol, and Other Recreational Protective Service Workers",Ski Patrol, +33-9093,Transportation Security Screeners,Airport Baggage Screener,x +33-9093,Transportation Security Screeners,Airport Security Screener,x +33-9093,Transportation Security Screeners,Flight Security Specialist, +33-9093,Transportation Security Screeners,Transportation Security Administration (TSA) Screener,x +33-9093,Transportation Security Screeners,Transportation Security Officer,x +33-9094,School Bus Monitors,Bus Monitor,x +33-9094,School Bus Monitors,School Bus Attendant, +33-9099,"Protective Service Workers, All Other",Warrant Server,x +35-1011,Chefs and Head Cooks,Banquet Chef, +35-1011,Chefs and Head Cooks,Chef De Cuisine, +35-1011,Chefs and Head Cooks,Chef De Froid, +35-1011,Chefs and Head Cooks,Executive Chef,x +35-1011,Chefs and Head Cooks,Head Chef, +35-1011,Chefs and Head Cooks,Kitchen Chef, +35-1011,Chefs and Head Cooks,Master Chef, +35-1011,Chefs and Head Cooks,Pastry Chef,x +35-1011,Chefs and Head Cooks,Sous Chef,x +35-1011,Chefs and Head Cooks,Sushi Chef, +35-1012,First-Line Supervisors of Food Preparation and Serving Workers,Banquet Supervisor,x +35-1012,First-Line Supervisors of Food Preparation and Serving Workers,Bar Manager,x +35-1012,First-Line Supervisors of Food Preparation and Serving Workers,Cafeteria Manager, +35-1012,First-Line Supervisors of Food Preparation and Serving Workers,Dairy Bar Manager, +35-1012,First-Line Supervisors of Food Preparation and Serving Workers,Food Service Supervisor, +35-1012,First-Line Supervisors of Food Preparation and Serving Workers,Head Waiter, +35-1012,First-Line Supervisors of Food Preparation and Serving Workers,Head Waitress, +35-1012,First-Line Supervisors of Food Preparation and Serving Workers,Kitchen Supervisor,x +35-2011,"Cooks, Fast Food",Fast Food Cook, +35-2011,"Cooks, Fast Food",Fast Food Fry Cook,x +35-2011,"Cooks, Fast Food",Fryline Attendant, +35-2012,"Cooks, Institution and Cafeteria",Cafeteria Cook, +35-2012,"Cooks, Institution and Cafeteria",Camp Cook,x +35-2012,"Cooks, Institution and Cafeteria",Galley Cook,x +35-2012,"Cooks, Institution and Cafeteria",Institutional Cook, +35-2012,"Cooks, Institution and Cafeteria",Mess Cook,x +35-2012,"Cooks, Institution and Cafeteria",School Cook,x +35-2013,"Cooks, Private Household",Certified Personal Chef,x +35-2013,"Cooks, Private Household",Personal Chef, +35-2013,"Cooks, Private Household",Private Chef,x +35-2014,"Cooks, Restaurant",Banquet Cook,x +35-2014,"Cooks, Restaurant",Breakfast Cook, +35-2014,"Cooks, Restaurant",Chef De Partie, +35-2014,"Cooks, Restaurant",Line Cook,x +35-2014,"Cooks, Restaurant",Saucier,x +35-2014,"Cooks, Restaurant",Specialty Cook, +35-2015,"Cooks, Short Order",Griddle Attendant, +35-2015,"Cooks, Short Order",Griddle Cook,x +35-2015,"Cooks, Short Order",Grill Cook, +35-2015,"Cooks, Short Order",Short Order Fry Cook, +35-2015,"Cooks, Short Order",Snack Bar Cook, +35-2019,"Cooks, All Other",Falafel Cart Cook,x +35-2019,"Cooks, All Other",Fraternity House Cook,x +35-2021,Food Preparation Workers,Deli Clerk, +35-2021,Food Preparation Workers,Deli Slicer, +35-2021,Food Preparation Workers,Food Preparer, +35-2021,Food Preparation Workers,Fruit and Vegetable Parer,x +35-2021,Food Preparation Workers,Salad Maker,x +35-2021,Food Preparation Workers,Sandwich Maker,x +35-3011,Bartenders,Barkeep,x +35-3011,Bartenders,Drink Mixer, +35-3011,Bartenders,Mixologist,x +35-3011,Bartenders,Taproom Attendant,x +35-3023,Fast Food and Counter Workers,Barista,x +35-3023,Fast Food and Counter Workers,Cafe Server, +35-3023,Fast Food and Counter Workers,Cafeteria Server,x +35-3023,Fast Food and Counter Workers,Concession Stand Attendant, +35-3023,Fast Food and Counter Workers,Food Counter Worker, +35-3023,Fast Food and Counter Workers,Hot Dog Vender, +35-3023,Fast Food and Counter Workers,Ice Cream Server,x +35-3023,Fast Food and Counter Workers,Mess Attendant,x +35-3023,Fast Food and Counter Workers,Snack Bar Attendant,x +35-3031,Waiters and Waitresses,Cocktail Server,x +35-3031,Waiters and Waitresses,Cocktail Waitress, +35-3031,Waiters and Waitresses,Dining Car Server,x +35-3031,Waiters and Waitresses,Restaurant Server, +35-3031,Waiters and Waitresses,Wine Steward,x +35-3041,"Food Servers, Nonrestaurant",Boat Hop,x +35-3041,"Food Servers, Nonrestaurant",Hospital Food Service Worker,x +35-3041,"Food Servers, Nonrestaurant",Room Service Food Server,x +35-9011,Dining Room and Cafeteria Attendants and Bartender Helpers,Banquet Set Up Person, +35-9011,Dining Room and Cafeteria Attendants and Bartender Helpers,Bar Back,x +35-9011,Dining Room and Cafeteria Attendants and Bartender Helpers,Barback, +35-9011,Dining Room and Cafeteria Attendants and Bartender Helpers,Buffet Attendant, +35-9011,Dining Room and Cafeteria Attendants and Bartender Helpers,Bus Person, +35-9011,Dining Room and Cafeteria Attendants and Bartender Helpers,Busser,x +35-9011,Dining Room and Cafeteria Attendants and Bartender Helpers,Lunchroom Attendant,x +35-9021,Dishwashers,Dish Room Worker,x +35-9021,Dishwashers,Dishwasher, +35-9021,Dishwashers,Silverware Cleaner,x +35-9031,"Hosts and Hostesses, Restaurant, Lounge, and Coffee Shop",Bar Host/Hostess, +35-9031,"Hosts and Hostesses, Restaurant, Lounge, and Coffee Shop",Bar Hostess, +35-9031,"Hosts and Hostesses, Restaurant, Lounge, and Coffee Shop",Dining Room Host,x +35-9031,"Hosts and Hostesses, Restaurant, Lounge, and Coffee Shop",Dining Room Host/Hostess, +35-9031,"Hosts and Hostesses, Restaurant, Lounge, and Coffee Shop",Maitre D',x +35-9031,"Hosts and Hostesses, Restaurant, Lounge, and Coffee Shop",Tearoom Host/Hostess, +35-9031,"Hosts and Hostesses, Restaurant, Lounge, and Coffee Shop",Tearoom Hostess, +35-9099,"Food Preparation and Serving Related Workers, All Other",Kitchen Steward,x +37-1011,First-Line Supervisors of Housekeeping and Janitorial Workers,Building Cleaning Supervisor,x +37-1011,First-Line Supervisors of Housekeeping and Janitorial Workers,Cleaning Staff Supervisor,x +37-1011,First-Line Supervisors of Housekeeping and Janitorial Workers,Custodial Supervisor,x +37-1011,First-Line Supervisors of Housekeeping and Janitorial Workers,Head Custodian, +37-1011,First-Line Supervisors of Housekeeping and Janitorial Workers,Head School Custodian, +37-1011,First-Line Supervisors of Housekeeping and Janitorial Workers,Janitor Supervisor, +37-1011,First-Line Supervisors of Housekeeping and Janitorial Workers,Maid Supervisor, +37-1011,First-Line Supervisors of Housekeeping and Janitorial Workers,Maintenance and Custodian Supervisor, +37-1012,"First-Line Supervisors of Landscaping, Lawn Service, and Groundskeeping Workers",Gardening Supervisor, +37-1012,"First-Line Supervisors of Landscaping, Lawn Service, and Groundskeeping Workers",Greenskeeper Supervisor, +37-1012,"First-Line Supervisors of Landscaping, Lawn Service, and Groundskeeping Workers",Grounds Crew Supervisor, +37-1012,"First-Line Supervisors of Landscaping, Lawn Service, and Groundskeeping Workers",Grounds Foreman, +37-1012,"First-Line Supervisors of Landscaping, Lawn Service, and Groundskeeping Workers",Grounds Maintenance Supervisor,x +37-1012,"First-Line Supervisors of Landscaping, Lawn Service, and Groundskeeping Workers",Head Greenskeeper,x +37-1012,"First-Line Supervisors of Landscaping, Lawn Service, and Groundskeeping Workers",Horticultural Services Supervisor,x +37-1012,"First-Line Supervisors of Landscaping, Lawn Service, and Groundskeeping Workers",Landscape Installation Foreman, +37-1012,"First-Line Supervisors of Landscaping, Lawn Service, and Groundskeeping Workers",Turf and Grounds Supervisor, +37-2011,"Janitors and Cleaners, Except Maids and Housekeeping Cleaners",Building Custodian, +37-2011,"Janitors and Cleaners, Except Maids and Housekeeping Cleaners",Cleaning and Maintenance Worker, +37-2011,"Janitors and Cleaners, Except Maids and Housekeeping Cleaners",Custodial Worker, +37-2011,"Janitors and Cleaners, Except Maids and Housekeeping Cleaners",Custodian, +37-2011,"Janitors and Cleaners, Except Maids and Housekeeping Cleaners",Floor Cleaner, +37-2011,"Janitors and Cleaners, Except Maids and Housekeeping Cleaners",Heavy Duty Custodian, +37-2011,"Janitors and Cleaners, Except Maids and Housekeeping Cleaners",Industrial Plant Custodian,x +37-2011,"Janitors and Cleaners, Except Maids and Housekeeping Cleaners",Janitor, +37-2011,"Janitors and Cleaners, Except Maids and Housekeeping Cleaners",Office Cleaner, +37-2011,"Janitors and Cleaners, Except Maids and Housekeeping Cleaners",School Custodian,x +37-2011,"Janitors and Cleaners, Except Maids and Housekeeping Cleaners",Window Cleaner, +37-2011,"Janitors and Cleaners, Except Maids and Housekeeping Cleaners",Window Washer,x +37-2012,Maids and Housekeeping Cleaners,Chambermaid,x +37-2012,Maids and Housekeeping Cleaners,Cleaning Maid, +37-2012,Maids and Housekeeping Cleaners,Cottage Attendant, +37-2012,Maids and Housekeeping Cleaners,Domestic Maid, +37-2012,Maids and Housekeeping Cleaners,House Cleaner,x +37-2012,Maids and Housekeeping Cleaners,Housekeeping Aide, +37-2012,Maids and Housekeeping Cleaners,Housekeeping Staff,x +37-2012,Maids and Housekeeping Cleaners,Motel Maid, +37-2012,Maids and Housekeeping Cleaners,Ward Maid, +37-2019,"Building Cleaning Workers, All Other",Building Pressure Washer,x +37-2019,"Building Cleaning Workers, All Other",Chimney Sweep, +37-2019,"Building Cleaning Workers, All Other",Chimney Sweeper,x +37-2021,Pest Control Workers,Exterminator,x +37-2021,Pest Control Workers,Fumigator,x +37-2021,Pest Control Workers,Insecticide Expert, +37-2021,Pest Control Workers,Mosquito Sprayer, +37-2021,Pest Control Workers,Pest Controller, +37-2021,Pest Control Workers,Rat Exterminator, +37-2021,Pest Control Workers,Rodent Exterminator,x +37-2021,Pest Control Workers,Termite Technician, +37-2021,Pest Control Workers,Termite Treater, +37-3011,Landscaping and Groundskeeping Workers,Golf Course Laborer, +37-3011,Landscaping and Groundskeeping Workers,Greenskeeper,x +37-3011,Landscaping and Groundskeeping Workers,Greenskeeper Laborer, +37-3011,Landscaping and Groundskeeping Workers,Grounds Caretaker, +37-3011,Landscaping and Groundskeeping Workers,Grounds Maintenance Worker, +37-3011,Landscaping and Groundskeeping Workers,Hedge Trimmer,x +37-3011,Landscaping and Groundskeeping Workers,Lawn Care Worker, +37-3011,Landscaping and Groundskeeping Workers,Lawn Caretaker,x +37-3011,Landscaping and Groundskeeping Workers,Lawn Maintenance Worker, +37-3011,Landscaping and Groundskeeping Workers,Lawn Mower, +37-3011,Landscaping and Groundskeeping Workers,Lawn Service Worker, +37-3011,Landscaping and Groundskeeping Workers,Shrub Planter,x +37-3011,Landscaping and Groundskeeping Workers,Sod Layer, +37-3012,"Pesticide Handlers, Sprayers, and Applicators, Vegetation",Certified Pesticide Applicator, +37-3012,"Pesticide Handlers, Sprayers, and Applicators, Vegetation",Fruit Sprayer,x +37-3012,"Pesticide Handlers, Sprayers, and Applicators, Vegetation",Herbicide Sprayer, +37-3012,"Pesticide Handlers, Sprayers, and Applicators, Vegetation",Orchard Sprayer, +37-3012,"Pesticide Handlers, Sprayers, and Applicators, Vegetation",Plant Sprayer, +37-3012,"Pesticide Handlers, Sprayers, and Applicators, Vegetation",Weed Sprayer,x +37-3013,Tree Trimmers and Pruners,Pruner, +37-3013,Tree Trimmers and Pruners,Tree Pruner, +37-3013,Tree Trimmers and Pruners,Tree Specialist,x +37-3013,Tree Trimmers and Pruners,Tree Surgeon,x +37-3013,Tree Trimmers and Pruners,Tree Trimmer, +37-3013,Tree Trimmers and Pruners,Utility Arborist,x +37-3019,"Grounds Maintenance Workers, All Other",Trail Construction Worker, +37-3019,"Grounds Maintenance Workers, All Other",Trail Maintenance Worker, +37-3019,"Grounds Maintenance Workers, All Other",Trailhead Construction Worker, +37-3019,"Grounds Maintenance Workers, All Other",Trailhead Maintenance Worker,x +37-3019,"Grounds Maintenance Workers, All Other",Tree Trimmer Helper,x +39-1013,First-line Supervisors of Gambling Services Workers,Blackjack Pit Boss, +39-1013,First-line Supervisors of Gambling Services Workers,Blackjack Supervisor, +39-1013,First-line Supervisors of Gambling Services Workers,Cardroom Manager, +39-1013,First-line Supervisors of Gambling Services Workers,Cardroom Supervisor,x +39-1013,First-line Supervisors of Gambling Services Workers,Casino Slot Supervisor,x +39-1013,First-line Supervisors of Gambling Services Workers,Casino Supervisor, +39-1013,First-line Supervisors of Gambling Services Workers,Electronic Gambling Device Supervisor,x +39-1013,First-line Supervisors of Gambling Services Workers,Executive Casino Host, +39-1013,First-line Supervisors of Gambling Services Workers,Gambling Supervisor, +39-1013,First-line Supervisors of Gambling Services Workers,Pit Boss,x +39-1013,First-line Supervisors of Gambling Services Workers,Poker Room Supervisor, +39-1013,First-line Supervisors of Gambling Services Workers,Slot Floor Supervisor, +39-1013,First-line Supervisors of Gambling Services Workers,Slot Host, +39-1013,First-line Supervisors of Gambling Services Workers,Slot Key Person,x +39-1013,First-line Supervisors of Gambling Services Workers,Slot Shift Manager, +39-1013,First-line Supervisors of Gambling Services Workers,Table Games Supervisor,x +39-1014,"First-line Supervisors of Entertainment and Recreation Workers, Except Gambling Services",Arcade Supervisor,x +39-1014,"First-line Supervisors of Entertainment and Recreation Workers, Except Gambling Services",Caddy Master,x +39-1014,"First-line Supervisors of Entertainment and Recreation Workers, Except Gambling Services",Recreation Attendant Supervisor,x +39-1022,First-Line Supervisors of Personal Service Workers,Animal Trainer Supervisor,x +39-1022,First-Line Supervisors of Personal Service Workers,Child Care Worker Supervisor,x +39-1022,First-Line Supervisors of Personal Service Workers,Hair Salon Supervisor,x +39-1022,First-Line Supervisors of Personal Service Workers,Head Butler, +39-2011,Animal Trainers,Dog Handler, +39-2011,Animal Trainers,Dog Trainer, +39-2011,Animal Trainers,Dolphin Trainer, +39-2011,Animal Trainers,Guide Dog Instructor, +39-2011,Animal Trainers,Guide Dog Mobility Instructor, +39-2011,Animal Trainers,Guide Dog Trainer,x +39-2011,Animal Trainers,Horse Breaker,x +39-2011,Animal Trainers,Licensed Guide Dog Instructor, +39-2011,Animal Trainers,Lion Trainer, +39-2011,Animal Trainers,Marine Mammal Trainer,x +39-2011,Animal Trainers,Seeing Eye Dog Trainer, +39-2021,Animal Caretakers,Animal Care Giver, +39-2021,Animal Caretakers,Animal Care Technician, +39-2021,Animal Caretakers,Animal Caregiver, +39-2021,Animal Caretakers,Animal Daycare Provider, +39-2021,Animal Caretakers,Animal Groomer, +39-2021,Animal Caretakers,Animal Shelter Worker,x +39-2021,Animal Caretakers,Animal Sitter, +39-2021,Animal Caretakers,Aquarist, +39-2021,Animal Caretakers,Aquarium Tank Attendant, +39-2021,Animal Caretakers,Cat and Dog Bather, +39-2021,Animal Caretakers,Dog Bather, +39-2021,Animal Caretakers,Dog Beautician, +39-2021,Animal Caretakers,Dog Groomer,x +39-2021,Animal Caretakers,Dog Sitter, +39-2021,Animal Caretakers,Horse Exerciser, +39-2021,Animal Caretakers,Kennel Aide, +39-2021,Animal Caretakers,Kennel Attendant, +39-2021,Animal Caretakers,Kennel Helper, +39-2021,Animal Caretakers,Kennel Worker,x +39-2021,Animal Caretakers,Pet Feeder, +39-2021,Animal Caretakers,Pet Groomer, +39-2021,Animal Caretakers,Pet Sitter, +39-2021,Animal Caretakers,Pet Stylist, +39-2021,Animal Caretakers,Zookeeper,x +39-3011,Gambling Dealers,21 Dealer, +39-3011,Gambling Dealers,Blackjack Dealer,x +39-3011,Gambling Dealers,Casino Dealer, +39-3011,Gambling Dealers,Casino Games Dealer, +39-3011,Gambling Dealers,Craps Dealer,x +39-3011,Gambling Dealers,Keno Dealer, +39-3011,Gambling Dealers,Poker Dealer,x +39-3011,Gambling Dealers,Roulette Dealer,x +39-3011,Gambling Dealers,Table Games Dealer, +39-3012,Gambling and Sports Book Writers and Runners,Betting Clerk,x +39-3012,Gambling and Sports Book Writers and Runners,Bingo Worker,x +39-3012,Gambling and Sports Book Writers and Runners,Bookie, +39-3012,Gambling and Sports Book Writers and Runners,Casino Floor Runner, +39-3012,Gambling and Sports Book Writers and Runners,Keno Runner,x +39-3012,Gambling and Sports Book Writers and Runners,Keno Writer, +39-3012,Gambling and Sports Book Writers and Runners,Race and Sports Book Writer, +39-3012,Gambling and Sports Book Writers and Runners,Race Book Writer,x +39-3012,Gambling and Sports Book Writers and Runners,Sports Book Board Attendant, +39-3012,Gambling and Sports Book Writers and Runners,Sportsbook Ticket Writer, +39-3019,"Gambling Service Workers, All Other",Card Table Attendant, +39-3019,"Gambling Service Workers, All Other",Pit Clerk,x +39-3019,"Gambling Service Workers, All Other",Poker Prop Player, +39-3019,"Gambling Service Workers, All Other",Proposition Player,x +39-3019,"Gambling Service Workers, All Other",Shill,x +39-3021,Motion Picture Projectionists,Chief Projectionist, +39-3021,Motion Picture Projectionists,Film Projector Operator,x +39-3021,Motion Picture Projectionists,Motion Picture Operator, +39-3021,Motion Picture Projectionists,Motion Picture Projectionist, +39-3021,Motion Picture Projectionists,Movie Projectionist,x +39-3021,Motion Picture Projectionists,Projector Booth Operator, +39-3021,Motion Picture Projectionists,Stereoptician, +39-3031,"Ushers, Lobby Attendants, and Ticket Takers",Drive-In Theater Attendant, +39-3031,"Ushers, Lobby Attendants, and Ticket Takers",Lobby Attendant, +39-3031,"Ushers, Lobby Attendants, and Ticket Takers",Theater Usher,x +39-3031,"Ushers, Lobby Attendants, and Ticket Takers",Ticket Attendant, +39-3031,"Ushers, Lobby Attendants, and Ticket Takers",Ticket Collector,x +39-3031,"Ushers, Lobby Attendants, and Ticket Takers",Usher, +39-3091,Amusement and Recreation Attendants,Amusement Park Worker, +39-3091,Amusement and Recreation Attendants,Animal Ride Attendant, +39-3091,Amusement and Recreation Attendants,Arcade Attendant,x +39-3091,Amusement and Recreation Attendants,Carnival Worker, +39-3091,Amusement and Recreation Attendants,Ferris Wheel Operator, +39-3091,Amusement and Recreation Attendants,Golf Caddy,x +39-3091,Amusement and Recreation Attendants,Ice Rink Attendant, +39-3091,Amusement and Recreation Attendants,Ride Operator, +39-3091,Amusement and Recreation Attendants,Rides Attendant, +39-3091,Amusement and Recreation Attendants,Ski Lift Attendant, +39-3091,Amusement and Recreation Attendants,Ski Lift Operator,x +39-3091,Amusement and Recreation Attendants,Sports Complex Attendant, +39-3092,Costume Attendants,Theatrical Wardrobe Attendant, +39-3092,Costume Attendants,Theatrical Wardrobe Dresser,x +39-3092,Costume Attendants,Wardrobe Assistant, +39-3092,Costume Attendants,Wardrobe Attendant,x +39-3092,Costume Attendants,Wardrobe Custodian, +39-3092,Costume Attendants,Wardrobe Dresser, +39-3092,Costume Attendants,Wardrobe Supervisor, +39-3093,"Locker Room, Coatroom, and Dressing Room Attendants",Athletic Equipment Manager, +39-3093,"Locker Room, Coatroom, and Dressing Room Attendants",Bathhouse Attendant,x +39-3093,"Locker Room, Coatroom, and Dressing Room Attendants",Checkroom Attendant, +39-3093,"Locker Room, Coatroom, and Dressing Room Attendants",Cloak Room Attendant, +39-3093,"Locker Room, Coatroom, and Dressing Room Attendants",Coat Checker,x +39-3093,"Locker Room, Coatroom, and Dressing Room Attendants",Ladies Locker Room Attendant, +39-3093,"Locker Room, Coatroom, and Dressing Room Attendants",Locker Room Attendant, +39-3093,"Locker Room, Coatroom, and Dressing Room Attendants",Locker Room Manager, +39-3093,"Locker Room, Coatroom, and Dressing Room Attendants",Locker Room Supervisor, +39-3093,"Locker Room, Coatroom, and Dressing Room Attendants",Washroom Attendant,x +39-3099,"Entertainment Attendants and Related Workers, All Other",Jockey Valet, +39-4011,Embalmers,Anatomical Embalmer, +39-4011,Embalmers,Arterial Embalmer, +39-4011,Embalmers,Embalmer Apprentice, +39-4011,Embalmers,Licensed Embalmer,x +39-4011,Embalmers,Restorative Art Embalmer,x +39-4012,Crematory Operators,Cremation Arranger, +39-4012,Crematory Operators,Cremator,x +39-4012,Crematory Operators,Crematory Operator,x +39-4021,Funeral Attendants,Funeral Assistant, +39-4021,Funeral Attendants,Funeral Greeter, +39-4021,Funeral Attendants,Funeral Home Assistant,x +39-4021,Funeral Attendants,Funeral Home Associate, +39-4021,Funeral Attendants,Mortician Helper,x +39-4021,Funeral Attendants,Pallbearer,x +39-4021,Funeral Attendants,Undertaker Helper, +39-4031,"Morticians, Undertakers, and Funeral Arrangers",Certified Mortician,x +39-4031,"Morticians, Undertakers, and Funeral Arrangers",Funeral Arrangement Director, +39-4031,"Morticians, Undertakers, and Funeral Arrangers",Funeral Arranger,x +39-5011,Barbers,Barber Apprentice,x +39-5011,Barbers,Master Barber,x +39-5012,"Hairdressers, Hairstylists, and Cosmetologists",Beautician,x +39-5012,"Hairdressers, Hairstylists, and Cosmetologists",Cosmetologist, +39-5012,"Hairdressers, Hairstylists, and Cosmetologists",Funeral Home Makeup Artist, +39-5012,"Hairdressers, Hairstylists, and Cosmetologists",Hair and Makeup Designer, +39-5012,"Hairdressers, Hairstylists, and Cosmetologists",Hair Colorist, +39-5012,"Hairdressers, Hairstylists, and Cosmetologists",Hair Stylist, +39-5012,"Hairdressers, Hairstylists, and Cosmetologists",Hairdresser, +39-5012,"Hairdressers, Hairstylists, and Cosmetologists",Hairpiece Stylist, +39-5012,"Hairdressers, Hairstylists, and Cosmetologists",Wedding Makeup Artist, +39-5012,"Hairdressers, Hairstylists, and Cosmetologists",Wig Stylist,x +39-5091,"Makeup Artists, Theatrical and Performance",Special Effects Makeup Artist,x +39-5092,Manicurists and Pedicurists,Fingernail Sculptor,x +39-5092,Manicurists and Pedicurists,Nail Technician,x +39-5092,Manicurists and Pedicurists,Pedicurist, +39-5093,Shampooers,Scalp Treatment Specialist,x +39-5093,Shampooers,Shampoo Assistant,x +39-5093,Shampooers,Shampoo Technician, +39-5094,Skincare Specialists,Electrolysis Needle Operator, +39-5094,Skincare Specialists,Electrolysis Operator,x +39-5094,Skincare Specialists,Electrolysist, +39-5094,Skincare Specialists,Esthetician, +39-5094,Skincare Specialists,Facialist,x +39-5094,Skincare Specialists,Licensed Esthetician, +39-5094,Skincare Specialists,Medical Esthetician,x +39-5094,Skincare Specialists,Skin Care Technician, +39-6011,Baggage Porters and Bellhops,Baggage Porter, +39-6011,Baggage Porters and Bellhops,Bell Staff, +39-6011,Baggage Porters and Bellhops,Bellperson, +39-6011,Baggage Porters and Bellhops,Bellstaff,x +39-6011,Baggage Porters and Bellhops,Hotel Baggage Handler,x +39-6011,Baggage Porters and Bellhops,Luggage Attendant, +39-6011,Baggage Porters and Bellhops,Redcap, +39-6011,Baggage Porters and Bellhops,Skycap,x +39-6012,Concierges,Activities Concierge,x +39-6012,Concierges,Club Concierge, +39-6012,Concierges,Conference Concierge, +39-6012,Concierges,Guest Service Supervisor, +39-6012,Concierges,Hotel Concierge,x +39-6012,Concierges,Hotel Guest Service Agent,x +39-7011,Tour Guides and Escorts,Historical Interpreter, +39-7011,Tour Guides and Escorts,Historical Site Guide,x +39-7011,Tour Guides and Escorts,Museum Docent, +39-7011,Tour Guides and Escorts,Museum Guide,x +39-7011,Tour Guides and Escorts,Sightseeing Guide,x +39-7011,Tour Guides and Escorts,Tourist Escort, +39-7011,Tour Guides and Escorts,Tourist Guide, +39-7012,Travel Guides,Cruise Director,x +39-7012,Travel Guides,River Expedition Guide,x +39-7012,Travel Guides,Tour Coordinator, +39-7012,Travel Guides,Tour Director, +39-9011,Childcare Workers,Au Pair,x +39-9011,Childcare Workers,Baby Sitter, +39-9011,Childcare Workers,Before and After School Daycare Worker, +39-9011,Childcare Workers,Childcare Aide, +39-9011,Childcare Workers,Childcare Attendant, +39-9011,Childcare Workers,Day Care Attendant, +39-9011,Childcare Workers,Day Care Worker, +39-9011,Childcare Workers,Daycare Aide, +39-9011,Childcare Workers,Daycare Provider,x +39-9011,Childcare Workers,Governess, +39-9011,Childcare Workers,Nanny,x +39-9011,Childcare Workers,Nursery Day Care Worker, +39-9011,Childcare Workers,Playground Aide, +39-9031,Exercise Trainers and Group Fitness Instructors,Aerobics Instructor,x +39-9031,Exercise Trainers and Group Fitness Instructors,Certified Personal Trainer, +39-9031,Exercise Trainers and Group Fitness Instructors,Fitness Trainer, +39-9031,Exercise Trainers and Group Fitness Instructors,Group Exercise Instructor, +39-9031,Exercise Trainers and Group Fitness Instructors,Group Fitness Instructor, +39-9031,Exercise Trainers and Group Fitness Instructors,Personal Fitness Trainer, +39-9031,Exercise Trainers and Group Fitness Instructors,Personal Trainer,x +39-9031,Exercise Trainers and Group Fitness Instructors,Weight Trainer, +39-9031,Exercise Trainers and Group Fitness Instructors,Weight Training Instructor, +39-9031,Exercise Trainers and Group Fitness Instructors,Yoga Instructor,x +39-9031,Exercise Trainers and Group Fitness Instructors,Yoga Teacher, +39-9032,Recreation Workers,Camp Counselor,x +39-9032,Recreation Workers,Recreation Assistant, +39-9032,Recreation Workers,Recreational Activities Aide,x +39-9032,Recreation Workers,Recreational Activities Assistant, +39-9032,Recreation Workers,Recreational Aide, +39-9041,Residential Advisors,Dormitory Counselor,x +39-9041,Residential Advisors,House Parent,x +39-9041,Residential Advisors,Residence Director, +39-9041,Residential Advisors,Residence Life Coordinator,x +39-9041,Residential Advisors,Residential Director, +39-9041,Residential Advisors,Residential Life Director, +39-9041,Residential Advisors,Sorority Mother, +39-9099,"Personal Care and Service Workers, All Other",Butler,x +39-9099,"Personal Care and Service Workers, All Other",Doula, +39-9099,"Personal Care and Service Workers, All Other",House Sitter,x +39-9099,"Personal Care and Service Workers, All Other",Magnetic Healer, +39-9099,"Personal Care and Service Workers, All Other",Shoe Shiner,x +39-9099,"Personal Care and Service Workers, All Other",Valet,x +41-1011,First-Line Supervisors of Retail Sales Workers,Assistant Store Manager, +41-1011,First-Line Supervisors of Retail Sales Workers,Cashier Manager, +41-1011,First-Line Supervisors of Retail Sales Workers,Cashier Supervisor,x +41-1011,First-Line Supervisors of Retail Sales Workers,Delicatessen Department Manager,x +41-1011,First-Line Supervisors of Retail Sales Workers,Produce Department Supervisor, +41-1011,First-Line Supervisors of Retail Sales Workers,Sales Clerk Supervisor, +41-1011,First-Line Supervisors of Retail Sales Workers,Used Car Sales Supervisor, +41-1012,First-Line Supervisors of Non-Retail Sales Workers,Blood Donor Recruiter Supervisor, +41-1012,First-Line Supervisors of Non-Retail Sales Workers,Insurance Sales Supervisor,x +41-1012,First-Line Supervisors of Non-Retail Sales Workers,Radio Time Sales Supervisor, +41-1012,First-Line Supervisors of Non-Retail Sales Workers,Real Estate Sales Supervisor,x +41-1012,First-Line Supervisors of Non-Retail Sales Workers,Stock Broker Supervisor, +41-1012,First-Line Supervisors of Non-Retail Sales Workers,Telemarketer Supervisor,x +41-1012,First-Line Supervisors of Non-Retail Sales Workers,Telemarketing Manager, +41-1012,First-Line Supervisors of Non-Retail Sales Workers,Telesales Supervisor, +41-2011,Cashiers,Cash Register Operator,x +41-2011,Cashiers,Check Out Cashier, +41-2011,Cashiers,Fare Collector, +41-2011,Cashiers,Grocery Checker,x +41-2011,Cashiers,Hotel Dining Room Cashier, +41-2011,Cashiers,Snack Bar Cashier, +41-2011,Cashiers,Toll Booth Operator, +41-2011,Cashiers,Toll Collector,x +41-2012,Gambling Change Persons and Booth Cashiers,Mutuel Teller,x +41-2012,Gambling Change Persons and Booth Cashiers,Slot Attendant,x +41-2021,Counter and Rental Clerks,Airplane Charter Clerk, +41-2021,Counter and Rental Clerks,Apartment Rental Clerk, +41-2021,Counter and Rental Clerks,Automobile Rental Clerk, +41-2021,Counter and Rental Clerks,Automotive Service Writer,x +41-2021,Counter and Rental Clerks,Bicycle Rental Clerk, +41-2021,Counter and Rental Clerks,Boat Rental Clerk, +41-2021,Counter and Rental Clerks,Car Rental Agent,x +41-2021,Counter and Rental Clerks,Dry Cleaning Counter Clerk,x +41-2021,Counter and Rental Clerks,Layaway Clerk, +41-2021,Counter and Rental Clerks,Rental Clerk, +41-2021,Counter and Rental Clerks,Storage Facility Rental Clerk, +41-2021,Counter and Rental Clerks,Video Rental Clerk, +41-2022,Parts Salespersons,Appliance Parts Counter Clerk, +41-2022,Parts Salespersons,Auto Parts Salesperson,x +41-2022,Parts Salespersons,Electronic Parts Salesperson,x +41-2022,Parts Salespersons,Parts Clerk, +41-2022,Parts Salespersons,Parts Counter Clerk, +41-2031,Retail Salespersons,Automotive Salesperson, +41-2031,Retail Salespersons,Department Store Salesperson, +41-2031,Retail Salespersons,Menswear Salesperson, +41-2031,Retail Salespersons,New Car Salesperson, +41-2031,Retail Salespersons,Pet Supplies Salesperson, +41-2031,Retail Salespersons,Pets Salesperson, +41-2031,Retail Salespersons,Shoe Salesperson, +41-2031,Retail Salespersons,Used Car Salesperson,x +41-2031,Retail Salespersons,Women's Apparel Salesperson,x +41-3011,Advertising Sales Agents,Advertising Account Executive,x +41-3011,Advertising Sales Agents,Advertising Agent, +41-3011,Advertising Sales Agents,Advertising Solicitor, +41-3011,Advertising Sales Agents,Display Advertising Sales Representative,x +41-3011,Advertising Sales Agents,Inside Sales Advertising Executive, +41-3011,Advertising Sales Agents,Outside Sales Advertising Executive, +41-3011,Advertising Sales Agents,Radio Time Salesperson, +41-3011,Advertising Sales Agents,Signs and Displays Salesperson, +41-3011,Advertising Sales Agents,Yellow Pages Space Salesperson,x +41-3021,Insurance Sales Agents,Health Insurance Sales Agent, +41-3021,Insurance Sales Agents,Insurance Agent, +41-3021,Insurance Sales Agents,Insurance Broker, +41-3021,Insurance Sales Agents,Life Insurance Agent, +41-3021,Insurance Sales Agents,Life Insurance Salesperson,x +41-3021,Insurance Sales Agents,Pension Agent,x +41-3031,"Securities, Commodities, and Financial Services Sales Agents",Commodities Broker, +41-3031,"Securities, Commodities, and Financial Services Sales Agents",Commodity Trader, +41-3031,"Securities, Commodities, and Financial Services Sales Agents",Equity Trader, +41-3031,"Securities, Commodities, and Financial Services Sales Agents",Foreign Exchange Trader,x +41-3031,"Securities, Commodities, and Financial Services Sales Agents",Investment Banker,x +41-3031,"Securities, Commodities, and Financial Services Sales Agents",Municipal Bond Trader, +41-3031,"Securities, Commodities, and Financial Services Sales Agents",Mutual Fund Sales Agent, +41-3031,"Securities, Commodities, and Financial Services Sales Agents",Securities Trader,x +41-3031,"Securities, Commodities, and Financial Services Sales Agents",Stock Broker,x +41-3031,"Securities, Commodities, and Financial Services Sales Agents",Stock Trader, +41-3041,Travel Agents,Auto Travel Counselor, +41-3041,Travel Agents,Certified Corporate Travel Executive, +41-3041,Travel Agents,Certified Travel Counselor, +41-3041,Travel Agents,Corporate Travel Expert,x +41-3041,Travel Agents,Travel Consultant, +41-3041,Travel Agents,Travel Counselor, +41-3041,Travel Agents,Travel Service Consultant,x +41-3091,"Sales Representatives of Services, Except Advertising, Insurance, Financial Services, and Travel",Automobile Club Membership Sales Agent, +41-3091,"Sales Representatives of Services, Except Advertising, Insurance, Financial Services, and Travel",Bookkeeping Service Sales Agent, +41-3091,"Sales Representatives of Services, Except Advertising, Insurance, Financial Services, and Travel",Business Services Sales Representative,x +41-3091,"Sales Representatives of Services, Except Advertising, Insurance, Financial Services, and Travel",Membership Solicitor,x +41-3091,"Sales Representatives of Services, Except Advertising, Insurance, Financial Services, and Travel",Pest Control Service Sales Agent,x +41-4011,"Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products",Chemical Sales Representative, +41-4011,"Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products",Electroplating Sales Representative, +41-4011,"Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products",Engineering Supplies Sales, +41-4011,"Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products",Pharmaceutical Detailer, +41-4011,"Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products",Pharmaceutical Sales Representative,x +41-4011,"Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products",Pharmaceutical Salesperson, +41-4011,"Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products",Surgical Instruments Sales Representative,x +41-4011,"Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products",Wholesale Ultrasonic Equipment Salesperson,x +41-4012,"Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products",Bottling Equipment Sales Representative, +41-4012,"Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products",Freight Broker, +41-4012,"Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products",Hotel Supplies Salesperson,x +41-4012,"Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products",Mortician Supplies Sales Representative, +41-4012,"Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products",Pulpwood Dealer,x +41-4012,"Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products",Wholesale Diamond Broker,x +41-9011,Demonstrators and Product Promoters,Home Demonstrator,x +41-9011,Demonstrators and Product Promoters,Home Service Demonstrator, +41-9011,Demonstrators and Product Promoters,Hostess Party Sales Representative, +41-9011,Demonstrators and Product Promoters,In-Store Demonstrator,x +41-9012,Models,Artist's Model, +41-9012,Models,Clothes Model, +41-9012,Models,Fashion Model,x +41-9012,Models,Figure Model, +41-9012,Models,Hand Model,x +41-9012,Models,Hat Model, +41-9012,Models,Photographer's Model,x +41-9012,Models,Studio Model, +41-9021,Real Estate Brokers,Licensed Real Estate Broker,x +41-9022,Real Estate Sales Agents,Agricultural Real Estate Agent, +41-9022,Real Estate Sales Agents,Apartment Rental Agent,x +41-9022,Real Estate Sales Agents,Industrial Real Estate Agent, +41-9022,Real Estate Sales Agents,Land Sales Agent, +41-9022,Real Estate Sales Agents,Right of Way Agent,x +41-9031,Sales Engineers,Aerospace Products Sales Engineer,x +41-9031,Sales Engineers,Missile Navigation Systems Sales Engineer,x +41-9031,Sales Engineers,Nuclear Equipment Sales Engineer,x +41-9041,Telemarketers,Inbound Telemarketer, +41-9041,Telemarketers,Outbound Telemarketer, +41-9041,Telemarketers,Telemarketing Sales Representative,x +41-9041,Telemarketers,Telephone Solicitor,x +41-9041,Telemarketers,Telesales Representative, +41-9041,Telemarketers,Telesales Specialist, +41-9091,"Door-to-Door Sales Workers, News and Street Vendors, and Related Workers",Newspaper Carrier,x +41-9091,"Door-to-Door Sales Workers, News and Street Vendors, and Related Workers",Newstand Vendor, +41-9091,"Door-to-Door Sales Workers, News and Street Vendors, and Related Workers",Peddler,x +41-9091,"Door-to-Door Sales Workers, News and Street Vendors, and Related Workers",Souvenir Street Vendor,x +41-9099,"Sales and Related Workers, All Other",Auctioneer,x +41-9099,"Sales and Related Workers, All Other",Blood Donor Recruiter,x +41-9099,"Sales and Related Workers, All Other",Leaflet Distributor, +41-9099,"Sales and Related Workers, All Other",Livestock Auctioneer, +41-9099,"Sales and Related Workers, All Other",Pawn Shop Clerk,x +41-9099,"Sales and Related Workers, All Other",Personal Shopper,x +41-9099,"Sales and Related Workers, All Other",Store Gift Wrap Associate,x +43-1011,First-Line Supervisors of Office and Administrative Support Workers,Accounts Payable Supervisor, +43-1011,First-Line Supervisors of Office and Administrative Support Workers,Billing Department Supervisor, +43-1011,First-Line Supervisors of Office and Administrative Support Workers,Billing Supervisor, +43-1011,First-Line Supervisors of Office and Administrative Support Workers,Clerical Supervisor,x +43-1011,First-Line Supervisors of Office and Administrative Support Workers,Data Entry Supervisor, +43-1011,First-Line Supervisors of Office and Administrative Support Workers,Medical Billing Supervisor, +43-1011,First-Line Supervisors of Office and Administrative Support Workers,Office Services Supervisor, +43-1011,First-Line Supervisors of Office and Administrative Support Workers,Payroll Supervisor,x +43-1011,First-Line Supervisors of Office and Administrative Support Workers,Records Supervisor, +43-1011,First-Line Supervisors of Office and Administrative Support Workers,Teller Supervisor,x +43-1011,First-Line Supervisors of Office and Administrative Support Workers,Timekeeping Supervisor, +43-2011,"Switchboard Operators, Including Answering Service",PBX Operator, +43-2011,"Switchboard Operators, Including Answering Service",Private Branch Exchange Operator,x +43-2011,"Switchboard Operators, Including Answering Service",Telephone Answering Service Operator,x +43-2011,"Switchboard Operators, Including Answering Service",Telephone Switchboard Operator,x +43-2021,Telephone Operators,411 Directory Assistance Operator, +43-2021,Telephone Operators,Directory Assistance Operator,x +43-2021,Telephone Operators,Information Operator,x +43-2021,Telephone Operators,Local Telephone Operator, +43-2021,Telephone Operators,Long Distance Operator,x +43-2021,Telephone Operators,Telephone Exchange Operator, +43-2099,"Communications Equipment Operators, All Other",Communications Equipment Operator, +43-2099,"Communications Equipment Operators, All Other",Radio Operator,x +43-2099,"Communications Equipment Operators, All Other",Telegraph and Teletype Operator, +43-2099,"Communications Equipment Operators, All Other",Telex Operator, +43-3011,Bill and Account Collectors,Accounts Collector, +43-3011,Bill and Account Collectors,Bill Collector, +43-3011,Bill and Account Collectors,Billing Representative, +43-3011,Bill and Account Collectors,Collection Agent,x +43-3011,Bill and Account Collectors,Collections Clerk, +43-3011,Bill and Account Collectors,Collections Representative, +43-3011,Bill and Account Collectors,Debt Collector,x +43-3011,Bill and Account Collectors,Installment Agent, +43-3011,Bill and Account Collectors,Installment Loan Collector, +43-3011,Bill and Account Collectors,Insurance Collector, +43-3011,Bill and Account Collectors,Payment Collector, +43-3011,Bill and Account Collectors,Repossessor,x +43-3021,Billing and Posting Clerks,Billing Clerk, +43-3021,Billing and Posting Clerks,Invoice Clerk, +43-3021,Billing and Posting Clerks,Invoice Control Clerk,x +43-3021,Billing and Posting Clerks,Posting Clerk, +43-3021,Billing and Posting Clerks,Statement Clerk, +43-3021,Billing and Posting Clerks,Statement Distribution Clerk, +43-3021,Billing and Posting Clerks,Statement Processor,x +43-3031,"Bookkeeping, Accounting, and Auditing Clerks",Accounts Receivable Assistant, +43-3031,"Bookkeeping, Accounting, and Auditing Clerks",Accounts Receivable Clerk,x +43-3031,"Bookkeeping, Accounting, and Auditing Clerks",Auditing Clerk, +43-3031,"Bookkeeping, Accounting, and Auditing Clerks",Bookkeeper,x +43-3031,"Bookkeeping, Accounting, and Auditing Clerks",Fixed Capital Clerk, +43-3031,"Bookkeeping, Accounting, and Auditing Clerks",Foreign Exchange Position Clerk, +43-3031,"Bookkeeping, Accounting, and Auditing Clerks",Mortgage Accounting Clerk,x +43-3041,Gambling Cage Workers,Cage Cashier,x +43-3041,Gambling Cage Workers,Casino Cage Cashier, +43-3041,Gambling Cage Workers,Casino Cashier,x +43-3041,Gambling Cage Workers,Gambling Cage Cashier, +43-3041,Gambling Cage Workers,Gambling Cashier, +43-3051,Payroll and Timekeeping Clerks,Flight Crew Time Clerk, +43-3051,Payroll and Timekeeping Clerks,Payroll Bookkeeper, +43-3051,Payroll and Timekeeping Clerks,Personnel Scheduler, +43-3051,Payroll and Timekeeping Clerks,Time and Attendance Clerk,x +43-3051,Payroll and Timekeeping Clerks,Time Clerk, +43-3051,Payroll and Timekeeping Clerks,Timekeeper,x +43-3061,Procurement Clerks,Procurement Assistant,x +43-3061,Procurement Clerks,Purchasing Assistant, +43-3061,Procurement Clerks,Purchasing Clerk,x +43-3071,Tellers,Bank Teller, +43-3071,Tellers,Commercial Teller, +43-3071,Tellers,Exchange Teller, +43-3071,Tellers,Foreign Banknote Teller, +43-3071,Tellers,Foreign Exchange Clerk,x +43-3071,Tellers,Loan Teller, +43-3071,Tellers,Money Order Clerk,x +43-3071,Tellers,Receiving Teller, +43-3071,Tellers,Savings Teller, +43-3071,Tellers,Securities Teller,x +43-3099,"Financial Clerks, All Other",Bank Vault Attendant,x +43-3099,"Financial Clerks, All Other",Bank Vault Clerk, +43-3099,"Financial Clerks, All Other",Bank Vault Custodian, +43-3099,"Financial Clerks, All Other",Financial Operations Clerk, +43-3099,"Financial Clerks, All Other",Financial Reserve Clerk,x +43-3099,"Financial Clerks, All Other",Safe Deposit Clerk, +43-3099,"Financial Clerks, All Other",Safety Deposit Clerk,x +43-3099,"Financial Clerks, All Other",Vault Teller, +43-4011,Brokerage Clerks,Brokerage Purchase-and-Sale Clerk, +43-4011,Brokerage Clerks,Commodities Clerk,x +43-4011,Brokerage Clerks,Dividend Clerk,x +43-4011,Brokerage Clerks,Securities Clerk, +43-4021,Correspondence Clerks,Claims Correspondence Clerk, +43-4021,Correspondence Clerks,Correspondence Representative, +43-4021,Correspondence Clerks,Correspondence Transcriber, +43-4021,Correspondence Clerks,Customer Service Correspondence Clerk, +43-4021,Correspondence Clerks,Fan Mail Editor,x +43-4021,Correspondence Clerks,Medicare Correspondence Representative,x +43-4021,Correspondence Clerks,Student Loan Correspondent, +43-4031,"Court, Municipal, and License Clerks",Circuit Court Clerk,x +43-4031,"Court, Municipal, and License Clerks",City Clerk, +43-4031,"Court, Municipal, and License Clerks",Court Clerk, +43-4031,"Court, Municipal, and License Clerks",Courtroom Clerk, +43-4031,"Court, Municipal, and License Clerks",Deputy Court Clerk, +43-4031,"Court, Municipal, and License Clerks",Docket Clerk, +43-4031,"Court, Municipal, and License Clerks",Dog Licenser, +43-4031,"Court, Municipal, and License Clerks",License Clerk, +43-4031,"Court, Municipal, and License Clerks",Motor Vehicle License Clerk,x +43-4031,"Court, Municipal, and License Clerks",Motor Vehicle Representative, +43-4031,"Court, Municipal, and License Clerks",Municipal Clerk, +43-4031,"Court, Municipal, and License Clerks",Tax Clerk, +43-4031,"Court, Municipal, and License Clerks",Township Clerk, +43-4031,"Court, Municipal, and License Clerks",Warrant Clerk,x +43-4041,"Credit Authorizers, Checkers, and Clerks",Charge Authorizer,x +43-4041,"Credit Authorizers, Checkers, and Clerks",Commercial Credit Reviewer,x +43-4041,"Credit Authorizers, Checkers, and Clerks",Credit Authorizer, +43-4041,"Credit Authorizers, Checkers, and Clerks",Credit Charge Authorizer, +43-4041,"Credit Authorizers, Checkers, and Clerks",Credit Checker, +43-4041,"Credit Authorizers, Checkers, and Clerks",Credit Investigator, +43-4041,"Credit Authorizers, Checkers, and Clerks",Credit Processor, +43-4041,"Credit Authorizers, Checkers, and Clerks",Credit Rating Checker,x +43-4041,"Credit Authorizers, Checkers, and Clerks",Credit Reference Clerk, +43-4041,"Credit Authorizers, Checkers, and Clerks",Credit Report Checker, +43-4051,Customer Service Representatives,Complaint Clerk, +43-4051,Customer Service Representatives,Contact Center Specialist, +43-4051,Customer Service Representatives,Customer Complaint Clerk,x +43-4051,Customer Service Representatives,Customer Contact Specialist, +43-4051,Customer Service Representatives,Customer Relations Representative, +43-4051,Customer Service Representatives,Customer Support Representative, +43-4051,Customer Service Representatives,Gas Distribution and Emergency Clerk, +43-4051,Customer Service Representatives,Passenger Relations Representative,x +43-4051,Customer Service Representatives,Policyholder Information Clerk, +43-4051,Customer Service Representatives,Warranty Clerk,x +43-4061,"Eligibility Interviewers, Government Programs",Medicare Interviewer,x +43-4061,"Eligibility Interviewers, Government Programs",Public Housing Interviewer,x +43-4061,"Eligibility Interviewers, Government Programs",Social Security Benefits Interviewer, +43-4061,"Eligibility Interviewers, Government Programs",Unemployment Benefits Claims Taker,x +43-4061,"Eligibility Interviewers, Government Programs",Welfare Interviewer, +43-4071,File Clerks,Cut File Clerk, +43-4071,File Clerks,Document Clerk,x +43-4071,File Clerks,File Keeper, +43-4071,File Clerks,Index Clerk, +43-4071,File Clerks,Records Clerk,x +43-4081,"Hotel, Motel, and Resort Desk Clerks",Assistant Innkeeper, +43-4081,"Hotel, Motel, and Resort Desk Clerks",Hotel Desk Clerk, +43-4081,"Hotel, Motel, and Resort Desk Clerks",Hotel Front Desk Clerk,x +43-4081,"Hotel, Motel, and Resort Desk Clerks",Hotel Registration Clerk,x +43-4081,"Hotel, Motel, and Resort Desk Clerks",Motel Clerk, +43-4081,"Hotel, Motel, and Resort Desk Clerks",Motel Front Desk Attendant, +43-4081,"Hotel, Motel, and Resort Desk Clerks",Resort Desk Clerk, +43-4111,"Interviewers, Except Eligibility and Loan",Admitting Interviewer, +43-4111,"Interviewers, Except Eligibility and Loan",Census Clerk, +43-4111,"Interviewers, Except Eligibility and Loan",Census Taker,x +43-4111,"Interviewers, Except Eligibility and Loan",Field Enumerator, +43-4111,"Interviewers, Except Eligibility and Loan",Market Research Interviewer,x +43-4111,"Interviewers, Except Eligibility and Loan",Outpatient Interviewing Clerk,x +43-4111,"Interviewers, Except Eligibility and Loan",Survey Interviewer, +43-4111,"Interviewers, Except Eligibility and Loan",Telephone Interviewer, +43-4121,"Library Assistants, Clerical",Book Sorter, +43-4121,"Library Assistants, Clerical",Braille and Talking Books Clerk,x +43-4121,"Library Assistants, Clerical",Circulation Clerk,x +43-4121,"Library Assistants, Clerical",Film Library Clerk, +43-4121,"Library Assistants, Clerical",Library Aide, +43-4121,"Library Assistants, Clerical",Library Assistant, +43-4121,"Library Assistants, Clerical",Library Circulation Clerk, +43-4121,"Library Assistants, Clerical",Library Clerk, +43-4121,"Library Assistants, Clerical",Medical Library Assistant, +43-4121,"Library Assistants, Clerical",Microfilm Clerk,x +43-4131,Loan Interviewers and Clerks,Loan Interviewer, +43-4131,Loan Interviewers and Clerks,Loan Processor,x +43-4131,Loan Interviewers and Clerks,Mortgage Closing Clerk, +43-4131,Loan Interviewers and Clerks,Mortgage Loan Closer,x +43-4131,Loan Interviewers and Clerks,Mortgage Loan Processing Clerk, +43-4131,Loan Interviewers and Clerks,Mortgage Loan Processor, +43-4131,Loan Interviewers and Clerks,Mortgage Processor, +43-4141,New Accounts Clerks,Banking Services Clerk,x +43-4141,New Accounts Clerks,New Accounts Banking Representative,x +43-4141,New Accounts Clerks,New Client Banking Services Clerk, +43-4151,Order Clerks,Catalogue Clerk,x +43-4151,Order Clerks,Classified Ad Clerk,x +43-4151,Order Clerks,Mail Order Clerk, +43-4151,Order Clerks,Order Desk Clerk, +43-4151,Order Clerks,Service Order Clerk, +43-4151,Order Clerks,Subscription Clerk,x +43-4151,Order Clerks,Want Ad Clerk, +43-4161,"Human Resources Assistants, Except Payroll and Timekeeping",Employment Clerk, +43-4161,"Human Resources Assistants, Except Payroll and Timekeeping",HR Clerk,x +43-4161,"Human Resources Assistants, Except Payroll and Timekeeping",Personnel Clerk,x +43-4171,Receptionists and Information Clerks,Appointment Clerk,x +43-4171,Receptionists and Information Clerks,Dental Receptionist, +43-4171,Receptionists and Information Clerks,Front Desk Receptionist,x +43-4171,Receptionists and Information Clerks,Land Leasing Information Clerk,x +43-4181,Reservation and Transportation Ticket Agents and Travel Clerks,Airline Reservation Agent, +43-4181,Reservation and Transportation Ticket Agents and Travel Clerks,Airline Reservationist, +43-4181,Reservation and Transportation Ticket Agents and Travel Clerks,Airline Ticket Agent,x +43-4181,Reservation and Transportation Ticket Agents and Travel Clerks,Gate Agent,x +43-4181,Reservation and Transportation Ticket Agents and Travel Clerks,Hotel Reservationist,x +43-4181,Reservation and Transportation Ticket Agents and Travel Clerks,Passenger Agent, +43-4181,Reservation and Transportation Ticket Agents and Travel Clerks,Passenger Booking Clerk, +43-4181,Reservation and Transportation Ticket Agents and Travel Clerks,Reservation Agent, +43-4181,Reservation and Transportation Ticket Agents and Travel Clerks,Reservation Sales Agent, +43-4181,Reservation and Transportation Ticket Agents and Travel Clerks,Train Clerk, +43-4181,Reservation and Transportation Ticket Agents and Travel Clerks,Train Reservation Clerk,x +43-4181,Reservation and Transportation Ticket Agents and Travel Clerks,Transportation Clerk, +43-4181,Reservation and Transportation Ticket Agents and Travel Clerks,Travel Clerk, +43-4199,"Information and Record Clerks, All Other",Election Clerk,x +43-4199,"Information and Record Clerks, All Other",Flight Crew Scheduler, +43-4199,"Information and Record Clerks, All Other",Probate Clerk,x +43-4199,"Information and Record Clerks, All Other",Student Admissions Clerk,x +43-5011,Cargo and Freight Agents,Cargo Agent, +43-5011,Cargo and Freight Agents,Cargo Router,x +43-5011,Cargo and Freight Agents,Freight Agent, +43-5011,Cargo and Freight Agents,Freight Shipping Agent,x +43-5021,Couriers and Messengers,Bank Courier, +43-5021,Couriers and Messengers,Bicycle Messenger,x +43-5021,Couriers and Messengers,Courier, +43-5021,Couriers and Messengers,Court Messenger, +43-5021,Couriers and Messengers,Laboratory Courier,x +43-5021,Couriers and Messengers,Office Messenger, +43-5021,Couriers and Messengers,Office Runner,x +43-5031,Public Safety Telecommunicators,911 Dispatcher, +43-5031,Public Safety Telecommunicators,911 Operator,x +43-5031,Public Safety Telecommunicators,Ambulance Dispatcher, +43-5031,Public Safety Telecommunicators,Emergency Communications Dispatcher, +43-5031,Public Safety Telecommunicators,Emergency Communications Operator, +43-5031,Public Safety Telecommunicators,Emergency Operator,x +43-5031,Public Safety Telecommunicators,Emergency Telecommunications Dispatcher, +43-5031,Public Safety Telecommunicators,Fire Dispatcher, +43-5031,Public Safety Telecommunicators,Police Dispatcher, +43-5031,Public Safety Telecommunicators,Police Radio Dispatcher, +43-5031,Public Safety Telecommunicators,Public Safety Dispatcher,x +43-5031,Public Safety Telecommunicators,Public Safety Telecommunicator,x +43-5032,"Dispatchers, Except Police, Fire, and Ambulance",Airplane Dispatch Clerk, +43-5032,"Dispatchers, Except Police, Fire, and Ambulance",Auto Service Dispatcher, +43-5032,"Dispatchers, Except Police, Fire, and Ambulance",Bus Dispatcher, +43-5032,"Dispatchers, Except Police, Fire, and Ambulance",Crew Dispatcher, +43-5032,"Dispatchers, Except Police, Fire, and Ambulance",Maintenance Dispatcher, +43-5032,"Dispatchers, Except Police, Fire, and Ambulance",School Bus Dispatcher, +43-5032,"Dispatchers, Except Police, Fire, and Ambulance",Taxicab Dispatcher,x +43-5032,"Dispatchers, Except Police, Fire, and Ambulance",Tow Truck Dispatcher,x +43-5032,"Dispatchers, Except Police, Fire, and Ambulance",Train Dispatcher,x +43-5032,"Dispatchers, Except Police, Fire, and Ambulance",Truck Dispatcher, +43-5041,"Meter Readers, Utilities",Electric Meter Reader,x +43-5041,"Meter Readers, Utilities",Gas Meter Reader,x +43-5041,"Meter Readers, Utilities",Water Meter Reader,x +43-5051,Postal Service Clerks,Bulk Mail Clerk,x +43-5051,Postal Service Clerks,Bulk Mail Technician, +43-5051,Postal Service Clerks,Parcel Post Clerk,x +43-5051,Postal Service Clerks,Postal Clerk, +43-5051,Postal Service Clerks,Postal Service Clerk, +43-5051,Postal Service Clerks,Postal Service Window Clerk,x +43-5052,Postal Service Mail Carriers,City Letter Carrier, +43-5052,Postal Service Mail Carriers,Letter Carrier,x +43-5052,Postal Service Mail Carriers,Mail Deliverer,x +43-5052,Postal Service Mail Carriers,Parcel Post Carrier, +43-5052,Postal Service Mail Carriers,Postal Mail Carrier, +43-5052,Postal Service Mail Carriers,Rural Mail Carrier, +43-5052,Postal Service Mail Carriers,Rural Route Carrier,x +43-5052,Postal Service Mail Carriers,USPS Letter Carrier, +43-5053,"Postal Service Mail Sorters, Processors, and Processing Machine Operators",Flat Sorter Operator, +43-5053,"Postal Service Mail Sorters, Processors, and Processing Machine Operators",Flat Sorting Machine Clerk,x +43-5053,"Postal Service Mail Sorters, Processors, and Processing Machine Operators",Mail Forwarding System Markup Clerk,x +43-5053,"Postal Service Mail Sorters, Processors, and Processing Machine Operators",Parcel Post Distribution Machine Operator, +43-5053,"Postal Service Mail Sorters, Processors, and Processing Machine Operators",Post Office Markup Clerk, +43-5053,"Postal Service Mail Sorters, Processors, and Processing Machine Operators",Postal Service Mail Processor, +43-5053,"Postal Service Mail Sorters, Processors, and Processing Machine Operators",Small Package and Bundle Sorter Clerk, +43-5061,"Production, Planning, and Expediting Clerks",Expeditor,x +43-5061,"Production, Planning, and Expediting Clerks",Material Control Clerk,x +43-5061,"Production, Planning, and Expediting Clerks",Material Expediter, +43-5061,"Production, Planning, and Expediting Clerks",Mill Recorder, +43-5061,"Production, Planning, and Expediting Clerks",Production Control Clerk, +43-5061,"Production, Planning, and Expediting Clerks",Production Control Coordinating Clerk, +43-5061,"Production, Planning, and Expediting Clerks",Production Control Coordinator, +43-5061,"Production, Planning, and Expediting Clerks",Production Scheduler,x +43-5061,"Production, Planning, and Expediting Clerks",Work Ticket Distributor, +43-5071,"Shipping, Receiving, and Inventory Clerks",Freight Clerk, +43-5071,"Shipping, Receiving, and Inventory Clerks",Incoming Freight Clerk,x +43-5071,"Shipping, Receiving, and Inventory Clerks",Inventory Control Clerk, +43-5071,"Shipping, Receiving, and Inventory Clerks",Inventory Taker, +43-5071,"Shipping, Receiving, and Inventory Clerks",Receiving Clerk, +43-5071,"Shipping, Receiving, and Inventory Clerks",Reconsignment Clerk, +43-5071,"Shipping, Receiving, and Inventory Clerks",Route Delivery Clerk,x +43-5071,"Shipping, Receiving, and Inventory Clerks",Shipping and Receiving Clerk, +43-5071,"Shipping, Receiving, and Inventory Clerks",Shipping Order Clerk, +43-5071,"Shipping, Receiving, and Inventory Clerks",Stockroom Attendant, +43-5071,"Shipping, Receiving, and Inventory Clerks",Stockroom Clerk, +43-5071,"Shipping, Receiving, and Inventory Clerks",Store Receiving Clerk,x +43-5071,"Shipping, Receiving, and Inventory Clerks",Supply Clerk, +43-5071,"Shipping, Receiving, and Inventory Clerks",Supply Room Clerk, +43-5071,"Shipping, Receiving, and Inventory Clerks",Tool Crib Attendant, +43-5071,"Shipping, Receiving, and Inventory Clerks",Warehouse Clerk,x +43-5111,"Weighers, Measurers, Checkers, and Samplers, Recordkeeping",Bean Weigher, +43-5111,"Weighers, Measurers, Checkers, and Samplers, Recordkeeping",Cheese Weigher,x +43-5111,"Weighers, Measurers, Checkers, and Samplers, Recordkeeping",Freight Checker, +43-5111,"Weighers, Measurers, Checkers, and Samplers, Recordkeeping",Sample Checker, +43-5111,"Weighers, Measurers, Checkers, and Samplers, Recordkeeping",Scale Attendant,x +43-5111,"Weighers, Measurers, Checkers, and Samplers, Recordkeeping",Scale Clerk, +43-5111,"Weighers, Measurers, Checkers, and Samplers, Recordkeeping",Scale Operator, +43-5111,"Weighers, Measurers, Checkers, and Samplers, Recordkeeping",Warehouse Checker, +43-5111,"Weighers, Measurers, Checkers, and Samplers, Recordkeeping",Weighing Station Operator,x +43-5111,"Weighers, Measurers, Checkers, and Samplers, Recordkeeping",Wool Sampler, +43-6011,Executive Secretaries and Executive Administrative Assistants,Executive Assistant,x +43-6012,Legal Secretaries and Administrative Assistants,Accredited Legal Secretary, +43-6012,Legal Secretaries and Administrative Assistants,Certified Legal Secretary Specialist, +43-6012,Legal Secretaries and Administrative Assistants,Law Secretary,x +43-6012,Legal Secretaries and Administrative Assistants,Legal Administrative Assistant,x +43-6013,Medical Secretaries and Administrative Assistants,Dental Secretary,x +43-6013,Medical Secretaries and Administrative Assistants,Hospital Secretary, +43-6013,Medical Secretaries and Administrative Assistants,Psychiatric Secretary,x +43-6014,"Secretaries and Administrative Assistants, Except Legal, Medical, and Executive",Alumni Secretary, +43-6014,"Secretaries and Administrative Assistants, Except Legal, Medical, and Executive",Office Secretary,x +43-6014,"Secretaries and Administrative Assistants, Except Legal, Medical, and Executive",Personal Secretary,x +43-6014,"Secretaries and Administrative Assistants, Except Legal, Medical, and Executive",Real Estate Administrative Assistant, +43-9021,Data Entry Keyers,Customs Entry Clerk, +43-9021,Data Entry Keyers,Data Entry Clerk, +43-9021,Data Entry Keyers,Data Input Clerk,x +43-9021,Data Entry Keyers,Data Keyer, +43-9021,Data Entry Keyers,Data Processing Clerk, +43-9021,Data Entry Keyers,Data Typist,x +43-9021,Data Entry Keyers,Key Punch Operator, +43-9021,Data Entry Keyers,Keypunch Operator, +43-9021,Data Entry Keyers,Keypuncher, +43-9022,Word Processors and Typists,Clerk Typist,x +43-9022,Word Processors and Typists,Dictaphone Typist, +43-9022,Word Processors and Typists,Statistical Typist, +43-9022,Word Processors and Typists,Transcription Typist,x +43-9022,Word Processors and Typists,Typist, +43-9022,Word Processors and Typists,Word Processor, +43-9031,Desktop Publishers,Desktop Publishing Specialist,x +43-9031,Desktop Publishers,DTP Operator, +43-9031,Desktop Publishers,Electronic Console Display Operator, +43-9031,Desktop Publishers,Electronic Imager, +43-9031,Desktop Publishers,Electronic Pagination System Operator, +43-9031,Desktop Publishers,Electronic Publisher,x +43-9031,Desktop Publishers,Electronic Publishing Specialist, +43-9041,Insurance Claims and Policy Processing Clerks,Insurance Claims Clerk, +43-9041,Insurance Claims and Policy Processing Clerks,Insurance Clerk, +43-9041,Insurance Claims and Policy Processing Clerks,Insurance Examining Clerk, +43-9041,Insurance Claims and Policy Processing Clerks,Insurance Policy Issue Clerk,x +43-9041,Insurance Claims and Policy Processing Clerks,Underwriting Assistant, +43-9041,Insurance Claims and Policy Processing Clerks,Underwriting Clerk,x +43-9051,"Mail Clerks and Mail Machine Operators, Except Postal Service",Direct Mail Clerk,x +43-9051,"Mail Clerks and Mail Machine Operators, Except Postal Service",Mailroom Clerk,x +43-9051,"Mail Clerks and Mail Machine Operators, Except Postal Service",Packaging Clerk,x +43-9061,"Office Clerks, General",Administrative Clerk,x +43-9061,"Office Clerks, General",Office Assistant,x +43-9061,"Office Clerks, General",Office Clerk, +43-9061,"Office Clerks, General",Real Estate Clerk,x +43-9071,"Office Machine Operators, Except Computer",Business Machine Operator, +43-9071,"Office Machine Operators, Except Computer",Coin Machine Operator, +43-9071,"Office Machine Operators, Except Computer",Coin Rolling Machine Operator, +43-9071,"Office Machine Operators, Except Computer",Coin Wrapping Machine Operator,x +43-9071,"Office Machine Operators, Except Computer",Collator Operator, +43-9071,"Office Machine Operators, Except Computer",Copy Center Operator, +43-9071,"Office Machine Operators, Except Computer",Copy Machine Operator,x +43-9071,"Office Machine Operators, Except Computer",Duplicating Machine Operator, +43-9071,"Office Machine Operators, Except Computer",Scanning Equipment Operators,x +43-9081,Proofreaders and Copy Markers,Braille Proofreader,x +43-9081,Proofreaders and Copy Markers,Clerical Proofreader, +43-9081,Proofreaders and Copy Markers,Copy Reader,x +43-9081,Proofreaders and Copy Markers,Editorial Assistant,x +43-9081,Proofreaders and Copy Markers,Format Proofreader, +43-9081,Proofreaders and Copy Markers,Proofreader, +43-9111,Statistical Assistants,Actuarial Assistant,x +43-9111,Statistical Assistants,Actuary Clerk, +43-9111,Statistical Assistants,Data Analysis Assistant, +43-9111,Statistical Assistants,Statistical Clerk,x +43-9111,Statistical Assistants,Tariff Compiling Clerk, +43-9199,"Office and Administrative Support Workers, All Other",Braille Transcriber, +43-9199,"Office and Administrative Support Workers, All Other",Envelope Stuffer,x +43-9199,"Office and Administrative Support Workers, All Other",Fingerprint Clerk,x +43-9199,"Office and Administrative Support Workers, All Other",Investigation Clerk, +43-9199,"Office and Administrative Support Workers, All Other",Newspaper Inserter, +43-9199,"Office and Administrative Support Workers, All Other",Notary Public,x +45-1011,"First-Line Supervisors of Farming, Fishing, and Forestry Workers",Animal Caretaker Supervisor, +45-1011,"First-Line Supervisors of Farming, Fishing, and Forestry Workers",Aquacultural Worker Supervisor, +45-1011,"First-Line Supervisors of Farming, Fishing, and Forestry Workers",Corn Crop Supervisor, +45-1011,"First-Line Supervisors of Farming, Fishing, and Forestry Workers",Corral Boss,x +45-1011,"First-Line Supervisors of Farming, Fishing, and Forestry Workers",Cranberry Bog Supervisor,x +45-1011,"First-Line Supervisors of Farming, Fishing, and Forestry Workers",Farm Supervisor, +45-1011,"First-Line Supervisors of Farming, Fishing, and Forestry Workers",Farrowing Manager, +45-1011,"First-Line Supervisors of Farming, Fishing, and Forestry Workers",Feed Manager, +45-1011,"First-Line Supervisors of Farming, Fishing, and Forestry Workers",Fish Hatchery Supervisor,x +45-1011,"First-Line Supervisors of Farming, Fishing, and Forestry Workers",Harvest Crew Supervisor, +45-1011,"First-Line Supervisors of Farming, Fishing, and Forestry Workers",Harvest Manager, +45-1011,"First-Line Supervisors of Farming, Fishing, and Forestry Workers",Logging Crew Supervisor, +45-1011,"First-Line Supervisors of Farming, Fishing, and Forestry Workers",Picking Crew Supervisor, +45-1011,"First-Line Supervisors of Farming, Fishing, and Forestry Workers",Planting Supervisor, +45-1011,"First-Line Supervisors of Farming, Fishing, and Forestry Workers",Ranch Hand Supervisor, +45-2011,Agricultural Inspectors,Cattle Examiner,x +45-2011,Agricultural Inspectors,Cattle Inspector, +45-2011,Agricultural Inspectors,Grain Sampler,x +45-2011,Agricultural Inspectors,Meat and Poultry Inspector, +45-2011,Agricultural Inspectors,Milk Tester,x +45-2011,Agricultural Inspectors,Wheat Inspector, +45-2021,Animal Breeders,Cat Breeder, +45-2021,Animal Breeders,Dairy Husbandry Worker,x +45-2021,Animal Breeders,Dog Breeder, +45-2021,Animal Breeders,Equine Breeder, +45-2021,Animal Breeders,Horse Breeder,x +45-2021,Animal Breeders,Livestock Breeder, +45-2021,Animal Breeders,Poultry Inseminator, +45-2021,Animal Breeders,Stallion Manager, +45-2041,"Graders and Sorters, Agricultural Products",Apple Sorter, +45-2041,"Graders and Sorters, Agricultural Products",Cherry Sorter, +45-2041,"Graders and Sorters, Agricultural Products",Cotton Grader,x +45-2041,"Graders and Sorters, Agricultural Products",Egg Grader,x +45-2041,"Graders and Sorters, Agricultural Products",Fruit Sorter,x +45-2041,"Graders and Sorters, Agricultural Products",Meat Grader,x +45-2041,"Graders and Sorters, Agricultural Products",Oyster Sorter, +45-2041,"Graders and Sorters, Agricultural Products",Peanut Grader, +45-2041,"Graders and Sorters, Agricultural Products",Potato Sorter, +45-2041,"Graders and Sorters, Agricultural Products",Seed Sorter, +45-2041,"Graders and Sorters, Agricultural Products",Strawberry Sorter, +45-2041,"Graders and Sorters, Agricultural Products",Vegetable Sorter, +45-2041,"Graders and Sorters, Agricultural Products",Wool Grader, +45-2091,Agricultural Equipment Operators,Cane Flume Chute Operator, +45-2091,Agricultural Equipment Operators,Combine Driver, +45-2091,Agricultural Equipment Operators,Combine Operator,x +45-2091,Agricultural Equipment Operators,Corn Detasseler Machine Operator, +45-2091,Agricultural Equipment Operators,Cotton Ginner, +45-2091,Agricultural Equipment Operators,Cotton Picker Operator, +45-2091,Agricultural Equipment Operators,Custom Harvester, +45-2091,Agricultural Equipment Operators,Farm Tractor Operator, +45-2091,Agricultural Equipment Operators,Feed Mixer Operator,x +45-2091,Agricultural Equipment Operators,Hay Baler,x +45-2091,Agricultural Equipment Operators,Hay Stacker Operator, +45-2091,Agricultural Equipment Operators,Rake Operator, +45-2091,Agricultural Equipment Operators,Replanting Machine Operator, +45-2091,Agricultural Equipment Operators,Tractor Operator,x +45-2091,Agricultural Equipment Operators,Wheat Combine Driver, +45-2092,"Farmworkers and Laborers, Crop, Nursery, and Greenhouse",Cane Cutter, +45-2092,"Farmworkers and Laborers, Crop, Nursery, and Greenhouse",Carrot Harvester, +45-2092,"Farmworkers and Laborers, Crop, Nursery, and Greenhouse",Citrus Picker, +45-2092,"Farmworkers and Laborers, Crop, Nursery, and Greenhouse",Corn Picker, +45-2092,"Farmworkers and Laborers, Crop, Nursery, and Greenhouse",Cotton Picker, +45-2092,"Farmworkers and Laborers, Crop, Nursery, and Greenhouse",Crop Picker, +45-2092,"Farmworkers and Laborers, Crop, Nursery, and Greenhouse",Flower Picker, +45-2092,"Farmworkers and Laborers, Crop, Nursery, and Greenhouse",Greenhouse Transplanter,x +45-2092,"Farmworkers and Laborers, Crop, Nursery, and Greenhouse",Harvest Worker, +45-2092,"Farmworkers and Laborers, Crop, Nursery, and Greenhouse",Harvester, +45-2092,"Farmworkers and Laborers, Crop, Nursery, and Greenhouse",Orchard Hand, +45-2092,"Farmworkers and Laborers, Crop, Nursery, and Greenhouse",Orchard Worker, +45-2092,"Farmworkers and Laborers, Crop, Nursery, and Greenhouse",Pecan Gatherer,x +45-2092,"Farmworkers and Laborers, Crop, Nursery, and Greenhouse",Pepper Picker,x +45-2092,"Farmworkers and Laborers, Crop, Nursery, and Greenhouse",Vineyard Tender, +45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",Aquaculture Worker, +45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",Barn Hand, +45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",Barn Worker, +45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",Cattle Brander,x +45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",Cattle Driver, +45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",Chicken Handler, +45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",Chicken Vaccinator, +45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",Cow Tender, +45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",Egg Gatherer, +45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",Farrowing Worker, +45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",Goat Herder, +45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",Groom, +45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",Hatchery Worker, +45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",Livestock Handler, +45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",Poultry Debeaker, +45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",Ranch Hand, +45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",Sheep Shearer,x +45-2093,"Farmworkers, Farm, Ranch, and Aquacultural Animals",Shrimp Pond Laborer,x +45-2099,"Agricultural Workers, All Other",Crop Scout,x +45-2099,"Agricultural Workers, All Other",Irrigation Worker,x +45-2099,"Agricultural Workers, All Other",Livestock Showman, +45-3031,Fishing and Hunting Workers,Alligator Hunter, +45-3031,Fishing and Hunting Workers,Bird Trapper,x +45-3031,Fishing and Hunting Workers,Commercial Crabber, +45-3031,Fishing and Hunting Workers,Commercial Fisher, +45-3031,Fishing and Hunting Workers,Crab Fisher, +45-3031,Fishing and Hunting Workers,Crabber, +45-3031,Fishing and Hunting Workers,Deer Hunter,x +45-3031,Fishing and Hunting Workers,Fishing Boat Captain, +45-3031,Fishing and Hunting Workers,Fur Trapper, +45-3031,Fishing and Hunting Workers,Lobster Catcher, +45-3031,Fishing and Hunting Workers,Oyster Boat Laborer, +45-3031,Fishing and Hunting Workers,Predator Control Trapper, +45-3031,Fishing and Hunting Workers,Predatory Animal Exterminator, +45-3031,Fishing and Hunting Workers,Predatory Animal Hunter, +45-3031,Fishing and Hunting Workers,Predatory Animal Trapper,x +45-3031,Fishing and Hunting Workers,Seaweed Harvester,x +45-3031,Fishing and Hunting Workers,Shellfish Dredge Operator, +45-3031,Fishing and Hunting Workers,Wild Oyster Harvester,x +45-4011,Forest and Conservation Workers,Forest Nursery Worker, +45-4011,Forest and Conservation Workers,Forester Aide, +45-4011,Forest and Conservation Workers,Forestry Laborer,x +45-4011,Forest and Conservation Workers,Pine Straw Gatherer, +45-4011,Forest and Conservation Workers,Rangelands Conservation Laborer,x +45-4011,Forest and Conservation Workers,Reforestation Worker,x +45-4011,Forest and Conservation Workers,Seedling Puller, +45-4011,Forest and Conservation Workers,Wetlands Conservation Laborer,x +45-4021,Fallers,Lumberjack,x +45-4021,Fallers,Pulpwood Cutter,x +45-4021,Fallers,Timber Cutter,x +45-4021,Fallers,Timber Faller, +45-4021,Fallers,Timber Feller, +45-4022,Logging Equipment Operators,Combination Slasher-Loader Operator, +45-4022,Logging Equipment Operators,Delimber Operator, +45-4022,Logging Equipment Operators,Feller Buncher Operator, +45-4022,Logging Equipment Operators,Feller Operator, +45-4022,Logging Equipment Operators,Grapple Operator, +45-4022,Logging Equipment Operators,Grapple Skidder Operator,x +45-4022,Logging Equipment Operators,Loader Operator, +45-4022,Logging Equipment Operators,Log Chipper Operator, +45-4022,Logging Equipment Operators,Log Hauler,x +45-4022,Logging Equipment Operators,Log Loader Operator, +45-4022,Logging Equipment Operators,Log Processor Operator, +45-4022,Logging Equipment Operators,Log Stacker Operator, +45-4022,Logging Equipment Operators,Logging Cable Skidder Operator, +45-4022,Logging Equipment Operators,Logging Clam Bunk Operator, +45-4022,Logging Equipment Operators,Logging Crane Operator, +45-4022,Logging Equipment Operators,Logging Excavator Operator, +45-4022,Logging Equipment Operators,Logging Forwarder Operator, +45-4022,Logging Equipment Operators,Logging Operating Engineer, +45-4022,Logging Equipment Operators,Logging Shovel Operator, +45-4022,Logging Equipment Operators,Logging Slasher Operator, +45-4022,Logging Equipment Operators,Logging Tractor Operator,x +45-4022,Logging Equipment Operators,Lumber Stacker Operator,x +45-4022,Logging Equipment Operators,Timber Harvester Operator, +45-4022,Logging Equipment Operators,Tree Crusher Operator, +45-4022,Logging Equipment Operators,Tree-Shear Operator, +45-4023,Log Graders and Scalers,Log Check Scaler,x +45-4023,Log Graders and Scalers,Log Grader, +45-4023,Log Graders and Scalers,Log Scaler, +45-4023,Log Graders and Scalers,Log Sorter, +45-4023,Log Graders and Scalers,Timber Estimator,x +45-4023,Log Graders and Scalers,Veneer Grader,x +45-4029,"Logging Workers, All Other",Log Cutter, +45-4029,"Logging Workers, All Other",Log Peeler, +45-4029,"Logging Workers, All Other",Log Roper,x +45-4029,"Logging Workers, All Other",Logging Laborer, +45-4029,"Logging Workers, All Other",Logging Swamper, +45-4029,"Logging Workers, All Other",Rigging Slinger,x +45-4029,"Logging Workers, All Other",Timber Hand,x +47-1011,First-Line Supervisors of Construction Trades and Extraction Workers,Carpenter Supervisor,x +47-1011,First-Line Supervisors of Construction Trades and Extraction Workers,Drilling Foreman, +47-1011,First-Line Supervisors of Construction Trades and Extraction Workers,Electrician Supervisor, +47-1011,First-Line Supervisors of Construction Trades and Extraction Workers,Excavating Supervisor, +47-1011,First-Line Supervisors of Construction Trades and Extraction Workers,Foreman, +47-1011,First-Line Supervisors of Construction Trades and Extraction Workers,Foreperson, +47-1011,First-Line Supervisors of Construction Trades and Extraction Workers,Forewoman, +47-1011,First-Line Supervisors of Construction Trades and Extraction Workers,Quarry Boss,x +47-1011,First-Line Supervisors of Construction Trades and Extraction Workers,Rig Supervisor,x +47-1011,First-Line Supervisors of Construction Trades and Extraction Workers,Roustabout Crew Leader, +47-1011,First-Line Supervisors of Construction Trades and Extraction Workers,Segmental Paving Supervisor, +47-1011,First-Line Supervisors of Construction Trades and Extraction Workers,Solar Panel Installation Supervisor,x +47-1011,First-Line Supervisors of Construction Trades and Extraction Workers,Tool Pushers, +47-2011,Boilermakers,Boiler Fitter, +47-2011,Boilermakers,Boiler Installer,x +47-2011,Boilermakers,Boiler Mechanic,x +47-2011,Boilermakers,Boiler Setter, +47-2011,Boilermakers,Boiler Tester,x +47-2011,Boilermakers,Boilermaker Mechanic, +47-2021,Brickmasons and Blockmasons,Adobe Layer,x +47-2021,Brickmasons and Blockmasons,Block Layer, +47-2021,Brickmasons and Blockmasons,Blockmason, +47-2021,Brickmasons and Blockmasons,Brick Chimney Builder,x +47-2021,Brickmasons and Blockmasons,Brick Setter, +47-2021,Brickmasons and Blockmasons,Bricklayer, +47-2021,Brickmasons and Blockmasons,Brickmason, +47-2021,Brickmasons and Blockmasons,Brickmason Apprentice, +47-2021,Brickmasons and Blockmasons,Firebrick Layer, +47-2021,Brickmasons and Blockmasons,Furnace Mason, +47-2021,Brickmasons and Blockmasons,Pottery Kiln Builder, +47-2021,Brickmasons and Blockmasons,Refractory Bricklayer,x +47-2022,Stonemasons,Banker Mason, +47-2022,Stonemasons,Curbstone Setter,x +47-2022,Stonemasons,Granite Setter,x +47-2022,Stonemasons,Memorial Mason, +47-2022,Stonemasons,Monument Mason,x +47-2022,Stonemasons,Rock Mason, +47-2022,Stonemasons,Stone Chimney Mason, +47-2022,Stonemasons,Stone Layer, +47-2031,Carpenters,Beam Builder, +47-2031,Carpenters,Building Carpenter,x +47-2031,Carpenters,Construction Carpenter, +47-2031,Carpenters,Counter Installer, +47-2031,Carpenters,Custom Wood Stair Builder,x +47-2031,Carpenters,Finish Carpenter, +47-2031,Carpenters,Hardwood Floor Installer, +47-2031,Carpenters,House Carpenter, +47-2031,Carpenters,Wood Floor Layer,x +47-2041,Carpet Installers,Carpet Layer,x +47-2041,Carpet Installers,Commercial Carpet Installer, +47-2041,Carpet Installers,Residential Carpet Installer, +47-2041,Carpet Installers,Wall-to-Wall Carpet Installer,x +47-2042,"Floor Layers, Except Carpet, Wood, and Hard Tiles",Composition Floor Layer,x +47-2042,"Floor Layers, Except Carpet, Wood, and Hard Tiles",Cork Floor Installer,x +47-2042,"Floor Layers, Except Carpet, Wood, and Hard Tiles",Laminate Floor Installer, +47-2042,"Floor Layers, Except Carpet, Wood, and Hard Tiles",Linoleum Installer,x +47-2042,"Floor Layers, Except Carpet, Wood, and Hard Tiles",Resilient Tile Installer, +47-2042,"Floor Layers, Except Carpet, Wood, and Hard Tiles",Shock-Absorption Floor Layer,x +47-2042,"Floor Layers, Except Carpet, Wood, and Hard Tiles",Vinyl Flooring Installer, +47-2042,"Floor Layers, Except Carpet, Wood, and Hard Tiles",Vinyl Installer, +47-2043,Floor Sanders and Finishers,Floor Finisher, +47-2043,Floor Sanders and Finishers,Floor Refinisher, +47-2043,Floor Sanders and Finishers,Floor Sander, +47-2043,Floor Sanders and Finishers,Floor Sanding Machine Operator,x +47-2043,Floor Sanders and Finishers,Floor Scraper,x +47-2043,Floor Sanders and Finishers,Hardwood Finisher,x +47-2044,Tile and Stone Setters,Ceramic Tile Installer,x +47-2044,Tile and Stone Setters,Hard Tile Setter,x +47-2044,Tile and Stone Setters,Marble Ceiling Installer,x +47-2044,Tile and Stone Setters,Parquet Floor Layer,x +47-2044,Tile and Stone Setters,Tile Installer, +47-2044,Tile and Stone Setters,Tile Mason, +47-2044,Tile and Stone Setters,Wood Tile Installer, +47-2051,Cement Masons and Concrete Finishers,Cement Mason, +47-2051,Cement Masons and Concrete Finishers,Cement Patcher,x +47-2051,Cement Masons and Concrete Finishers,Concrete Finisher, +47-2051,Cement Masons and Concrete Finishers,Concrete Floor Installer,x +47-2051,Cement Masons and Concrete Finishers,Concrete Mason, +47-2051,Cement Masons and Concrete Finishers,Concrete Smoother, +47-2051,Cement Masons and Concrete Finishers,Concrete Swimming Pool Installer,x +47-2053,Terrazzo Workers and Finishers,Granite-Chip Terrazzo Finisher, +47-2053,Terrazzo Workers and Finishers,Marble-Chip Terrazzo Worker, +47-2053,Terrazzo Workers and Finishers,Onyx-Chip Terrazzo Worker,x +47-2053,Terrazzo Workers and Finishers,Rustic Terrazzo Setter, +47-2053,Terrazzo Workers and Finishers,Terrazzo Finisher, +47-2053,Terrazzo Workers and Finishers,Terrazzo Grinder,x +47-2053,Terrazzo Workers and Finishers,Terrazzo Installer, +47-2053,Terrazzo Workers and Finishers,Terrazzo Layer, +47-2053,Terrazzo Workers and Finishers,Terrazzo Setter,x +47-2053,Terrazzo Workers and Finishers,Terrazzo Worker, +47-2061,Construction Laborers,Air Hammer Operator,x +47-2061,Construction Laborers,Construction Craft Laborer,x +47-2061,Construction Laborers,Construction Trench Digger,x +47-2071,"Paving, Surfacing, and Tamping Equipment Operators",Asphalt Paver, +47-2071,"Paving, Surfacing, and Tamping Equipment Operators",Asphalt Paving Machine Operator, +47-2071,"Paving, Surfacing, and Tamping Equipment Operators",Asphalt Roller Operator,x +47-2071,"Paving, Surfacing, and Tamping Equipment Operators",Asphalt Tamping Machine Operator, +47-2071,"Paving, Surfacing, and Tamping Equipment Operators",Blacktop-Paver Operator,x +47-2071,"Paving, Surfacing, and Tamping Equipment Operators",Paver Operator, +47-2071,"Paving, Surfacing, and Tamping Equipment Operators",Screed Operator, +47-2072,Pile Driver Operators,Diesel Pile Hammer Operator, +47-2072,Pile Driver Operators,Hydraulic Pile Hammer Operator,x +47-2072,Pile Driver Operators,Hydraulic Press-In Operator, +47-2072,Pile Driver Operators,Vibratory Pile Driver,x +47-2073,Operating Engineers and Other Construction Equipment Operators,Angle Dozer Operator, +47-2073,Operating Engineers and Other Construction Equipment Operators,Blade Grader Operator, +47-2073,Operating Engineers and Other Construction Equipment Operators,Construction Backhoe Operator, +47-2073,Operating Engineers and Other Construction Equipment Operators,Construction Bulldozer Operator,x +47-2073,Operating Engineers and Other Construction Equipment Operators,Construction Excavator, +47-2073,Operating Engineers and Other Construction Equipment Operators,Construction Shovel Operator, +47-2073,Operating Engineers and Other Construction Equipment Operators,Ditching Machine Operating Engineer, +47-2073,Operating Engineers and Other Construction Equipment Operators,Grader Operator, +47-2073,Operating Engineers and Other Construction Equipment Operators,Motor Grader Operator, +47-2073,Operating Engineers and Other Construction Equipment Operators,Road Grader,x +47-2073,Operating Engineers and Other Construction Equipment Operators,Scraper Operator, +47-2073,Operating Engineers and Other Construction Equipment Operators,Steam Shovel Operating Engineer, +47-2073,Operating Engineers and Other Construction Equipment Operators,Steam Shovel Operator,x +47-2081,Drywall and Ceiling Tile Installers,Acoustical Ceiling Installer,x +47-2081,Drywall and Ceiling Tile Installers,Drywall Applicator, +47-2081,Drywall and Ceiling Tile Installers,Drywall Finisher,x +47-2081,Drywall and Ceiling Tile Installers,Drywall Hanger, +47-2081,Drywall and Ceiling Tile Installers,Drywall Installer, +47-2081,Drywall and Ceiling Tile Installers,Drywall Sander, +47-2081,Drywall and Ceiling Tile Installers,Drywall Stripper, +47-2081,Drywall and Ceiling Tile Installers,Drywall Worker, +47-2081,Drywall and Ceiling Tile Installers,Sheet Rock Applier, +47-2081,Drywall and Ceiling Tile Installers,Sheet Rock Hanger,x +47-2081,Drywall and Ceiling Tile Installers,Sheet Rock Installer, +47-2081,Drywall and Ceiling Tile Installers,Sheet Rock Worker, +47-2082,Tapers,Drywall Taper,x +47-2082,Tapers,Sheet Rock Taper,x +47-2082,Tapers,Wall Taper,x +47-2111,Electricians,Chief Electrician, +47-2111,Electricians,Control Electrician, +47-2111,Electricians,Electrical Maintenance Worker, +47-2111,Electricians,Electrical Sign Wirer,x +47-2111,Electricians,House Wirer, +47-2111,Electricians,Licensed Electrician, +47-2111,Electricians,Lighting Fixture Installer, +47-2111,Electricians,Marine Electrician, +47-2111,Electricians,Master Electrician,x +47-2111,Electricians,Solar Photovoltaic Electrician,x +47-2111,Electricians,Stage Electrician, +47-2121,Glaziers,Leaded Glass Installer, +47-2121,Glaziers,Plate Glass Installer,x +47-2121,Glaziers,Stained Glass Glazier, +47-2121,Glaziers,Stained Glass Installer, +47-2121,Glaziers,Stained Glass Joiner,x +47-2121,Glaziers,Window Glazier, +47-2131,"Insulation Workers, Floor, Ceiling, and Wall",Ceiling Insulation Blower,x +47-2131,"Insulation Workers, Floor, Ceiling, and Wall",Composition Weatherboard Installer,x +47-2131,"Insulation Workers, Floor, Ceiling, and Wall",Cork Insulation Installer, +47-2131,"Insulation Workers, Floor, Ceiling, and Wall",Cork Insulator, +47-2131,"Insulation Workers, Floor, Ceiling, and Wall",Insulation Machine Operator, +47-2131,"Insulation Workers, Floor, Ceiling, and Wall",Interior Surface Insulation Worker,x +47-2131,"Insulation Workers, Floor, Ceiling, and Wall",Wall Insulation Sprayer, +47-2132,"Insulation Workers, Mechanical",Boiler Coverer,x +47-2132,"Insulation Workers, Mechanical",Heat and Frost Insulator, +47-2132,"Insulation Workers, Mechanical",Pipe Coverer,x +47-2132,"Insulation Workers, Mechanical",Pipe Insulator,x +47-2132,"Insulation Workers, Mechanical",Refrigeration Insulator, +47-2132,"Insulation Workers, Mechanical",Sheet Metal Insulator, +47-2141,"Painters, Construction and Maintenance",Bridge Painter,x +47-2141,"Painters, Construction and Maintenance",Facilities Painter, +47-2141,"Painters, Construction and Maintenance",Highway Painter, +47-2141,"Painters, Construction and Maintenance",House Painter,x +47-2141,"Painters, Construction and Maintenance",Industrial Painter, +47-2141,"Painters, Construction and Maintenance",Parking Line Painter, +47-2141,"Painters, Construction and Maintenance",Roof Painter, +47-2141,"Painters, Construction and Maintenance",Traffic Line Painter,x +47-2142,Paperhangers,Billboard Poster,x +47-2142,Paperhangers,Wall Covering Installer,x +47-2142,Paperhangers,Wallpaper Hanger, +47-2142,Paperhangers,Wallpaperer,x +47-2151,Pipelayers,Cast-Iron Drain Pipe Layer,x +47-2151,Pipelayers,Pipe Layer, +47-2151,Pipelayers,Sewer Pipe Layer, +47-2151,Pipelayers,Trench Pipe Layer,x +47-2151,Pipelayers,Water Main Pipe Layer,x +47-2152,"Plumbers, Pipefitters, and Steamfitters",Fire Sprinkler Installer,x +47-2152,"Plumbers, Pipefitters, and Steamfitters",Gas Main Fitter, +47-2152,"Plumbers, Pipefitters, and Steamfitters",Gas Plumber, +47-2152,"Plumbers, Pipefitters, and Steamfitters",Hydraulic Plumber, +47-2152,"Plumbers, Pipefitters, and Steamfitters",Industrial Gas Fitter, +47-2152,"Plumbers, Pipefitters, and Steamfitters",Marine Pipefitter, +47-2152,"Plumbers, Pipefitters, and Steamfitters",Marine Steamfitter, +47-2152,"Plumbers, Pipefitters, and Steamfitters",Master Plumber, +47-2152,"Plumbers, Pipefitters, and Steamfitters",Pipe Fitter, +47-2152,"Plumbers, Pipefitters, and Steamfitters",Plumber, +47-2152,"Plumbers, Pipefitters, and Steamfitters",Solar Thermal Installer,x +47-2152,"Plumbers, Pipefitters, and Steamfitters",Sprinkler Fitter,x +47-2152,"Plumbers, Pipefitters, and Steamfitters",Steamfitter, +47-2152,"Plumbers, Pipefitters, and Steamfitters",Water Pump Installer, +47-2161,Plasterers and Stucco Masons,Dry Plasterer, +47-2161,Plasterers and Stucco Masons,Journey Level Plasterer, +47-2161,Plasterers and Stucco Masons,Molding Plasterer, +47-2161,Plasterers and Stucco Masons,Ornamental Plasterer,x +47-2161,Plasterers and Stucco Masons,Plasterer Apprentice, +47-2161,Plasterers and Stucco Masons,Stucco Plasterer, +47-2161,Plasterers and Stucco Masons,Stucco Worker,x +47-2161,Plasterers and Stucco Masons,Swimming Pool Plasterer,x +47-2171,Reinforcing Iron and Rebar Workers,Post Tensioning Ironworker,x +47-2171,Reinforcing Iron and Rebar Workers,Rebar Worker, +47-2171,Reinforcing Iron and Rebar Workers,Reinforcing Steel Worker, +47-2171,Reinforcing Iron and Rebar Workers,Rod Buster, +47-2171,Reinforcing Iron and Rebar Workers,Steel Rod Buster,x +47-2171,Reinforcing Iron and Rebar Workers,Steel Tier, +47-2181,Roofers,Composition Roofer, +47-2181,Roofers,Hot Tar Roofer,x +47-2181,Roofers,Industrial Roofer, +47-2181,Roofers,Metal Roofing Mechanic, +47-2181,Roofers,Residential Roofer, +47-2181,Roofers,Sheet Metal Roofer, +47-2181,Roofers,Shingles Roofer,x +47-2181,Roofers,Slate Roofer, +47-2181,Roofers,Terra Cotta Roofer,x +47-2211,Sheet Metal Workers,Air Conditioning Sheet Metal Installer, +47-2211,Sheet Metal Workers,"Heating, Ventilation, and Air Conditioning (HVAC) Sheet Metal Installer",x +47-2211,Sheet Metal Workers,Sheet Metal Duct Installer, +47-2211,Sheet Metal Workers,Sheet Metal Fabricator, +47-2211,Sheet Metal Workers,Sheet Metal Former,x +47-2211,Sheet Metal Workers,Sheet Metal Installer, +47-2211,Sheet Metal Workers,Sheet Metal Layout Mechanic, +47-2211,Sheet Metal Workers,Sheet Metal Layout Worker, +47-2211,Sheet Metal Workers,Tinsmith,x +47-2221,Structural Iron and Steel Workers,Bridge Ironworker,x +47-2221,Structural Iron and Steel Workers,Construction Ironworker, +47-2221,Structural Iron and Steel Workers,Iron Guardrail Installer, +47-2221,Structural Iron and Steel Workers,Metal Tank Erector, +47-2221,Structural Iron and Steel Workers,Ornamental Ironworker, +47-2221,Structural Iron and Steel Workers,Precast Concrete Ironworker,x +47-2221,Structural Iron and Steel Workers,Pre-Engineered Metal Building Ironworker, +47-2221,Structural Iron and Steel Workers,Steel Fabricator, +47-2221,Structural Iron and Steel Workers,Steel Fitter, +47-2221,Structural Iron and Steel Workers,Structural Steel Erector, +47-2221,Structural Iron and Steel Workers,Wind Turbine Erector,x +47-2231,Solar Photovoltaic Installers,Photovoltaic (PV) Installation Technician,x +47-2231,Solar Photovoltaic Installers,PV Installer, +47-2231,Solar Photovoltaic Installers,PV Panel Installer, +47-2231,Solar Photovoltaic Installers,Solar PV Installer,x +47-3011,"Helpers--Brickmasons, Blockmasons, Stonemasons, and Tile and Marble Setters",Adobe Layer Helper, +47-3011,"Helpers--Brickmasons, Blockmasons, Stonemasons, and Tile and Marble Setters",Brick Carrier,x +47-3011,"Helpers--Brickmasons, Blockmasons, Stonemasons, and Tile and Marble Setters",Brick Washer,x +47-3011,"Helpers--Brickmasons, Blockmasons, Stonemasons, and Tile and Marble Setters",Bricklayer Helper, +47-3011,"Helpers--Brickmasons, Blockmasons, Stonemasons, and Tile and Marble Setters",Ceramic Tile Installation Helper, +47-3011,"Helpers--Brickmasons, Blockmasons, Stonemasons, and Tile and Marble Setters",Chimney Builder Helper, +47-3011,"Helpers--Brickmasons, Blockmasons, Stonemasons, and Tile and Marble Setters",Firebrick Layer Helper, +47-3011,"Helpers--Brickmasons, Blockmasons, Stonemasons, and Tile and Marble Setters",Marble Installation Helper, +47-3011,"Helpers--Brickmasons, Blockmasons, Stonemasons, and Tile and Marble Setters",Mortar Mixer, +47-3011,"Helpers--Brickmasons, Blockmasons, Stonemasons, and Tile and Marble Setters",Parquet Floor Layer's Helper, +47-3011,"Helpers--Brickmasons, Blockmasons, Stonemasons, and Tile and Marble Setters",Refractory Tile Helper,x +47-3011,"Helpers--Brickmasons, Blockmasons, Stonemasons, and Tile and Marble Setters",Wood Tile Installation Helper, +47-3012,Helpers--Carpenters,Beam Builder Helper, +47-3012,Helpers--Carpenters,Building Carpenter Helper, +47-3012,Helpers--Carpenters,Carpenter Assistant,x +47-3012,Helpers--Carpenters,Carpenter Helper, +47-3012,Helpers--Carpenters,Construction Carpenters Helper, +47-3012,Helpers--Carpenters,Hardwood Floor Installation Helper,x +47-3012,Helpers--Carpenters,House Carpenter Helper, +47-3013,Helpers--Electricians,Electrical Sign Wirer Helper, +47-3013,Helpers--Electricians,Electrician's Assistant, +47-3013,Helpers--Electricians,House Wirer Helper, +47-3013,Helpers--Electricians,Marine Electrician Helper,x +47-3013,Helpers--Electricians,Stage Electrician Helper,x +47-3013,Helpers--Electricians,Utilities Ground Worker, +47-3014,"Helpers--Painters, Paperhangers, Plasterers, and Stucco Masons",Billboard Poster Helper, +47-3014,"Helpers--Painters, Paperhangers, Plasterers, and Stucco Masons",Bridge Painter Helper,x +47-3014,"Helpers--Painters, Paperhangers, Plasterers, and Stucco Masons",Dry Plasterer Helper,x +47-3014,"Helpers--Painters, Paperhangers, Plasterers, and Stucco Masons",Highway Painter Helper, +47-3014,"Helpers--Painters, Paperhangers, Plasterers, and Stucco Masons",House Painter Helper, +47-3014,"Helpers--Painters, Paperhangers, Plasterers, and Stucco Masons",Ornamental Plasterer Helper, +47-3014,"Helpers--Painters, Paperhangers, Plasterers, and Stucco Masons",Plaster Tender, +47-3014,"Helpers--Painters, Paperhangers, Plasterers, and Stucco Masons",Ship Painter Helper, +47-3014,"Helpers--Painters, Paperhangers, Plasterers, and Stucco Masons",Swimming Pool Plasterer Helper, +47-3014,"Helpers--Painters, Paperhangers, Plasterers, and Stucco Masons",Wallpaper Hanger Helper, +47-3014,"Helpers--Painters, Paperhangers, Plasterers, and Stucco Masons",Wallpaperer Helper,x +47-3015,"Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters",Gas Main Fitter Helper, +47-3015,"Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters",Hydraulic Plumber Helper, +47-3015,"Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters",Industrial Gas Fitter Helper,x +47-3015,"Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters",Marine Pipefitter Helper,x +47-3015,"Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters",Marine Steam Fitter Helper, +47-3015,"Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters",Pipe Fitter Helper, +47-3015,"Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters",Plumber Assistant,x +47-3015,"Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters",Plumber Helper, +47-3015,"Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters",Sewer Pipe Layer Helper, +47-3015,"Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters",Sprinkler Fitter Helper, +47-3015,"Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters",Trench Pipe Layer Helper, +47-3015,"Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters",Water Main Installer Helper,x +47-3016,Helpers--Roofers,Hot Tar Roofer Helper,x +47-3016,Helpers--Roofers,Industrial Roofer Helper, +47-3016,Helpers--Roofers,Residential Roofer Helper, +47-3016,Helpers--Roofers,Roofer Assistant, +47-3016,Helpers--Roofers,Roofer Helper, +47-3016,Helpers--Roofers,Roofing Laborer, +47-3016,Helpers--Roofers,Shingles Roofer Helper,x +47-3016,Helpers--Roofers,Slate Roofer Helper,x +47-3016,Helpers--Roofers,Terra Cotta Roofer Helper,x +47-3019,"Helpers, Construction Trades, All Other",Boiler Coverer Helper, +47-3019,"Helpers, Construction Trades, All Other",Bridge Ironworker Helper, +47-3019,"Helpers, Construction Trades, All Other",Carpet Layer Helper, +47-3019,"Helpers, Construction Trades, All Other",Cellulose Insulation Helper,x +47-3019,"Helpers, Construction Trades, All Other",Construction Ironworker Helper, +47-3019,"Helpers, Construction Trades, All Other",Cork Insulator Helper, +47-3019,"Helpers, Construction Trades, All Other",Drywall Hanger Helper,x +47-3019,"Helpers, Construction Trades, All Other",Drywall Stripper Helper, +47-3019,"Helpers, Construction Trades, All Other",Drywall Taper Helper, +47-3019,"Helpers, Construction Trades, All Other",Heat and Frost Insulator Helper, +47-3019,"Helpers, Construction Trades, All Other",HVAC Sheet Metal Installer Helper, +47-3019,"Helpers, Construction Trades, All Other",Linoleum Layer Helper, +47-3019,"Helpers, Construction Trades, All Other",Ornamental Ironworker Helper, +47-3019,"Helpers, Construction Trades, All Other",Pipe Insulator Helper, +47-3019,"Helpers, Construction Trades, All Other",Plate Glass Installer Helper, +47-3019,"Helpers, Construction Trades, All Other",Post Tensioning Ironworker Helper, +47-3019,"Helpers, Construction Trades, All Other",Rod Buster Helper,x +47-3019,"Helpers, Construction Trades, All Other",Sheet Metal Duct Installer Helper, +47-3019,"Helpers, Construction Trades, All Other",Sheet Rock Installation Helper, +47-3019,"Helpers, Construction Trades, All Other",Sheet Rock Taper Helper, +47-3019,"Helpers, Construction Trades, All Other",Stained Glass Glazier Helper, +47-3019,"Helpers, Construction Trades, All Other",Terrazzo Finisher Helper,x +47-3019,"Helpers, Construction Trades, All Other",Terrazzo Layer Helper, +47-3019,"Helpers, Construction Trades, All Other",Terrazzo Worker Helper, +47-3019,"Helpers, Construction Trades, All Other",Trench Digger Helper, +47-3019,"Helpers, Construction Trades, All Other",Wall Taper Helper, +47-3019,"Helpers, Construction Trades, All Other",Window Glazier Helper, +47-4011,Construction and Building Inspectors,Architectural Inspector, +47-4011,Construction and Building Inspectors,Bridge Inspector, +47-4011,Construction and Building Inspectors,Building Code Inspector, +47-4011,Construction and Building Inspectors,Building Inspector, +47-4011,Construction and Building Inspectors,Construction Inspector, +47-4011,Construction and Building Inspectors,Electrical Inspector,x +47-4011,Construction and Building Inspectors,Elevator Inspector,x +47-4011,Construction and Building Inspectors,Highway Inspector,x +47-4011,Construction and Building Inspectors,Home Inspector,x +47-4011,Construction and Building Inspectors,Plumbing Inspector, +47-4011,Construction and Building Inspectors,Public Works Inspector, +47-4011,Construction and Building Inspectors,Residential Building Inspector, +47-4021,Elevator and Escalator Installers and Repairers,Elevator Adjuster, +47-4021,Elevator and Escalator Installers and Repairers,Elevator Constructor, +47-4021,Elevator and Escalator Installers and Repairers,Elevator Installer, +47-4021,Elevator and Escalator Installers and Repairers,Elevator Mechanic,x +47-4021,Elevator and Escalator Installers and Repairers,Elevator Repair and Maintenance Technician, +47-4021,Elevator and Escalator Installers and Repairers,Elevator Service Technician, +47-4021,Elevator and Escalator Installers and Repairers,Escalator Installer,x +47-4021,Elevator and Escalator Installers and Repairers,Escalator Mechanic, +47-4021,Elevator and Escalator Installers and Repairers,Escalator Service Mechanic, +47-4021,Elevator and Escalator Installers and Repairers,Freight Elevator Erector, +47-4021,Elevator and Escalator Installers and Repairers,Hydraulic Elevator Constructor,x +47-4031,Fence Erectors,Chain Link Fence Installer, +47-4031,Fence Erectors,Fence Builder, +47-4031,Fence Erectors,Wire Fence Builder,x +47-4031,Fence Erectors,Wood Fence Installer,x +47-4041,Hazardous Materials Removal Workers,Asbestos Abatement Worker,x +47-4041,Hazardous Materials Removal Workers,Asbestos Remover, +47-4041,Hazardous Materials Removal Workers,Decontamination Worker,x +47-4041,Hazardous Materials Removal Workers,Hazard Waste Handler, +47-4041,Hazardous Materials Removal Workers,Hazmat Technician, +47-4041,Hazardous Materials Removal Workers,Irradiated Fuel Handler,x +47-4041,Hazardous Materials Removal Workers,Lead Abatement Worker, +47-4041,Hazardous Materials Removal Workers,Radiological Control and Safety Technician, +47-4051,Highway Maintenance Workers,Highway Maintainer, +47-4051,Highway Maintenance Workers,Highway Maintenance Crew Worker, +47-4051,Highway Maintenance Workers,Highway Worker, +47-4051,Highway Maintenance Workers,Lane Marker Installer, +47-4051,Highway Maintenance Workers,Road Patcher,x +47-4051,Highway Maintenance Workers,Road Sign Installer,x +47-4061,Rail-Track Laying and Maintenance Equipment Operators,Ballast Cleaning Machine Operator, +47-4061,Rail-Track Laying and Maintenance Equipment Operators,Rail Maintenance Worker,x +47-4061,Rail-Track Laying and Maintenance Equipment Operators,Railroad Track Mechanic, +47-4061,Rail-Track Laying and Maintenance Equipment Operators,Track Layer, +47-4061,Rail-Track Laying and Maintenance Equipment Operators,Track Machine Operator, +47-4061,Rail-Track Laying and Maintenance Equipment Operators,Track Maintainer, +47-4061,Rail-Track Laying and Maintenance Equipment Operators,Track Moving Machine Operator, +47-4061,Rail-Track Laying and Maintenance Equipment Operators,Track Repair Worker, +47-4061,Rail-Track Laying and Maintenance Equipment Operators,Track Repairer,x +47-4061,Rail-Track Laying and Maintenance Equipment Operators,Track Service Worker, +47-4061,Rail-Track Laying and Maintenance Equipment Operators,Track Surfacing Machine Operator,x +47-4061,Rail-Track Laying and Maintenance Equipment Operators,Trackwalker, +47-4071,Septic Tank Servicers and Sewer Pipe Cleaners,Electric Sewer Cleaning Machine Operator,x +47-4071,Septic Tank Servicers and Sewer Pipe Cleaners,Septic Pump Truck Driver, +47-4071,Septic Tank Servicers and Sewer Pipe Cleaners,Septic Tank Cleaner,x +47-4071,Septic Tank Servicers and Sewer Pipe Cleaners,Sewage Screen Operator,x +47-4071,Septic Tank Servicers and Sewer Pipe Cleaners,Sewer and Drain Technician, +47-4071,Septic Tank Servicers and Sewer Pipe Cleaners,Sewer Cleaner, +47-4071,Septic Tank Servicers and Sewer Pipe Cleaners,Sewer Pipe Cleaner, +47-4091,Segmental Pavers,Concrete Pavement Installer,x +47-4091,Segmental Pavers,Paver Installer, +47-4091,Segmental Pavers,Paving Stone Installer,x +47-4091,Segmental Pavers,Segmental Paver Installer, +47-4091,Segmental Pavers,Segmental Wall Installer, +47-4099,"Construction and Related Workers, All Other",Aluminum Pool Installer,x +47-4099,"Construction and Related Workers, All Other",Waterproofer,x +47-5011,"Derrick Operators, Oil and Gas",Derrick Operator, +47-5011,"Derrick Operators, Oil and Gas",Fracturing Derrick Operator,x +47-5011,"Derrick Operators, Oil and Gas",Gas Derrick Operator, +47-5011,"Derrick Operators, Oil and Gas",Oil Derrick Operator, +47-5011,"Derrick Operators, Oil and Gas",Rotary Derrick Operator,x +47-5011,"Derrick Operators, Oil and Gas",Well Service Derrick Worker,x +47-5012,"Rotary Drill Operators, Oil and Gas",Drilling Rig Operator, +47-5012,"Rotary Drill Operators, Oil and Gas",Fracturing Rotary Drill Operator,x +47-5012,"Rotary Drill Operators, Oil and Gas",Natural Gas Shothole Driller, +47-5012,"Rotary Drill Operators, Oil and Gas",Oil Driller, +47-5012,"Rotary Drill Operators, Oil and Gas",Oil Rig Driller, +47-5012,"Rotary Drill Operators, Oil and Gas",Oil Well Cable Tool Driller, +47-5012,"Rotary Drill Operators, Oil and Gas",Oil Well Cable Tool Operator,x +47-5012,"Rotary Drill Operators, Oil and Gas",Oil Well Driller,x +47-5012,"Rotary Drill Operators, Oil and Gas",Prospecting Driller, +47-5013,"Service Unit Operators, Oil and Gas",Oil Well Fishing-Tool Technician, +47-5013,"Service Unit Operators, Oil and Gas",Well Service Pump Equipment Operator, +47-5013,"Service Unit Operators, Oil and Gas",Well Service Rig Operator, +47-5013,"Service Unit Operators, Oil and Gas",Well Services Operator, +47-5013,"Service Unit Operators, Oil and Gas",Well Servicing Rig Operator,x +47-5022,"Excavating and Loading Machine and Dragline Operators, Surface Mining",Dragline Oiler, +47-5022,"Excavating and Loading Machine and Dragline Operators, Surface Mining",Mining Back Hoe Operator, +47-5022,"Excavating and Loading Machine and Dragline Operators, Surface Mining",Mining Backhoe Operator, +47-5022,"Excavating and Loading Machine and Dragline Operators, Surface Mining",Mining Bulldozer Operator,x +47-5022,"Excavating and Loading Machine and Dragline Operators, Surface Mining",Mining Earth Moving Equipment Operator, +47-5022,"Excavating and Loading Machine and Dragline Operators, Surface Mining",Mining End Loader Operator, +47-5022,"Excavating and Loading Machine and Dragline Operators, Surface Mining",Mining Excavator, +47-5022,"Excavating and Loading Machine and Dragline Operators, Surface Mining",Mining Excavator Backhoe Operator, +47-5022,"Excavating and Loading Machine and Dragline Operators, Surface Mining",Mining Payloader Operator, +47-5022,"Excavating and Loading Machine and Dragline Operators, Surface Mining",Mining Shovel Operator,x +47-5022,"Excavating and Loading Machine and Dragline Operators, Surface Mining",Mining Yard Loader Operator, +47-5022,"Excavating and Loading Machine and Dragline Operators, Surface Mining",Trenching Machine Operator, +47-5023,"Earth Drillers, Except Oil and Gas",Blast Hole Driller,x +47-5023,"Earth Drillers, Except Oil and Gas",Churn Drill Operator, +47-5023,"Earth Drillers, Except Oil and Gas",Churn Driller,x +47-5023,"Earth Drillers, Except Oil and Gas",Earth Auger Operator,x +47-5023,"Earth Drillers, Except Oil and Gas",Earth Boring Machine Operator, +47-5023,"Earth Drillers, Except Oil and Gas",Hard Rock Drill Operator, +47-5023,"Earth Drillers, Except Oil and Gas",Rock Drill Operator, +47-5032,"Explosives Workers, Ordnance Handling Experts, and Blasters",Blast Setter,x +47-5032,"Explosives Workers, Ordnance Handling Experts, and Blasters",Blaster, +47-5032,"Explosives Workers, Ordnance Handling Experts, and Blasters",Dynamite Shooter, +47-5032,"Explosives Workers, Ordnance Handling Experts, and Blasters",Dynamiter,x +47-5032,"Explosives Workers, Ordnance Handling Experts, and Blasters",Explosive Ordnance Handler, +47-5032,"Explosives Workers, Ordnance Handling Experts, and Blasters",Explosive Technician,x +47-5032,"Explosives Workers, Ordnance Handling Experts, and Blasters",Mining Powder Crew Worker,x +47-5032,"Explosives Workers, Ordnance Handling Experts, and Blasters",Tier and Detonator, +47-5032,"Explosives Workers, Ordnance Handling Experts, and Blasters",Unexploded Ordnance Quality Control Worker, +47-5041,Continuous Mining Machine Operators,Bore Miner Operator, +47-5041,Continuous Mining Machine Operators,Continuous Mining Machine Coal Miner, +47-5041,Continuous Mining Machine Operators,Continuous Mining Machine Lode Miner,x +47-5041,Continuous Mining Machine Operators,Continuous Mining Machine Miner,x +47-5041,Continuous Mining Machine Operators,Self-Propelled Mining Machine Operator,x +47-5043,"Roof Bolters, Mining",Roof Bolter Operator, +47-5043,"Roof Bolters, Mining",Roof Bolting Coal Miner,x +47-5043,"Roof Bolters, Mining",Underground Bolting Machine Operator,x +47-5043,"Roof Bolters, Mining",Underground Roof Bolter,x +47-5044,"Loading and Moving Machine Operators, Underground Mining",Coal Hauler Operator,x +47-5044,"Loading and Moving Machine Operators, Underground Mining",Coke Loader,x +47-5044,"Loading and Moving Machine Operators, Underground Mining",Joy Loader, +47-5044,"Loading and Moving Machine Operators, Underground Mining",Load Haul Dump Operator, +47-5044,"Loading and Moving Machine Operators, Underground Mining",Mine Shuttle Car Operator,x +47-5044,"Loading and Moving Machine Operators, Underground Mining",Mobile Bridge Conveyor Operator,x +47-5049,"Underground Mining Machine Operators, All Other",Clay Mine Cutting Machine Operator, +47-5049,"Underground Mining Machine Operators, All Other",Long Wall Mining Machine Tender, +47-5049,"Underground Mining Machine Operators, All Other",Long Wall Operator,x +47-5049,"Underground Mining Machine Operators, All Other",Long Wall Plow Operator, +47-5049,"Underground Mining Machine Operators, All Other",Long Wall Shear Operator, +47-5049,"Underground Mining Machine Operators, All Other",Long Wall Shearer,x +47-5049,"Underground Mining Machine Operators, All Other",Mine Cutting and Channeling Machine Operator, +47-5049,"Underground Mining Machine Operators, All Other",Rock Dust Sprayer,x +47-5049,"Underground Mining Machine Operators, All Other",Rock Duster, +47-5049,"Underground Mining Machine Operators, All Other",Shale Planer Operator, +47-5049,"Underground Mining Machine Operators, All Other",Shearer Operator, +47-5049,"Underground Mining Machine Operators, All Other",Underground Jumbo Driller,x +47-5051,"Rock Splitters, Quarry",Quarry Chop Saw Operator,x +47-5051,"Rock Splitters, Quarry",Quarry Plug and Feather Driller,x +47-5051,"Rock Splitters, Quarry",Sandstone Splitter,x +47-5071,"Roustabouts, Oil and Gas",Gas Floorhand,x +47-5071,"Roustabouts, Oil and Gas",Oil and Gas Floorhand, +47-5071,"Roustabouts, Oil and Gas",Oil Field Roustabout,x +47-5071,"Roustabouts, Oil and Gas",Oil Rig Floorhand, +47-5071,"Roustabouts, Oil and Gas",Oil Rig Roughneck,x +47-5071,"Roustabouts, Oil and Gas",Roustabout, +47-5071,"Roustabouts, Oil and Gas",Roustabout Pusher, +47-5081,Helpers--Extraction Workers,Blaster Helper,x +47-5081,Helpers--Extraction Workers,Blasting Helper, +47-5081,Helpers--Extraction Workers,Boring Machine Operator Helper, +47-5081,Helpers--Extraction Workers,Continuous Miner Operator Helper, +47-5081,Helpers--Extraction Workers,Driller Helper, +47-5081,Helpers--Extraction Workers,Loading Machine Operator Helper, +47-5081,Helpers--Extraction Workers,Longwall Machine Operator Helper, +47-5081,Helpers--Extraction Workers,Mining Helper,x +47-5081,Helpers--Extraction Workers,Roof Bolter Helper,x +47-5081,Helpers--Extraction Workers,Rotary Drill Operator Helper, +47-5081,Helpers--Extraction Workers,Shale Planer Operator Helper, +47-5099,"Extraction Workers, All Other",Mine Milling Worker,x +47-5099,"Extraction Workers, All Other",Mine Tailings Worker,x +47-5099,"Extraction Workers, All Other","Muck Hauler, Extraction", +47-5099,"Extraction Workers, All Other","Sand Filler, Extraction", +49-1011,"First-Line Supervisors of Mechanics, Installers, and Repairers",Automobile Body Repair Supervisor,x +49-1011,"First-Line Supervisors of Mechanics, Installers, and Repairers",Body Shop Supervisor, +49-1011,"First-Line Supervisors of Mechanics, Installers, and Repairers",Electronic Maintenance Supervisor, +49-1011,"First-Line Supervisors of Mechanics, Installers, and Repairers",Fleet Maintenance Supervisor,x +49-1011,"First-Line Supervisors of Mechanics, Installers, and Repairers","Heating, Ventilation, and Air Conditioning Supervisor", +49-1011,"First-Line Supervisors of Mechanics, Installers, and Repairers",Oil Field Equipment Mechanic Supervisor, +49-1011,"First-Line Supervisors of Mechanics, Installers, and Repairers",Railroad Car Repair Supervisor,x +49-1011,"First-Line Supervisors of Mechanics, Installers, and Repairers",Repair Department Supervisor, +49-2011,"Computer, Automated Teller, and Office Machine Repairers",ATM Servicer,x +49-2011,"Computer, Automated Teller, and Office Machine Repairers",Cash Register Servicer,x +49-2011,"Computer, Automated Teller, and Office Machine Repairers",Computer Repair Technician, +49-2011,"Computer, Automated Teller, and Office Machine Repairers",Computer Repairer, +49-2011,"Computer, Automated Teller, and Office Machine Repairers",Computer Service Technician, +49-2011,"Computer, Automated Teller, and Office Machine Repairers",Copier Technician, +49-2011,"Computer, Automated Teller, and Office Machine Repairers",Copying Machine Repairer, +49-2011,"Computer, Automated Teller, and Office Machine Repairers",Data Processing Equipment Repairer,x +49-2011,"Computer, Automated Teller, and Office Machine Repairers",Photocopying Equipment Repairer, +49-2011,"Computer, Automated Teller, and Office Machine Repairers",Printer Repair Technician, +49-2021,"Radio, Cellular, and Tower Equipment Installers and Repairers",Radio Frequency Technician,x +49-2021,"Radio, Cellular, and Tower Equipment Installers and Repairers",Radio Mechanic,x +49-2021,"Radio, Cellular, and Tower Equipment Installers and Repairers",Radio Repairer, +49-2021,"Radio, Cellular, and Tower Equipment Installers and Repairers",Two-Way Radio Technician,x +49-2022,"Telecommunications Equipment Installers and Repairers, Except Line Installers",Communications Equipment Installer, +49-2022,"Telecommunications Equipment Installers and Repairers, Except Line Installers",Fiber Optic Central Office Installer,x +49-2022,"Telecommunications Equipment Installers and Repairers, Except Line Installers",Headend Technician, +49-2022,"Telecommunications Equipment Installers and Repairers, Except Line Installers",Private Branch Exchange (PBX ) Installer and Repairer,x +49-2022,"Telecommunications Equipment Installers and Repairers, Except Line Installers",Switchboard Wirer, +49-2022,"Telecommunications Equipment Installers and Repairers, Except Line Installers",Telecommunications Switch Technician, +49-2091,Avionics Technicians,Aircraft Armament Mechanic, +49-2091,Avionics Technicians,Aircraft Electrician,x +49-2091,Avionics Technicians,Aircraft Instrument Mechanic,x +49-2091,Avionics Technicians,Airplane Electrician, +49-2091,Avionics Technicians,Automatic Pilot Mechanic,x +49-2091,Avionics Technicians,Aviation Electronics Technician, +49-2091,Avionics Technicians,In-Flight Refueling System Repairer, +49-2092,"Electric Motor, Power Tool, and Related Repairers",AC/DC Rewinder, +49-2092,"Electric Motor, Power Tool, and Related Repairers",Armature Rewinder,x +49-2092,"Electric Motor, Power Tool, and Related Repairers",Battery Repairer, +49-2092,"Electric Motor, Power Tool, and Related Repairers",Dynamo Repairer, +49-2092,"Electric Motor, Power Tool, and Related Repairers",Electric Motor Fitter, +49-2092,"Electric Motor, Power Tool, and Related Repairers",Electric Motor Rewinder, +49-2092,"Electric Motor, Power Tool, and Related Repairers",Electrical Parts Reconditioner,x +49-2093,"Electrical and Electronics Installers and Repairers, Transportation Equipment",Locomotive Electrician,x +49-2093,"Electrical and Electronics Installers and Repairers, Transportation Equipment",Marine Electronics Repairer,x +49-2093,"Electrical and Electronics Installers and Repairers, Transportation Equipment",Marine Electronics Technician, +49-2094,"Electrical and Electronics Repairers, Commercial and Industrial Equipment",Industrial Aerial Installer, +49-2094,"Electrical and Electronics Repairers, Commercial and Industrial Equipment",Industrial Robotics Mechanic,x +49-2094,"Electrical and Electronics Repairers, Commercial and Industrial Equipment",Missile Pad Mechanic,x +49-2094,"Electrical and Electronics Repairers, Commercial and Industrial Equipment",Public Address System Mechanic,x +49-2095,"Electrical and Electronics Repairers, Powerhouse, Substation, and Relay",Generating Station Mechanic, +49-2095,"Electrical and Electronics Repairers, Powerhouse, Substation, and Relay",Power Transformer Repairer,x +49-2095,"Electrical and Electronics Repairers, Powerhouse, Substation, and Relay",Powerhouse Electrician,x +49-2095,"Electrical and Electronics Repairers, Powerhouse, Substation, and Relay",Protective Relay Technician, +49-2095,"Electrical and Electronics Repairers, Powerhouse, Substation, and Relay",Relay Technician,x +49-2095,"Electrical and Electronics Repairers, Powerhouse, Substation, and Relay",Substation Electrician, +49-2095,"Electrical and Electronics Repairers, Powerhouse, Substation, and Relay",Substation Mechanic, +49-2096,"Electronic Equipment Installers and Repairers, Motor Vehicles",Auto Electrician, +49-2096,"Electronic Equipment Installers and Repairers, Motor Vehicles",Auto Phone Installer, +49-2096,"Electronic Equipment Installers and Repairers, Motor Vehicles",Auto Radio Mechanic, +49-2096,"Electronic Equipment Installers and Repairers, Motor Vehicles",Automotive Electrician,x +49-2096,"Electronic Equipment Installers and Repairers, Motor Vehicles",Car Alarm Installer,x +49-2096,"Electronic Equipment Installers and Repairers, Motor Vehicles",Car Stereo Installer,x +49-2096,"Electronic Equipment Installers and Repairers, Motor Vehicles",GPS Car Navigation Installer,x +49-2096,"Electronic Equipment Installers and Repairers, Motor Vehicles",Mobile Electronics Installation Specialist, +49-2097,Audio-Visual Equipment Installers and Repairers,Cable Installation Technician, +49-2097,Audio-Visual Equipment Installers and Repairers,Electric Organ Checker, +49-2097,Audio-Visual Equipment Installers and Repairers,Electronic Musical Instrument Repairer,x +49-2097,Audio-Visual Equipment Installers and Repairers,Home Stereo Equipment Installer, +49-2097,Audio-Visual Equipment Installers and Repairers,Home Theater Installer,x +49-2097,Audio-Visual Equipment Installers and Repairers,Satellite Dish Installer,x +49-2097,Audio-Visual Equipment Installers and Repairers,Stereo Equipment Installer, +49-2097,Audio-Visual Equipment Installers and Repairers,Television Installer, +49-2097,Audio-Visual Equipment Installers and Repairers,Television Repairer, +49-2097,Audio-Visual Equipment Installers and Repairers,Wireless Internet Installer,x +49-2098,Security and Fire Alarm Systems Installers,Alarm Adjuster, +49-2098,Security and Fire Alarm Systems Installers,Alarm Technician, +49-2098,Security and Fire Alarm Systems Installers,Burglar Alarm Installer,x +49-2098,Security and Fire Alarm Systems Installers,Fire Alarm Installer,x +49-2098,Security and Fire Alarm Systems Installers,Fire Alarm Technician, +49-2098,Security and Fire Alarm Systems Installers,Home Security Alarm Installer,x +49-3011,Aircraft Mechanics and Service Technicians,A&P Mechanic, +49-3011,Aircraft Mechanics and Service Technicians,Aircraft Engine Mechanic, +49-3011,Aircraft Mechanics and Service Technicians,Aircraft Engine Specialist,x +49-3011,Aircraft Mechanics and Service Technicians,Airframe and Power Plant Mechanic, +49-3011,Aircraft Mechanics and Service Technicians,Airframe Mechanic,x +49-3011,Aircraft Mechanics and Service Technicians,Airplane Rigger, +49-3011,Aircraft Mechanics and Service Technicians,FAA Certified Powerplant Mechanic, +49-3011,Aircraft Mechanics and Service Technicians,Flight Test Mechanic,x +49-3011,Aircraft Mechanics and Service Technicians,Helicopter Engine Mechanic,x +49-3011,Aircraft Mechanics and Service Technicians,Helicopter Mechanic, +49-3011,Aircraft Mechanics and Service Technicians,Jet Engine Mechanic, +49-3011,Aircraft Mechanics and Service Technicians,Propeller-Driven Airplane Mechanic, +49-3021,Automotive Body and Related Repairers,Auto Body Customizer,x +49-3021,Automotive Body and Related Repairers,Auto Body Technician, +49-3021,Automotive Body and Related Repairers,Auto Body Worker, +49-3021,Automotive Body and Related Repairers,Auto Bumper Straightener,x +49-3021,Automotive Body and Related Repairers,Body and Frame Technician, +49-3021,Automotive Body and Related Repairers,Body Shop Worker, +49-3021,Automotive Body and Related Repairers,Car Refinisher, +49-3021,Automotive Body and Related Repairers,Truck Body Repairer,x +49-3021,Automotive Body and Related Repairers,Vehicle Body Sander, +49-3022,Automotive Glass Installers and Repairers,Auto Glass Installer, +49-3022,Automotive Glass Installers and Repairers,Auto Glass Mechanic,x +49-3022,Automotive Glass Installers and Repairers,Automotive Glass Technician, +49-3022,Automotive Glass Installers and Repairers,Automotive Glazier,x +49-3022,Automotive Glass Installers and Repairers,Windshield Installer,x +49-3022,Automotive Glass Installers and Repairers,Windshield Repair Technician, +49-3023,Automotive Service Technicians and Mechanics,Auto Clutch Rebuilder, +49-3023,Automotive Service Technicians and Mechanics,Auto Clutch Specialist, +49-3023,Automotive Service Technicians and Mechanics,Auto Radiator Specialist, +49-3023,Automotive Service Technicians and Mechanics,Auto Suspension and Steering Mechanic, +49-3023,Automotive Service Technicians and Mechanics,Auto Transmission Specialist,x +49-3023,Automotive Service Technicians and Mechanics,Automotive Alignment Specialist, +49-3023,Automotive Service Technicians and Mechanics,Automotive Brake Adjuster, +49-3023,Automotive Service Technicians and Mechanics,Automotive Brake Specialist, +49-3023,Automotive Service Technicians and Mechanics,Automotive Brake Technician,x +49-3023,Automotive Service Technicians and Mechanics,Automotive Fuel Injection Servicer,x +49-3023,Automotive Service Technicians and Mechanics,Automotive Fuel Systems Converter, +49-3023,Automotive Service Technicians and Mechanics,Automotive Specialty Technician, +49-3023,Automotive Service Technicians and Mechanics,Hybrid Car Mechanic,x +49-3023,Automotive Service Technicians and Mechanics,Motor Tune-Up Specialist, +49-3031,Bus and Truck Mechanics and Diesel Engine Specialists,Biodiesel Engine Specialist,x +49-3031,Bus and Truck Mechanics and Diesel Engine Specialists,Diesel Engine Fitter, +49-3031,Bus and Truck Mechanics and Diesel Engine Specialists,Diesel Service Technician, +49-3031,Bus and Truck Mechanics and Diesel Engine Specialists,Marine Diesel Technician,x +49-3031,Bus and Truck Mechanics and Diesel Engine Specialists,School Bus Mechanic,x +49-3031,Bus and Truck Mechanics and Diesel Engine Specialists,Tractor Trailer Mechanic,x +49-3031,Bus and Truck Mechanics and Diesel Engine Specialists,Truck Engine Technician, +49-3041,Farm Equipment Mechanics and Service Technicians,Agricultural Equipment Mechanic, +49-3041,Farm Equipment Mechanics and Service Technicians,Combine Mechanic,x +49-3041,Farm Equipment Mechanics and Service Technicians,Dairy Equipment Mechanic, +49-3041,Farm Equipment Mechanics and Service Technicians,Dairy Equipment Repairer,x +49-3041,Farm Equipment Mechanics and Service Technicians,Harvester Mechanic, +49-3041,Farm Equipment Mechanics and Service Technicians,Irrigation Equipment Mechanic,x +49-3041,Farm Equipment Mechanics and Service Technicians,Milking Machine Mechanic, +49-3041,Farm Equipment Mechanics and Service Technicians,Tractor Mechanic, +49-3042,"Mobile Heavy Equipment Mechanics, Except Engines",Bulldozer Mechanic,x +49-3042,"Mobile Heavy Equipment Mechanics, Except Engines",Construction Equipment Mechanic,x +49-3042,"Mobile Heavy Equipment Mechanics, Except Engines",Dragline Mechanic, +49-3042,"Mobile Heavy Equipment Mechanics, Except Engines",Forklift Mechanic,x +49-3042,"Mobile Heavy Equipment Mechanics, Except Engines",Forklift Technician, +49-3042,"Mobile Heavy Equipment Mechanics, Except Engines",Logging Equipment Mechanic, +49-3043,Rail Car Repairers,Freight Car Repairer, +49-3043,Rail Car Repairers,Mine Car Mechanic,x +49-3043,Rail Car Repairers,Rail Car Maintenance Mechanic, +49-3043,Rail Car Repairers,Rail Car Mechanic, +49-3043,Rail Car Repairers,Streetcar Repairer,x +49-3043,Rail Car Repairers,Subway Car Repairer,x +49-3043,Rail Car Repairers,Tank Car Reconditioner, +49-3043,Rail Car Repairers,Trolley Car Mechanic, +49-3043,Rail Car Repairers,Trolley Car Overhauler,x +49-3051,Motorboat Mechanics and Service Technicians,Certified Marine Mechanic,x +49-3051,Motorboat Mechanics and Service Technicians,Marine Propulsion Technician, +49-3051,Motorboat Mechanics and Service Technicians,Marine Technician, +49-3051,Motorboat Mechanics and Service Technicians,Motorboat Mechanic, +49-3051,Motorboat Mechanics and Service Technicians,Outboard Motor Mechanic,x +49-3051,Motorboat Mechanics and Service Technicians,Outboard Technician, +49-3052,Motorcycle Mechanics,All Terrain Vehicle Technician,x +49-3052,Motorcycle Mechanics,ATV Technician, +49-3052,Motorcycle Mechanics,Motor Scooter Mechanic,x +49-3052,Motorcycle Mechanics,Motorcycle Repairer, +49-3052,Motorcycle Mechanics,Motorcycle Service Technician,x +49-3052,Motorcycle Mechanics,Motorcycle Technician, +49-3052,Motorcycle Mechanics,Scooter Mechanic, +49-3053,Outdoor Power Equipment and Other Small Engine Mechanics,Chain Saw Mechanic, +49-3053,Outdoor Power Equipment and Other Small Engine Mechanics,Edge Trimmer Mechanic, +49-3053,Outdoor Power Equipment and Other Small Engine Mechanics,Electric Golf Cart Repairers, +49-3053,Outdoor Power Equipment and Other Small Engine Mechanics,Electric Wheelchair Repairer, +49-3053,Outdoor Power Equipment and Other Small Engine Mechanics,Go-Cart Mechanic, +49-3053,Outdoor Power Equipment and Other Small Engine Mechanics,Golf Cart Mechanic,x +49-3053,Outdoor Power Equipment and Other Small Engine Mechanics,Lawn Mower Repairer,x +49-3053,Outdoor Power Equipment and Other Small Engine Mechanics,Mobility Scooter Repairer,x +49-3053,Outdoor Power Equipment and Other Small Engine Mechanics,Power Saw Mechanic,x +49-3053,Outdoor Power Equipment and Other Small Engine Mechanics,Power Wheelchair Mechanic, +49-3053,Outdoor Power Equipment and Other Small Engine Mechanics,Snowblower Mechanic, +49-3053,Outdoor Power Equipment and Other Small Engine Mechanics,Snowmobile Mechanic, +49-3091,Bicycle Repairers,Bicycle Mechanic,x +49-3091,Bicycle Repairers,Bicycle Service Technician,x +49-3091,Bicycle Repairers,Bike Mechanic, +49-3092,Recreational Vehicle Service Technicians,Master Certified RV Technician, +49-3092,Recreational Vehicle Service Technicians,Mobile Service Recreational Vehicle Technician, +49-3092,Recreational Vehicle Service Technicians,Recreational Vehicle (RV) Repairer,x +49-3092,Recreational Vehicle Service Technicians,Recreational Vehicle Mechanic, +49-3092,Recreational Vehicle Service Technicians,RV Mechanic,x +49-3092,Recreational Vehicle Service Technicians,RV Servicer, +49-3092,Recreational Vehicle Service Technicians,RVDA Master Certified RV Technician, +49-3093,Tire Repairers and Changers,Auto Tire Worker, +49-3093,Tire Repairers and Changers,Tire Balancer,x +49-3093,Tire Repairers and Changers,Tire Fixer,x +49-3093,Tire Repairers and Changers,Tire Mechanic, +49-3093,Tire Repairers and Changers,Tire Mounter, +49-3093,Tire Repairers and Changers,Tire Servicer, +49-3093,Tire Repairers and Changers,Tire Technician, +49-9011,Mechanical Door Repairers,Automatic Door Mechanic,x +49-9011,Mechanical Door Repairers,Door Closer Mechanic, +49-9011,Mechanical Door Repairers,Garage Door Technician, +49-9011,Mechanical Door Repairers,Overhead Door Technician, +49-9012,"Control and Valve Installers and Repairers, Except Mechanical Door",Air Valve Mechanic,x +49-9012,"Control and Valve Installers and Repairers, Except Mechanical Door",Electric Meter Installer, +49-9012,"Control and Valve Installers and Repairers, Except Mechanical Door",Gas Meter Installer,x +49-9012,"Control and Valve Installers and Repairers, Except Mechanical Door",Gas Meter Mechanic, +49-9012,"Control and Valve Installers and Repairers, Except Mechanical Door",Thermostat Repairer,x +49-9012,"Control and Valve Installers and Repairers, Except Mechanical Door",Valve Mechanic, +49-9012,"Control and Valve Installers and Repairers, Except Mechanical Door",Water Meter Installer, +49-9021,"Heating, Air Conditioning, and Refrigeration Mechanics and Installers",Air Conditioning Service Technician, +49-9021,"Heating, Air Conditioning, and Refrigeration Mechanics and Installers",Bulk Cooler Installer, +49-9021,"Heating, Air Conditioning, and Refrigeration Mechanics and Installers",Evaporative Cooler Installer, +49-9021,"Heating, Air Conditioning, and Refrigeration Mechanics and Installers",Furnace Converter, +49-9021,"Heating, Air Conditioning, and Refrigeration Mechanics and Installers",Furnace Fitter, +49-9021,"Heating, Air Conditioning, and Refrigeration Mechanics and Installers",Gas Furnace Installer,x +49-9021,"Heating, Air Conditioning, and Refrigeration Mechanics and Installers","Heating, Ventilation, and Air Conditioning (HVAC) Mechanic",x +49-9021,"Heating, Air Conditioning, and Refrigeration Mechanics and Installers",Oil Burner Repairer,x +49-9021,"Heating, Air Conditioning, and Refrigeration Mechanics and Installers",Oil Furnace Installer, +49-9021,"Heating, Air Conditioning, and Refrigeration Mechanics and Installers",Refrigeration Systems Installer, +49-9021,"Heating, Air Conditioning, and Refrigeration Mechanics and Installers",Stoker Installer, +49-9031,Home Appliance Repairers,Certified Appliance Service Technician, +49-9031,Home Appliance Repairers,Electric Stove Installer, +49-9031,Home Appliance Repairers,Gas Appliance Repairer, +49-9031,Home Appliance Repairers,Gas Appliance Servicer, +49-9031,Home Appliance Repairers,Home Appliance Installer, +49-9031,Home Appliance Repairers,Stove Installer, +49-9031,Home Appliance Repairers,Vacuum Cleaner Repair Person, +49-9031,Home Appliance Repairers,Vacuum Cleaner Repairer,x +49-9031,Home Appliance Repairers,Washing Machine Installer,x +49-9031,Home Appliance Repairers,Washing Machine Repairer, +49-9031,Home Appliance Repairers,Window Air Conditioner Installer,x +49-9041,Industrial Machinery Mechanics,Bag Machine Adjuster, +49-9041,Industrial Machinery Mechanics,Boilerhouse Mechanic,x +49-9041,Industrial Machinery Mechanics,Foundry Equipment Mechanic,x +49-9041,Industrial Machinery Mechanics,Hydroelectric Machinery Mechanic,x +49-9041,Industrial Machinery Mechanics,Industrial Conveyor Belt Repairer, +49-9041,Industrial Machinery Mechanics,Loom Fixer, +49-9041,Industrial Machinery Mechanics,Loom Technician, +49-9043,"Maintenance Workers, Machinery",Crane Oiler,x +49-9044,Millwrights,Construction Millwright, +49-9044,Millwrights,Machine Erector,X +49-9044,Millwrights,Machinery Dismantler,x +49-9044,Millwrights,Maintenance Millwright,x +49-9044,Millwrights,Manufacturing Millwright, +49-9045,"Refractory Materials Repairers, Except Brickmasons",Bondactor Machine Operator,X +49-9045,"Refractory Materials Repairers, Except Brickmasons",Cupola Repairer,X +49-9045,"Refractory Materials Repairers, Except Brickmasons",Kiln Door Builder,X +49-9045,"Refractory Materials Repairers, Except Brickmasons",Ladle Repairer,X +49-9045,"Refractory Materials Repairers, Except Brickmasons",Refractory Repairer, +49-9051,Electrical Power-Line Installers and Repairers,Electric Powerline Examiner,x +49-9051,Electrical Power-Line Installers and Repairers,Electric Utility Lineworker,x +49-9051,Electrical Power-Line Installers and Repairers,Electrical High Tension Tester,x +49-9051,Electrical Power-Line Installers and Repairers,Electrical Lineworker,x +49-9051,Electrical Power-Line Installers and Repairers,Power Lineworker, +49-9051,Electrical Power-Line Installers and Repairers,Underground Conduit Installer, +49-9052,Telecommunications Line Installers and Repairers,Cable Television Installer,x +49-9052,Telecommunications Line Installers and Repairers,Fiber Optic Technician, +49-9052,Telecommunications Line Installers and Repairers,FIOS Line Installer,x +49-9052,Telecommunications Line Installers and Repairers,Telecommunication Lines Repairer, +49-9052,Telecommunications Line Installers and Repairers,Telecommunications Line Installer, +49-9052,Telecommunications Line Installers and Repairers,Telephone Cable Splicer,x +49-9052,Telecommunications Line Installers and Repairers,Telephone Lines Repairer, +49-9052,Telecommunications Line Installers and Repairers,Telephone Lineworker, +49-9061,Camera and Photographic Equipment Repairers,Aircraft Photographic Equipment Repairer,x +49-9061,Camera and Photographic Equipment Repairers,Camera Machinist, +49-9061,Camera and Photographic Equipment Repairers,Camera Repair Technician, +49-9061,Camera and Photographic Equipment Repairers,Camera Repairer,x +49-9061,Camera and Photographic Equipment Repairers,Photographic Equipment Technician,x +49-9062,Medical Equipment Repairers,Biomedical Electronics Technician, +49-9062,Medical Equipment Repairers,Biomedical Equipment Technician,x +49-9062,Medical Equipment Repairers,BMET, +49-9062,Medical Equipment Repairers,Certified Biomedical Equipment Technician, +49-9062,Medical Equipment Repairers,Dental Equipment Mechanic, +49-9062,Medical Equipment Repairers,Dental Equipment Repairer, +49-9062,Medical Equipment Repairers,Durable Medical Equipment Repairer, +49-9062,Medical Equipment Repairers,Electromedical Equipment Technician, +49-9062,Medical Equipment Repairers,Radiology Equipment Servicer,x +49-9062,Medical Equipment Repairers,Surgical Instrument Mechanic,x +49-9063,Musical Instrument Repairers and Tuners,Accordion Repairer, +49-9063,Musical Instrument Repairers and Tuners,Band Instrument Repair Technician, +49-9063,Musical Instrument Repairers and Tuners,Banjo Repairer, +49-9063,Musical Instrument Repairers and Tuners,Bow Rehairer, +49-9063,Musical Instrument Repairers and Tuners,Brass and Wind Instrument Repairer,x +49-9063,Musical Instrument Repairers and Tuners,Chip Tuner, +49-9063,Musical Instrument Repairers and Tuners,Fretted String Instrument Repairer, +49-9063,Musical Instrument Repairers and Tuners,Guitar Builder, +49-9063,Musical Instrument Repairers and Tuners,Guitar Repairer, +49-9063,Musical Instrument Repairers and Tuners,Keyboard Instrument Repairer, +49-9063,Musical Instrument Repairers and Tuners,Luthier, +49-9063,Musical Instrument Repairers and Tuners,Mandolin Repairer, +49-9063,Musical Instrument Repairers and Tuners,Organ Installer, +49-9063,Musical Instrument Repairers and Tuners,Organ Tuner, +49-9063,Musical Instrument Repairers and Tuners,Percussion Instrument Repairer, +49-9063,Musical Instrument Repairers and Tuners,Piano Regulator, +49-9063,Musical Instrument Repairers and Tuners,Piano Technician, +49-9063,Musical Instrument Repairers and Tuners,Piano Tuner,x +49-9063,Musical Instrument Repairers and Tuners,Pipe Organ Technician, +49-9063,Musical Instrument Repairers and Tuners,Stringed Instrument Repairer, +49-9063,Musical Instrument Repairers and Tuners,Tone Regulator, +49-9063,Musical Instrument Repairers and Tuners,Violin Repairer,x +49-9064,Watch and Clock Repairers,Antique Clock Repairer,x +49-9064,Watch and Clock Repairers,Chronometer Repairer, +49-9064,Watch and Clock Repairers,Clock Repair Technician,x +49-9064,Watch and Clock Repairers,Clockmaker, +49-9064,Watch and Clock Repairers,Clocksmith, +49-9064,Watch and Clock Repairers,Horologist,x +49-9064,Watch and Clock Repairers,Time Piece Repairer, +49-9064,Watch and Clock Repairers,Watchmaker, +49-9069,"Precision Instrument and Equipment Repairers, All Other",Gyroscope Repairer,x +49-9069,"Precision Instrument and Equipment Repairers, All Other",Scale Adjuster, +49-9069,"Precision Instrument and Equipment Repairers, All Other",Telescope Repairer,x +49-9071,"Maintenance and Repair Workers, General",Building Maintenance Mechanic,x +49-9071,"Maintenance and Repair Workers, General",Building Mechanic, +49-9071,"Maintenance and Repair Workers, General",Building Services Mechanic, +49-9071,"Maintenance and Repair Workers, General",Facilities Maintenance Worker,x +49-9071,"Maintenance and Repair Workers, General",General Maintenance Worker,x +49-9071,"Maintenance and Repair Workers, General",Maintenance Mechanic, +49-9071,"Maintenance and Repair Workers, General",Mechanics Handyman, +49-9071,"Maintenance and Repair Workers, General",Plant Maintenance Technician, +49-9081,Wind Turbine Service Technicians,Wind Energy Mechanic, +49-9081,Wind Turbine Service Technicians,Wind Energy Technician,x +49-9081,Wind Turbine Service Technicians,Wind Turbine Mechanic,x +49-9081,Wind Turbine Service Technicians,Wind Turbine Technician, +49-9091,"Coin, Vending, and Amusement Machine Servicers and Repairers",Arcade Games Mechanic,x +49-9091,"Coin, Vending, and Amusement Machine Servicers and Repairers",Coin Box Collector, +49-9091,"Coin, Vending, and Amusement Machine Servicers and Repairers",Juke Box Mechanic, +49-9091,"Coin, Vending, and Amusement Machine Servicers and Repairers",Parking Meter Collector,x +49-9091,"Coin, Vending, and Amusement Machine Servicers and Repairers",Slot Machine Mechanic,x +49-9091,"Coin, Vending, and Amusement Machine Servicers and Repairers",Slot Technician, +49-9091,"Coin, Vending, and Amusement Machine Servicers and Repairers",Stamp Machine Servicer, +49-9091,"Coin, Vending, and Amusement Machine Servicers and Repairers",Vending Machine Filler,x +49-9092,Commercial Divers,Marine Diver,x +49-9092,Commercial Divers,Non Destructive Testing Underwater Welder, +49-9092,Commercial Divers,Salvage Diver,x +49-9092,Commercial Divers,Scuba Diver,x +49-9092,Commercial Divers,Submarine Diver, +49-9092,Commercial Divers,Underwater Welder,x +49-9094,Locksmiths and Safe Repairers,Key Maker,x +49-9094,Locksmiths and Safe Repairers,Keysmith, +49-9094,Locksmiths and Safe Repairers,Lock Expert, +49-9094,Locksmiths and Safe Repairers,Lock Fitter, +49-9094,Locksmiths and Safe Repairers,Lock Setter, +49-9094,Locksmiths and Safe Repairers,Lock Technician, +49-9094,Locksmiths and Safe Repairers,Locksmith, +49-9094,Locksmiths and Safe Repairers,Safe and Vault Installer,x +49-9094,Locksmiths and Safe Repairers,Safe and Vault Mechanic,x +49-9095,Manufactured Building and Mobile Home Installers,Housetrailer Servicer,x +49-9095,Manufactured Building and Mobile Home Installers,Mobile Home Mechanic,x +49-9095,Manufactured Building and Mobile Home Installers,Mobile Home Servicer,x +49-9095,Manufactured Building and Mobile Home Installers,Mobile Home Technician, +49-9095,Manufactured Building and Mobile Home Installers,Modular Home Crew Member, +49-9096,Riggers,Acrobatic Rigger,x +49-9096,Riggers,Boat Rigger, +49-9096,Riggers,Crane Rigger,x +49-9096,Riggers,Fly Rail Operator, +49-9096,Riggers,Gantry Rigger, +49-9096,Riggers,High Rigger, +49-9096,Riggers,Marine Rigger, +49-9096,Riggers,Parachute Rigger, +49-9096,Riggers,Ship Rigger, +49-9096,Riggers,Theatrical Rigger, +49-9096,Riggers,Wire Rigger, +49-9096,Riggers,Yacht Rigger, +49-9096,Riggers,Yard Rigger,x +49-9097,Signal and Track Switch Repairers,Electric Track Switch Maintainer, +49-9097,Signal and Track Switch Repairers,Light Rail Signal Technician,x +49-9097,Signal and Track Switch Repairers,Rail Signal Mechanic,x +49-9097,Signal and Track Switch Repairers,Railway Signal Technician, +49-9097,Signal and Track Switch Repairers,Third Rail Installer,x +49-9097,Signal and Track Switch Repairers,Train Control Electronic Technician, +49-9097,Signal and Track Switch Repairers,Train Control Technician, +49-9098,"Helpers--Installation, Maintenance, and Repair Workers",Automobile Body Repairer Helper,x +49-9098,"Helpers--Installation, Maintenance, and Repair Workers",Cable Splicer Helper, +49-9098,"Helpers--Installation, Maintenance, and Repair Workers",Hydroelectric Machinery Mechanic Helper, +49-9098,"Helpers--Installation, Maintenance, and Repair Workers",Locksmith Helper,x +49-9098,"Helpers--Installation, Maintenance, and Repair Workers",Logging Equipment Mechanic Helper, +49-9098,"Helpers--Installation, Maintenance, and Repair Workers",Mechanic's Assistant, +49-9098,"Helpers--Installation, Maintenance, and Repair Workers",Meter Repairer Helper, +49-9098,"Helpers--Installation, Maintenance, and Repair Workers",Motorboat Mechanic Helper,x +49-9098,"Helpers--Installation, Maintenance, and Repair Workers",Powerhouse Mechanic Helper, +49-9098,"Helpers--Installation, Maintenance, and Repair Workers",Streetcar Repairer Helper, +49-9099,"Installation, Maintenance, and Repair Workers, All Other",Bowling Alley Mechanic,x +49-9099,"Installation, Maintenance, and Repair Workers, All Other",Curtain Mender, +49-9099,"Installation, Maintenance, and Repair Workers, All Other",Fabric Awning Repairer,x +49-9099,"Installation, Maintenance, and Repair Workers, All Other",Fire Extinguisher Installer,x +49-9099,"Installation, Maintenance, and Repair Workers, All Other",Gasoline Pump Installer,x +49-9099,"Installation, Maintenance, and Repair Workers, All Other",Gunsmith,x +49-9099,"Installation, Maintenance, and Repair Workers, All Other",Hand-Woven Carpet and Rug Mender, +49-9099,"Installation, Maintenance, and Repair Workers, All Other",Parachute Repairer,x +49-9099,"Installation, Maintenance, and Repair Workers, All Other",Sail Repairer,x +49-9099,"Installation, Maintenance, and Repair Workers, All Other",Ski Lift Mechanic, +49-9099,"Installation, Maintenance, and Repair Workers, All Other",Tarp Repairer, +49-9099,"Installation, Maintenance, and Repair Workers, All Other",Wheelwright, +49-9099,"Installation, Maintenance, and Repair Workers, All Other",Window Shade Installer, +51-1011,First-Line Supervisors of Production and Operating Workers,Assembly Line Supervisor,x +51-1011,First-Line Supervisors of Production and Operating Workers,Assembly Supervisor, +51-1011,First-Line Supervisors of Production and Operating Workers,Die Cast Supervisor, +51-1011,First-Line Supervisors of Production and Operating Workers,Machine Assembler Supervisor, +51-1011,First-Line Supervisors of Production and Operating Workers,Machinist Supervisor,x +51-1011,First-Line Supervisors of Production and Operating Workers,Molding Supervisor, +51-1011,First-Line Supervisors of Production and Operating Workers,Paper Machine Supervisor, +51-1011,First-Line Supervisors of Production and Operating Workers,Printing Supervisor, +51-1011,First-Line Supervisors of Production and Operating Workers,Printing Worker Supervisor,x +51-1011,First-Line Supervisors of Production and Operating Workers,Tool Room Supervisor, +51-2011,"Aircraft Structure, Surfaces, Rigging, and Systems Assemblers",Aircraft De-Icer Installer,x +51-2011,"Aircraft Structure, Surfaces, Rigging, and Systems Assemblers",Aircraft Fuselage Framer,x +51-2011,"Aircraft Structure, Surfaces, Rigging, and Systems Assemblers",Aircraft Layout Worker, +51-2011,"Aircraft Structure, Surfaces, Rigging, and Systems Assemblers",Aircraft Line Assembler, +51-2011,"Aircraft Structure, Surfaces, Rigging, and Systems Assemblers",Aircraft Part Assembler, +51-2011,"Aircraft Structure, Surfaces, Rigging, and Systems Assemblers",Aircraft Riveter,x +51-2011,"Aircraft Structure, Surfaces, Rigging, and Systems Assemblers",Aircraft Sheet Metal Mechanic, +51-2011,"Aircraft Structure, Surfaces, Rigging, and Systems Assemblers",Helicopter Airframe Mechanic, +51-2011,"Aircraft Structure, Surfaces, Rigging, and Systems Assemblers",Propeller Layout Worker, +51-2011,"Aircraft Structure, Surfaces, Rigging, and Systems Assemblers",Wing Coverer, +51-2021,"Coil Winders, Tapers, and Finishers",Coil Builder,x +51-2021,"Coil Winders, Tapers, and Finishers",Coil Former, +51-2021,"Coil Winders, Tapers, and Finishers",Coil Winder, +51-2021,"Coil Winders, Tapers, and Finishers",Motor Rewinder, +51-2021,"Coil Winders, Tapers, and Finishers",Motor Winder,x +51-2021,"Coil Winders, Tapers, and Finishers",Multiple Coil Winder, +51-2021,"Coil Winders, Tapers, and Finishers",Rotor Coil Taper, +51-2021,"Coil Winders, Tapers, and Finishers",Wire Coiler,x +51-2021,"Coil Winders, Tapers, and Finishers",Wire Winder, +51-2021,"Coil Winders, Tapers, and Finishers",Wire Winding Machine Tender, +51-2022,Electrical and Electronic Equipment Assemblers,Anode Builder,x +51-2022,Electrical and Electronic Equipment Assemblers,Armature Assembler, +51-2022,Electrical and Electronic Equipment Assemblers,Battery Assembler, +51-2022,Electrical and Electronic Equipment Assemblers,Battery Builder,x +51-2022,Electrical and Electronic Equipment Assemblers,Breaker Unit Assembler, +51-2022,Electrical and Electronic Equipment Assemblers,Circuit Board Assembler,x +51-2022,Electrical and Electronic Equipment Assemblers,Computer Assembler, +51-2022,Electrical and Electronic Equipment Assemblers,Coping Machine Assembler, +51-2022,Electrical and Electronic Equipment Assemblers,Electric Motor Controls Assembler,x +51-2022,Electrical and Electronic Equipment Assemblers,Electric Sign Assembler, +51-2022,Electrical and Electronic Equipment Assemblers,Electrical Assembler, +51-2022,Electrical and Electronic Equipment Assemblers,Electrical Controls Assembler, +51-2022,Electrical and Electronic Equipment Assemblers,Electronic Assembler, +51-2022,Electrical and Electronic Equipment Assemblers,Electronic Sensing Equipment Assembler, +51-2022,Electrical and Electronic Equipment Assemblers,Electronic Wirer, +51-2022,Electrical and Electronic Equipment Assemblers,Switchbox Assembler, +51-2022,Electrical and Electronic Equipment Assemblers,Transformer Assembler, +51-2022,Electrical and Electronic Equipment Assemblers,Transformer Maker, +51-2023,Electromechanical Equipment Assemblers,Electromechanical Assembler, +51-2023,Electromechanical Equipment Assemblers,Microwave Oven Assembler, +51-2023,Electromechanical Equipment Assemblers,Programmable Logic Controller Assembler,x +51-2023,Electromechanical Equipment Assemblers,Synchronous Motor Assembler,x +51-2023,Electromechanical Equipment Assemblers,Vacuum Cleaner Assembler,x +51-2023,Electromechanical Equipment Assemblers,Vending Machine Assembler,x +51-2031,Engine and Other Machine Assemblers,Aircraft Engine Assembler, +51-2031,Engine and Other Machine Assemblers,Assembling Motor Builder, +51-2031,Engine and Other Machine Assemblers,Clutch Housing Assembler, +51-2031,Engine and Other Machine Assemblers,Engine Builder, +51-2031,Engine and Other Machine Assemblers,Gas Turbine Assembler,x +51-2031,Engine and Other Machine Assemblers,Generator Assembler, +51-2031,Engine and Other Machine Assemblers,Jet Engine Assembler, +51-2031,Engine and Other Machine Assemblers,Machine Builder,x +51-2031,Engine and Other Machine Assemblers,Sewing Machine Assembler, +51-2031,Engine and Other Machine Assemblers,Steam Turbine Assembler,x +51-2031,Engine and Other Machine Assemblers,Truck Transmission Assembler, +51-2031,Engine and Other Machine Assemblers,Truck Transmission Builder, +51-2041,Structural Metal Fabricators and Fitters,Mill Beam Fitter,x +51-2041,Structural Metal Fabricators and Fitters,Protector Plate Attacher,x +51-2051,Fiberglass Laminators and Fabricators,Fiberglass Boat Builder,x +51-2051,Fiberglass Laminators and Fabricators,Fiberglass Fabricator, +51-2051,Fiberglass Laminators and Fabricators,Fiberglass Grinder, +51-2051,Fiberglass Laminators and Fabricators,Fiberglass Laminator, +51-2051,Fiberglass Laminators and Fabricators,Fiberglass Luggage Molder, +51-2051,Fiberglass Laminators and Fabricators,Fiberglass Machine Operator, +51-2051,Fiberglass Laminators and Fabricators,Fiberglass Roller, +51-2051,Fiberglass Laminators and Fabricators,Fiberglass Ski Maker,x +51-2051,Fiberglass Laminators and Fabricators,Fiberglasser, +51-2061,Timing Device Assemblers and Adjusters,Digital Watch Assembler,x +51-2061,Timing Device Assemblers and Adjusters,Electrical Timing Device Adjuster,x +51-2061,Timing Device Assemblers and Adjusters,Marine Chronometer Assembler,x +51-2061,Timing Device Assemblers and Adjusters,Time Stamp Assembler, +51-2092,Team Assemblers,Lead Team Assembler,x +51-2092,Team Assemblers,Team Assembly Line Machine Operator,x +51-2092,Team Assemblers,Team Automobile Assembler,x +51-2099,"Assemblers and Fabricators, All Other",Air Bag Builder,x +51-2099,"Assemblers and Fabricators, All Other",Auto Battery Builder, +51-2099,"Assemblers and Fabricators, All Other",Barrel Straightener, +51-2099,"Assemblers and Fabricators, All Other",Crate Builder,x +51-2099,"Assemblers and Fabricators, All Other",Doll Maker,x +51-2099,"Assemblers and Fabricators, All Other",Lure Maker, +51-2099,"Assemblers and Fabricators, All Other",Quilt Stuffer, +51-3011,Bakers,Bagel Maker,x +51-3011,Bakers,Bread Baker,x +51-3011,Bakers,Dough Maker, +51-3011,Bakers,Pastry Baker, +51-3011,Bakers,Pastry Finisher,x +51-3011,Bakers,Pie Baker, +51-3011,Bakers,Pie Maker, +51-3021,Butchers and Meat Cutters,Butcher, +51-3021,Butchers and Meat Cutters,Butcher Apprentice,x +51-3021,Butchers and Meat Cutters,Halal Butcher, +51-3021,Butchers and Meat Cutters,Kosher Butcher,x +51-3021,Butchers and Meat Cutters,Meat Carver,x +51-3021,Butchers and Meat Cutters,Meat Clerk, +51-3021,Butchers and Meat Cutters,Meat Counter Worker,x +51-3022,"Meat, Poultry, and Fish Cutters and Trimmers",Crab Picker, +51-3022,"Meat, Poultry, and Fish Cutters and Trimmers",Deboner, +51-3022,"Meat, Poultry, and Fish Cutters and Trimmers",Fish Cutter, +51-3022,"Meat, Poultry, and Fish Cutters and Trimmers",Fish Filleter,x +51-3022,"Meat, Poultry, and Fish Cutters and Trimmers",Frozen Meat Cutter, +51-3022,"Meat, Poultry, and Fish Cutters and Trimmers",Meat Trimmer, +51-3022,"Meat, Poultry, and Fish Cutters and Trimmers",Oyster Shucker,x +51-3022,"Meat, Poultry, and Fish Cutters and Trimmers",Poultry Cutter, +51-3022,"Meat, Poultry, and Fish Cutters and Trimmers",Poultry Eviscerator,x +51-3022,"Meat, Poultry, and Fish Cutters and Trimmers",Shrimp Peeler, +51-3022,"Meat, Poultry, and Fish Cutters and Trimmers",Shrimp Picker,x +51-3022,"Meat, Poultry, and Fish Cutters and Trimmers",Wing Scorer, +51-3023,Slaughterers and Meat Packers,Beef Splitter, +51-3023,Slaughterers and Meat Packers,Cattle Killer, +51-3023,Slaughterers and Meat Packers,Halal Meat Packer,x +51-3023,Slaughterers and Meat Packers,Hog Slaughterer, +51-3023,Slaughterers and Meat Packers,Meat Packer, +51-3023,Slaughterers and Meat Packers,Meat Processor, +51-3023,Slaughterers and Meat Packers,Poultry Slaughterer,x +51-3023,Slaughterers and Meat Packers,Shochet,x +51-3023,Slaughterers and Meat Packers,Slaughterer, +51-3091,"Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders",Bean Roaster, +51-3091,"Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders",Coffee Roaster,x +51-3091,"Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders",Fish Smoker,x +51-3091,"Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders",Food Dehydrator Operator, +51-3091,"Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders",Grain Roaster, +51-3091,"Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders",Malt House Kiln Operator, +51-3091,"Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders",Meat Curer,x +51-3091,"Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders",Meat Smoker, +51-3091,"Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders",Sausage Smoker, +51-3091,"Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders",Smokehouse Worker,x +51-3091,"Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders",Tobacco Drier Operator, +51-3092,Food Batchmakers,Almond Paste Mixer, +51-3092,Food Batchmakers,Candy Maker, +51-3092,Food Batchmakers,Candy Puller, +51-3092,Food Batchmakers,Cheese Processor, +51-3092,Food Batchmakers,Cottage Cheese Maker, +51-3092,Food Batchmakers,Dough Scaler and Mixer, +51-3092,Food Batchmakers,Frozen Yogurt Maker,x +51-3092,Food Batchmakers,Honey Blender,x +51-3092,Food Batchmakers,Ice Cream Maker, +51-3092,Food Batchmakers,Liquid Sugar Fortifier, +51-3092,Food Batchmakers,Peanut Butter Maker,x +51-3092,Food Batchmakers,Pickle Maker, +51-3092,Food Batchmakers,Relish Maker, +51-3092,Food Batchmakers,Taffy Puller, +51-3093,Food Cooking Machine Operators and Tenders,Doughnut Machine Operator,x +51-3093,Food Cooking Machine Operators and Tenders,Dumpling Machine Operator,x +51-3093,Food Cooking Machine Operators and Tenders,Fish Fryer, +51-3093,Food Cooking Machine Operators and Tenders,Food Cooking Machine Operator, +51-3093,Food Cooking Machine Operators and Tenders,Kettle Fry Cook Operator, +51-3093,Food Cooking Machine Operators and Tenders,Pierogi Maker, +51-3093,Food Cooking Machine Operators and Tenders,Potato Chip Frier,x +51-3093,Food Cooking Machine Operators and Tenders,Tripe Cooker, +51-3099,"Food Processing Workers, All Other",Olive Pitter,x +51-3099,"Food Processing Workers, All Other",Pasta Press Operator, +51-3099,"Food Processing Workers, All Other",Poultry Hanger,x +51-3099,"Food Processing Workers, All Other",Yeast Maker,x +51-4021,"Extruding and Drawing Machine Setters, Operators, and Tenders, Metal and Plastic",Wire Drawing Machine Tender,x +51-4021,"Extruding and Drawing Machine Setters, Operators, and Tenders, Metal and Plastic",Wire Mill Rover, +51-4022,"Forging Machine Setters, Operators, and Tenders, Metal and Plastic",Cold Header Operator,x +51-4022,"Forging Machine Setters, Operators, and Tenders, Metal and Plastic",Forging Roll Operator,x +51-4022,"Forging Machine Setters, Operators, and Tenders, Metal and Plastic",Header Setup Operator, +51-4022,"Forging Machine Setters, Operators, and Tenders, Metal and Plastic",Spike Machine Operator,x +51-4022,"Forging Machine Setters, Operators, and Tenders, Metal and Plastic",Swager Operator,x +51-4022,"Forging Machine Setters, Operators, and Tenders, Metal and Plastic",Swaging Machine Operator, +51-4023,"Rolling Machine Setters, Operators, and Tenders, Metal and Plastic",Brass Roller,x +51-4023,"Rolling Machine Setters, Operators, and Tenders, Metal and Plastic",Forming Roll Operator,x +51-4023,"Rolling Machine Setters, Operators, and Tenders, Metal and Plastic",Metal Sheet Roller Operator, +51-4023,"Rolling Machine Setters, Operators, and Tenders, Metal and Plastic",Pipe Straightener, +51-4023,"Rolling Machine Setters, Operators, and Tenders, Metal and Plastic",Plastic Straightening Roll Operator,x +51-4023,"Rolling Machine Setters, Operators, and Tenders, Metal and Plastic",Steel Roller,x +51-4031,"Cutting, Punching, and Press Machine Setters, Operators, and Tenders, Metal and Plastic",Crimping Machine Operator for Metal,x +51-4031,"Cutting, Punching, and Press Machine Setters, Operators, and Tenders, Metal and Plastic",Four Slide Machine Setter, +51-4031,"Cutting, Punching, and Press Machine Setters, Operators, and Tenders, Metal and Plastic",Metal Punch Press Operator,x +51-4031,"Cutting, Punching, and Press Machine Setters, Operators, and Tenders, Metal and Plastic",Metal Slitter,x +51-4031,"Cutting, Punching, and Press Machine Setters, Operators, and Tenders, Metal and Plastic",Metal Stamper, +51-4032,"Drilling and Boring Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Bore Mill Operator for Plastic, +51-4032,"Drilling and Boring Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Boring Mill Operator for Metal,x +51-4032,"Drilling and Boring Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Drill Press Operator for Metal,x +51-4032,"Drilling and Boring Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Horizontal Boring Mill Operator for Metal, +51-4032,"Drilling and Boring Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Radial Drill Operator for Plastic, +51-4032,"Drilling and Boring Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Radial Drill Press Operator for Plastic,x +51-4032,"Drilling and Boring Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Reaming Machine Operator for Plastic, +51-4033,"Grinding, Lapping, Polishing, and Buffing Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Aluminum Polisher,x +51-4033,"Grinding, Lapping, Polishing, and Buffing Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Deburring Machine Operator, +51-4033,"Grinding, Lapping, Polishing, and Buffing Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Jewel Bearing Facer,x +51-4033,"Grinding, Lapping, Polishing, and Buffing Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Metal Grinder,x +51-4033,"Grinding, Lapping, Polishing, and Buffing Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Tool Polishing Machine Operator,x +51-4034,"Lathe and Turning Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Engine Lathe Operator,x +51-4034,"Lathe and Turning Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Gear Cutter,x +51-4034,"Lathe and Turning Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Screw Machine Operator,x +51-4034,"Lathe and Turning Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Screw Machine Tool Setter, +51-4035,"Milling and Planing Machine Setters, Operators, and Tenders, Metal and Plastic",Metal Milling Machine Operator,x +51-4035,"Milling and Planing Machine Setters, Operators, and Tenders, Metal and Plastic",Metal Rotary Head Milling Machine Setup Operator, +51-4035,"Milling and Planing Machine Setters, Operators, and Tenders, Metal and Plastic",Plastic Thread Milling Machine Setup Operator,x +51-4041,Machinists,Automotive Machinist,x +51-4041,Machinists,CNC Machinist, +51-4041,Machinists,Gear Machinist,x +51-4041,Machinists,Manual Lathe Machinist, +51-4041,Machinists,Precision Machinist, +51-4041,Machinists,Production Machinist,x +51-4041,Machinists,Tool Room Machinist, +51-4051,Metal-Refining Furnace Operators and Tenders,Electric Arc Furnace Operator,x +51-4051,Metal-Refining Furnace Operators and Tenders,Melt Room Operator, +51-4051,Metal-Refining Furnace Operators and Tenders,Smelter Operator,x +51-4052,"Pourers and Casters, Metal",Aluminum Pourer, +51-4052,"Pourers and Casters, Metal",Ingot Caster,x +51-4052,"Pourers and Casters, Metal",Iron Pourer, +51-4052,"Pourers and Casters, Metal",Molten Iron Pourer,x +51-4052,"Pourers and Casters, Metal",Steel Pourer,x +51-4052,"Pourers and Casters, Metal",Tin Pourer, +51-4052,"Pourers and Casters, Metal",White Metal Caster, +51-4061,"Model Makers, Metal and Plastic",Metal Mockup Maker,x +51-4061,"Model Makers, Metal and Plastic",Plastic Jig and Fixture Builder,x +51-4062,"Patternmakers, Metal and Plastic",Metal Patternmaker, +51-4071,Foundry Mold and Coremakers,Airset Caster,x +51-4071,Foundry Mold and Coremakers,Airset Molder, +51-4071,Foundry Mold and Coremakers,Core Stripper, +51-4071,Foundry Mold and Coremakers,Foundry Molder, +51-4071,Foundry Mold and Coremakers,Green Sand Molder,x +51-4071,Foundry Mold and Coremakers,No Bake Molder, +51-4071,Foundry Mold and Coremakers,Sand Molder, +51-4071,Foundry Mold and Coremakers,Wax Pattern Coater,x +51-4072,"Molding, Coremaking, and Casting Machine Setters, Operators, and Tenders, Metal and Plastic",Aluminum Molding Machine Operator,x +51-4072,"Molding, Coremaking, and Casting Machine Setters, Operators, and Tenders, Metal and Plastic",Blow Mold Operator,x +51-4072,"Molding, Coremaking, and Casting Machine Setters, Operators, and Tenders, Metal and Plastic",Compression Molding Machine Operator, +51-4072,"Molding, Coremaking, and Casting Machine Setters, Operators, and Tenders, Metal and Plastic",Plastic Cup Fabricating Machine Operator,x +51-4081,"Multiple Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Combination Machine Tool Operator,x +51-4081,"Multiple Machine Tool Setters, Operators, and Tenders, Metal and Plastic",Multi-operation Forming Machine Setter,x +51-4111,Tool and Die Makers,Jig Bore Tool Maker,x +51-4111,Tool and Die Makers,Metal Die Finisher,x +51-4111,Tool and Die Makers,Metal Gauge Maker,x +51-4111,Tool and Die Makers,Plastic Die Maker Apprentice, +51-4111,Tool and Die Makers,Tool Maker, +51-4111,Tool and Die Makers,Toolmaker, +51-4121,"Welders, Cutters, Solderers, and Brazers",Aluminum Welder, +51-4121,"Welders, Cutters, Solderers, and Brazers",Arc Welder,x +51-4121,"Welders, Cutters, Solderers, and Brazers",Brazer, +51-4121,"Welders, Cutters, Solderers, and Brazers",Certified Maintenance Welder, +51-4121,"Welders, Cutters, Solderers, and Brazers",Cutting Torch Operator,x +51-4121,"Welders, Cutters, Solderers, and Brazers",Pipe Welder,x +51-4121,"Welders, Cutters, Solderers, and Brazers",Silver Solderer,x +51-4121,"Welders, Cutters, Solderers, and Brazers",Sub Arc Operator, +51-4121,"Welders, Cutters, Solderers, and Brazers",Welder Fitter, +51-4121,"Welders, Cutters, Solderers, and Brazers",Wire Welder, +51-4122,"Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders",Brazing Machine Operator, +51-4122,"Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders",Brazing Machine Setter and Setup Operator, +51-4122,"Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders",Brazing Machine Tender, +51-4122,"Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders",Electron Beam Welder Setter,x +51-4122,"Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders",Machine Welder, +51-4122,"Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders",Reserve Tube Welder, +51-4122,"Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders",Soldering Machine Operator, +51-4122,"Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders",Soldering Machine Setter and Setup Operator, +51-4122,"Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders",Soldering Machine Tender, +51-4122,"Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders",Ultrasonic Welding Machine Operator,x +51-4122,"Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders",Welding Machine Operator, +51-4191,"Heat Treating Equipment Setters, Operators, and Tenders, Metal and Plastic",Annealing Furnace Operator,x +51-4191,"Heat Treating Equipment Setters, Operators, and Tenders, Metal and Plastic",Carburizing Furnace Operator, +51-4191,"Heat Treating Equipment Setters, Operators, and Tenders, Metal and Plastic",Flame Hardening Machine Setter, +51-4191,"Heat Treating Equipment Setters, Operators, and Tenders, Metal and Plastic",Heat Treater Apprentice, +51-4191,"Heat Treating Equipment Setters, Operators, and Tenders, Metal and Plastic",Heat Treating Furnace Tender, +51-4191,"Heat Treating Equipment Setters, Operators, and Tenders, Metal and Plastic",Induction Machine Setter,x +51-4191,"Heat Treating Equipment Setters, Operators, and Tenders, Metal and Plastic",Wire Annealer, +51-4191,"Heat Treating Equipment Setters, Operators, and Tenders, Metal and Plastic",Wire Temperer,x +51-4192,"Layout Workers, Metal and Plastic",Shipfitter, +51-4192,"Layout Workers, Metal and Plastic",Shipfitter Apprentice,x +51-4193,"Plating Machine Setters, Operators, and Tenders, Metal and Plastic",Anodizer,x +51-4193,"Plating Machine Setters, Operators, and Tenders, Metal and Plastic",Chrome Plater, +51-4193,"Plating Machine Setters, Operators, and Tenders, Metal and Plastic",Chromium Plater, +51-4193,"Plating Machine Setters, Operators, and Tenders, Metal and Plastic",Copper Plater, +51-4193,"Plating Machine Setters, Operators, and Tenders, Metal and Plastic",Electro Plater, +51-4193,"Plating Machine Setters, Operators, and Tenders, Metal and Plastic",Electrogalvanizing Machine Operator, +51-4193,"Plating Machine Setters, Operators, and Tenders, Metal and Plastic",Electroplater, +51-4193,"Plating Machine Setters, Operators, and Tenders, Metal and Plastic",Galvanizer,x +51-4193,"Plating Machine Setters, Operators, and Tenders, Metal and Plastic",Hard Chrome Plater, +51-4193,"Plating Machine Setters, Operators, and Tenders, Metal and Plastic",Metal Plater, +51-4193,"Plating Machine Setters, Operators, and Tenders, Metal and Plastic",Metal Spraying Machine Operator, +51-4193,"Plating Machine Setters, Operators, and Tenders, Metal and Plastic",Metalizing Machine Operator, +51-4193,"Plating Machine Setters, Operators, and Tenders, Metal and Plastic",Nickel Plater,x +51-4193,"Plating Machine Setters, Operators, and Tenders, Metal and Plastic",Plating Machine Operator, +51-4193,"Plating Machine Setters, Operators, and Tenders, Metal and Plastic",Tin Plater, +51-4194,"Tool Grinders, Filers, and Sharpeners",Tool Grinder, +51-4194,"Tool Grinders, Filers, and Sharpeners",Tool Grinding Machine Operator,x +51-4194,"Tool Grinders, Filers, and Sharpeners",Tool Sharpener, +51-4194,"Tool Grinders, Filers, and Sharpeners",Tool Straightener, +51-4199,"Metal Workers and Plastic Workers, All Other",Electrical Discharge Machine Setup Operator,x +51-4199,"Metal Workers and Plastic Workers, All Other",Metal Rivet Machine Operator,x +51-4199,"Metal Workers and Plastic Workers, All Other",Tin Recovery Worker,x +51-5111,Prepress Technicians and Workers,Digital Proofing and Platemaker,x +51-5111,Prepress Technicians and Workers,Electronic Pre-Press Technician, +51-5111,Prepress Technicians and Workers,Photoengraver,x +51-5111,Prepress Technicians and Workers,Plate Mounter,x +51-5111,Prepress Technicians and Workers,Pre-Press Proofer, +51-5111,Prepress Technicians and Workers,Prepress Stripper, +51-5111,Prepress Technicians and Workers,Type Setter, +51-5112,Printing Press Operators,Digital Press Operator, +51-5112,Printing Press Operators,Flexographic Press Operator, +51-5112,Printing Press Operators,Gravure Press Operator,x +51-5112,Printing Press Operators,Lithograph Press Operator, +51-5112,Printing Press Operators,Lithographing Machine Operator, +51-5112,Printing Press Operators,Offset Lithographic Press Setter and Set-Up Operator, +51-5112,Printing Press Operators,Offset Press Operator,x +51-5112,Printing Press Operators,Printing Machine Operator, +51-5112,Printing Press Operators,Screen Printing Machine Operator, +51-5112,Printing Press Operators,Screen Printing Press Operator, +51-5112,Printing Press Operators,Silk Screen Operator, +51-5112,Printing Press Operators,Silk Screen Printer, +51-5112,Printing Press Operators,Web Offset Press Feeder, +51-5112,Printing Press Operators,Web Press Operator,x +51-5113,Print Binding and Finishing Workers,Bindery Cutter Operator, +51-5113,Print Binding and Finishing Workers,Bindery Folder Operator, +51-5113,Print Binding and Finishing Workers,Bindery Machine Operator, +51-5113,Print Binding and Finishing Workers,Bindery Worker, +51-5113,Print Binding and Finishing Workers,Book Repairer, +51-5113,Print Binding and Finishing Workers,Bookbinder,x +51-5113,Print Binding and Finishing Workers,Bookbinding Machine Operator,x +51-5113,Print Binding and Finishing Workers,Case Binder Operator, +51-5113,Print Binding and Finishing Workers,Foil Stamp Operator, +51-5113,Print Binding and Finishing Workers,Perfect Binder Operator, +51-5113,Print Binding and Finishing Workers,Saddle Stitch Operator, +51-5113,Print Binding and Finishing Workers,Saddle Stitcher Operator, +51-5113,Print Binding and Finishing Workers,Spiral Binder Operator, +51-6011,Laundry and Dry-Cleaning Workers,Drycleaner, +51-6011,Laundry and Dry-Cleaning Workers,Launderer, +51-6011,Laundry and Dry-Cleaning Workers,Laundress, +51-6011,Laundry and Dry-Cleaning Workers,Laundry Attendant,x +51-6011,Laundry and Dry-Cleaning Workers,Laundry Equipment Operator,x +51-6011,Laundry and Dry-Cleaning Workers,Laundry Operator, +51-6011,Laundry and Dry-Cleaning Workers,Laundry Sorter,x +51-6011,Laundry and Dry-Cleaning Workers,Laundry Worker, +51-6011,Laundry and Dry-Cleaning Workers,Precision Dyer, +51-6021,"Pressers, Textile, Garment, and Related Materials",Clothes Ironer,x +51-6021,"Pressers, Textile, Garment, and Related Materials",Clothes Presser, +51-6021,"Pressers, Textile, Garment, and Related Materials",Clothing Presser, +51-6021,"Pressers, Textile, Garment, and Related Materials",Garment Presser, +51-6021,"Pressers, Textile, Garment, and Related Materials",Pants Presser,x +51-6021,"Pressers, Textile, Garment, and Related Materials",Shirt Presser, +51-6021,"Pressers, Textile, Garment, and Related Materials",Silk Presser, +51-6021,"Pressers, Textile, Garment, and Related Materials",Wool Presser,x +51-6031,Sewing Machine Operators,Blind Stitch Machine Operator,x +51-6031,Sewing Machine Operators,Button Sewing Machine Operator,x +51-6031,Sewing Machine Operators,Carpet Sewing Machine Operator, +51-6031,Sewing Machine Operators,Custom T-Shirt Embroidery Machine Operator,x +51-6031,Sewing Machine Operators,Embroidery Machine Operator, +51-6031,Sewing Machine Operators,Hemming and Tacking Machine Operator, +51-6031,Sewing Machine Operators,Ultrasonic Seaming Machine Operator, +51-6041,Shoe and Leather Workers and Repairers,Cobbler,x +51-6041,Shoe and Leather Workers and Repairers,Leather Lacer, +51-6041,Shoe and Leather Workers and Repairers,Leather Worker, +51-6041,Shoe and Leather Workers and Repairers,Luggage Repairer, +51-6041,Shoe and Leather Workers and Repairers,Saddle and Harness Maker, +51-6041,Shoe and Leather Workers and Repairers,Saddle Maker,x +51-6041,Shoe and Leather Workers and Repairers,Shoe Maker, +51-6041,Shoe and Leather Workers and Repairers,Shoe Repairer,x +51-6041,Shoe and Leather Workers and Repairers,Shoemaker,x +51-6042,Shoe Machine Operators and Tenders,Arch Cushion Press Operator,x +51-6042,Shoe Machine Operators and Tenders,Insole Beveler, +51-6042,Shoe Machine Operators and Tenders,Lacing Operator, +51-6042,Shoe Machine Operators and Tenders,Lasting Machine Operator,x +51-6042,Shoe Machine Operators and Tenders,Pump Stitcher, +51-6042,Shoe Machine Operators and Tenders,Rasper Machine Operator,x +51-6042,Shoe Machine Operators and Tenders,Shoe Cementer, +51-6042,Shoe Machine Operators and Tenders,Shoe Sewing Machine Operator and Tender, +51-6042,Shoe Machine Operators and Tenders,Sole Trimmer, +51-6051,"Sewers, Hand",Hand Quilter,x +51-6051,"Sewers, Hand",Hand Sewer, +51-6051,"Sewers, Hand",Hand Stitcher,x +51-6051,"Sewers, Hand",Hand Weaver, +51-6052,"Tailors, Dressmakers, and Custom Sewers",Alterations Sewer, +51-6052,"Tailors, Dressmakers, and Custom Sewers",Alterations Tailor,x +51-6052,"Tailors, Dressmakers, and Custom Sewers",Bridal Gown Fitter, +51-6052,"Tailors, Dressmakers, and Custom Sewers",Coat Cutter, +51-6052,"Tailors, Dressmakers, and Custom Sewers",Coat Maker,x +51-6052,"Tailors, Dressmakers, and Custom Sewers",Couture Dressmaker, +51-6052,"Tailors, Dressmakers, and Custom Sewers",Dress Fitter, +51-6052,"Tailors, Dressmakers, and Custom Sewers",Fur Tailor, +51-6052,"Tailors, Dressmakers, and Custom Sewers",Garment Fitter, +51-6052,"Tailors, Dressmakers, and Custom Sewers",Suit Maker, +51-6052,"Tailors, Dressmakers, and Custom Sewers",Vest Maker,x +51-6061,Textile Bleaching and Dyeing Machine Operators and Tenders,Cloth Dyer,x +51-6061,Textile Bleaching and Dyeing Machine Operators and Tenders,Dye Range Operator, +51-6061,Textile Bleaching and Dyeing Machine Operators and Tenders,Rug Dyer,x +51-6061,Textile Bleaching and Dyeing Machine Operators and Tenders,Skein Yarn Dyer,x +51-6061,Textile Bleaching and Dyeing Machine Operators and Tenders,Yarn Dyer, +51-6062,"Textile Cutting Machine Setters, Operators, and Tenders",Bedspread Cutter, +51-6062,"Textile Cutting Machine Setters, Operators, and Tenders",Canvas Cutter,x +51-6062,"Textile Cutting Machine Setters, Operators, and Tenders",Cloth Cutter, +51-6062,"Textile Cutting Machine Setters, Operators, and Tenders",Industrial Fabric Cutter,x +51-6062,"Textile Cutting Machine Setters, Operators, and Tenders",Textile Slitting Machine Operator, +51-6062,"Textile Cutting Machine Setters, Operators, and Tenders",Twill Cutter, +51-6062,"Textile Cutting Machine Setters, Operators, and Tenders",Upholstery Cutter, +51-6062,"Textile Cutting Machine Setters, Operators, and Tenders",Welt Trimming Machine Operator,x +51-6063,"Textile Knitting and Weaving Machine Setters, Operators, and Tenders",Crochet Machine Operator,x +51-6063,"Textile Knitting and Weaving Machine Setters, Operators, and Tenders",Jacquard Loom Weaver,x +51-6063,"Textile Knitting and Weaving Machine Setters, Operators, and Tenders",Knitter Operator, +51-6063,"Textile Knitting and Weaving Machine Setters, Operators, and Tenders",Knitting Machine Operator, +51-6063,"Textile Knitting and Weaving Machine Setters, Operators, and Tenders",Loom Operator, +51-6063,"Textile Knitting and Weaving Machine Setters, Operators, and Tenders",Looping Machine Operator,x +51-6063,"Textile Knitting and Weaving Machine Setters, Operators, and Tenders",Warp Knitting Machine Operator, +51-6064,"Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and Tenders",Rope Machine Setter,x +51-6064,"Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and Tenders",Roving Winder, +51-6064,"Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and Tenders",Silk Winding Machine Operator,x +51-6064,"Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and Tenders",Twister Operator, +51-6064,"Textile Winding, Twisting, and Drawing Out Machine Setters, Operators, and Tenders",Winder Operator, +51-6091,"Extruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass Fibers",Drawbench Operator, +51-6091,"Extruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass Fibers",Fiber Machine Tender,x +51-6091,"Extruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass Fibers",Synthetic Filament Extruder,x +51-6092,Fabric and Apparel Patternmakers,Clothing Patternmaker,x +51-6092,Fabric and Apparel Patternmakers,Embroidery Patternmaker,x +51-6092,Fabric and Apparel Patternmakers,Fabric Pattern Grader,x +51-6093,Upholsterers,Aircraft Seat Upholsterer,x +51-6093,Upholsterers,Auto Upholsterer, +51-6093,Upholsterers,Chair Upholsterer, +51-6093,Upholsterers,Dining Chair Seat Cushion Trimmer, +51-6093,Upholsterers,Furniture Upholsterer,x +51-6093,Upholsterers,Seating Upholsterer, +51-6099,"Textile, Apparel, and Furnishings Workers, All Other",Apparel Embroidery Digitizer,x +51-6099,"Textile, Apparel, and Furnishings Workers, All Other",Feltmaker,x +51-6099,"Textile, Apparel, and Furnishings Workers, All Other",Hat Blocking Machine Operator,x +51-6099,"Textile, Apparel, and Furnishings Workers, All Other",Swatch Maker, +51-6099,"Textile, Apparel, and Furnishings Workers, All Other",Tassel Making Machine Operator, +51-7011,Cabinetmakers and Bench Carpenters,Cabinet Builder,x +51-7011,Cabinetmakers and Bench Carpenters,Cabinetmaker, +51-7011,Cabinetmakers and Bench Carpenters,Marquetry Worker,x +51-7011,Cabinetmakers and Bench Carpenters,Wood Furniture Assembler,x +51-7011,Cabinetmakers and Bench Carpenters,Wood Working Assembler, +51-7021,Furniture Finishers,Cabinet Finisher, +51-7021,Furniture Finishers,Furniture Refinisher, +51-7021,Furniture Finishers,Furniture Sander,x +51-7021,Furniture Finishers,Piano Refinisher,x +51-7021,Furniture Finishers,Wood Cabinet Finisher,x +51-7031,"Model Makers, Wood",Architectural Wood Model Maker,x +51-7032,"Patternmakers, Wood",Wood Die Maker,x +51-7041,"Sawing Machine Setters, Operators, and Tenders, Wood",Backup Sawyer, +51-7041,"Sawing Machine Setters, Operators, and Tenders, Wood",Band Scroll Saw Operator, +51-7041,"Sawing Machine Setters, Operators, and Tenders, Wood",Bandmill Operator, +51-7041,"Sawing Machine Setters, Operators, and Tenders, Wood",Buzzsaw Operator,x +51-7041,"Sawing Machine Setters, Operators, and Tenders, Wood",Chop Saw Operator, +51-7041,"Sawing Machine Setters, Operators, and Tenders, Wood",Circle Saw Operator,x +51-7041,"Sawing Machine Setters, Operators, and Tenders, Wood",Curve Saw Operator, +51-7041,"Sawing Machine Setters, Operators, and Tenders, Wood",Cut Off Saw Operator, +51-7041,"Sawing Machine Setters, Operators, and Tenders, Wood",Hardwood Sawyer, +51-7041,"Sawing Machine Setters, Operators, and Tenders, Wood",Headrig Sawyer, +51-7041,"Sawing Machine Setters, Operators, and Tenders, Wood",Panel Saw Operator, +51-7041,"Sawing Machine Setters, Operators, and Tenders, Wood",Rip Saw Operator,x +51-7041,"Sawing Machine Setters, Operators, and Tenders, Wood",Stave Saw Operator, +51-7041,"Sawing Machine Setters, Operators, and Tenders, Wood",Trim Saw Operator,x +51-7042,"Woodworking Machine Setters, Operators, and Tenders, Except Sawing",Computer Numerically Controlled (CNC) Wood Lathe Operator, +51-7042,"Woodworking Machine Setters, Operators, and Tenders, Except Sawing",Roof Truss Builder, +51-7042,"Woodworking Machine Setters, Operators, and Tenders, Except Sawing",Speed Belt Sander, +51-7042,"Woodworking Machine Setters, Operators, and Tenders, Except Sawing",Tenon Operator, +51-7042,"Woodworking Machine Setters, Operators, and Tenders, Except Sawing",Wood Boring Machine Operator, +51-7042,"Woodworking Machine Setters, Operators, and Tenders, Except Sawing",Wood Dowel Machine Operator,x +51-7042,"Woodworking Machine Setters, Operators, and Tenders, Except Sawing",Wood Lathe Operator,x +51-7042,"Woodworking Machine Setters, Operators, and Tenders, Except Sawing",Wood Planer,x +51-7099,"Woodworkers, All Other",Pole Framer,x +51-7099,"Woodworkers, All Other",Timber Framer, +51-7099,"Woodworkers, All Other",Wood Carver,x +51-7099,"Woodworkers, All Other",Wood Casket Assembler,x +51-7099,"Woodworkers, All Other",Wood Veneer Taper, +51-8011,Nuclear Power Reactor Operators,Nuclear Control Room Operator,x +51-8011,Nuclear Power Reactor Operators,Nuclear Reactor Operator,x +51-8011,Nuclear Power Reactor Operators,Nuclear Station Operator,x +51-8011,Nuclear Power Reactor Operators,Reactor Operator, +51-8012,Power Distributors and Dispatchers,Power System Dispatcher, +51-8012,Power Distributors and Dispatchers,Steam and Power Panel Operator, +51-8012,Power Distributors and Dispatchers,Steam Plant Control Room Operator,x +51-8012,Power Distributors and Dispatchers,Substation Operator,x +51-8013,Power Plant Operators,Hydroelectric Plant Operator,x +51-8013,Power Plant Operators,Power Plant Control Room Operator, +51-8013,Power Plant Operators,Powerhouse Operator,x +51-8013,Power Plant Operators,Turbine Room Attendant, +51-8021,Stationary Engineers and Boiler Operators,Boiler Engineer,x +51-8021,Stationary Engineers and Boiler Operators,Boiler Operator , +51-8021,Stationary Engineers and Boiler Operators,Boiler Plant Operator, +51-8021,Stationary Engineers and Boiler Operators,Boiler Room Operator,x +51-8021,Stationary Engineers and Boiler Operators,"Heating, Ventilation, and Air Conditioning (HVAC) Mechanic Boiler Operator",x +51-8021,Stationary Engineers and Boiler Operators,High Pressure Boiler Operator, +51-8031,Water and Wastewater Treatment Plant and System Operators,Industrial Waste Treatment Technician, +51-8031,Water and Wastewater Treatment Plant and System Operators,Lead Sewage Plant Operator, +51-8031,Water and Wastewater Treatment Plant and System Operators,Liquid Waste Treatment Plant Operator,x +51-8031,Water and Wastewater Treatment Plant and System Operators,Sewage Plant Operator,x +51-8031,Water and Wastewater Treatment Plant and System Operators,Waste Treatment Operator, +51-8031,Water and Wastewater Treatment Plant and System Operators,Wastewater Operator, +51-8031,Water and Wastewater Treatment Plant and System Operators,Water Plant Operator, +51-8031,Water and Wastewater Treatment Plant and System Operators,Water Treatment Technician, +51-8091,Chemical Plant and System Operators,Chemical Plant Operator, +51-8091,Chemical Plant and System Operators,Chemical Treatment Plant Technician, +51-8091,Chemical Plant and System Operators,Nitric Acid Plant Operator,x +51-8091,Chemical Plant and System Operators,Nitrogen Operator, +51-8091,Chemical Plant and System Operators,Pharmaceutical Manufacturing Machine Operator,x +51-8092,Gas Plant Operators,Gas Controller,x +51-8092,Gas Plant Operators,Gas Plant Dispatcher,x +51-8092,Gas Plant Operators,Gas Plant Technician, +51-8092,Gas Plant Operators,Natural Gas Plant Technician, +51-8093,"Petroleum Pump System Operators, Refinery Operators, and Gaugers",Hydrotreater Operator,x +51-8093,"Petroleum Pump System Operators, Refinery Operators, and Gaugers",Oil Gauger, +51-8093,"Petroleum Pump System Operators, Refinery Operators, and Gaugers",Oil Pipeline Dispatcher, +51-8093,"Petroleum Pump System Operators, Refinery Operators, and Gaugers",Oil Pipeline Operator,x +51-8093,"Petroleum Pump System Operators, Refinery Operators, and Gaugers",Oil Refiner,x +51-8093,"Petroleum Pump System Operators, Refinery Operators, and Gaugers",Petroleum Plant Operator, +51-8093,"Petroleum Pump System Operators, Refinery Operators, and Gaugers",Petroleum Refinery Control Panel Operator, +51-8093,"Petroleum Pump System Operators, Refinery Operators, and Gaugers",Petroleum Refinery Operator, +51-8093,"Petroleum Pump System Operators, Refinery Operators, and Gaugers",Petroleum Refining Equipment Operator, +51-8099,"Plant and System Operators, All Other",Asphalt Plant Operator,x +51-8099,"Plant and System Operators, All Other",Concrete Batch Plant Operator,x +51-8099,"Plant and System Operators, All Other",Lime Filter Operator,x +51-8099,"Plant and System Operators, All Other",Sand Plant Attendant, +51-9011,Chemical Equipment Operators and Tenders,Acid Purification Equipment Operator,x +51-9011,Chemical Equipment Operators and Tenders,Chemical Machine Tender, +51-9011,Chemical Equipment Operators and Tenders,Chemical Process Equipment Operator,x +51-9011,Chemical Equipment Operators and Tenders,Chemical Processor, +51-9011,Chemical Equipment Operators and Tenders,Chemical Treatment Operator, +51-9012,"Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders",Brewmaster,x +51-9012,"Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders",Fermentation Operator,x +51-9012,"Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders",Fermenter, +51-9012,"Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders",Linseed Oil Temperer, +51-9012,"Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders",Milk Pasteurizer, +51-9012,"Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders",Milk Processor, +51-9012,"Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders",Molasses Preparer, +51-9012,"Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders",Pasteurizer,x +51-9012,"Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders",Winemaker, +51-9021,"Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders",Beveling and Edging Machine Operator,x +51-9021,"Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders",Beveller Operator, +51-9021,"Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders",Blanchard Grinder Operator, +51-9021,"Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders",Crusher Plant Operator, +51-9021,"Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders",Cullet Crusher and Washer, +51-9021,"Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders",Industrial Coffee Grinder,x +51-9021,"Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders",Marble and Granite Polisher,x +51-9021,"Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders",Mix Crusher Operator, +51-9021,"Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders",Pulverizer Operator,x +51-9022,"Grinding and Polishing Workers, Hand",Hand Buffer,x +51-9022,"Grinding and Polishing Workers, Hand",Hand Sander,x +51-9022,"Grinding and Polishing Workers, Hand",Jewelry Grinder, +51-9022,"Grinding and Polishing Workers, Hand",Jewelry Polisher,x +51-9022,"Grinding and Polishing Workers, Hand",Knife Grinder,x +51-9022,"Grinding and Polishing Workers, Hand",Ring Polisher, +51-9023,"Mixing and Blending Machine Setters, Operators, and Tenders",Asphalt Blender,x +51-9023,"Mixing and Blending Machine Setters, Operators, and Tenders",Clay Mixer,x +51-9023,"Mixing and Blending Machine Setters, Operators, and Tenders",Concrete Batcher, +51-9023,"Mixing and Blending Machine Setters, Operators, and Tenders",Dye Mixer, +51-9023,"Mixing and Blending Machine Setters, Operators, and Tenders",Glue Mixer, +51-9023,"Mixing and Blending Machine Setters, Operators, and Tenders",Ink Blender,x +51-9023,"Mixing and Blending Machine Setters, Operators, and Tenders",Ink Mixer, +51-9023,"Mixing and Blending Machine Setters, Operators, and Tenders",Plaster Mixer, +51-9023,"Mixing and Blending Machine Setters, Operators, and Tenders",Resin Mixer, +51-9031,"Cutters and Trimmers, Hand",Fur Trimmer,x +51-9031,"Cutters and Trimmers, Hand",Hand Cloth Cutter,x +51-9031,"Cutters and Trimmers, Hand",Hand Fabric Cutter, +51-9031,"Cutters and Trimmers, Hand",Portable Machine Cutter, +51-9032,"Cutting and Slicing Machine Setters, Operators, and Tenders",Dog Food Shredder Operator, +51-9032,"Cutting and Slicing Machine Setters, Operators, and Tenders",Glass Cutting Machine Operator,x +51-9032,"Cutting and Slicing Machine Setters, Operators, and Tenders",Insulation Cutter,x +51-9032,"Cutting and Slicing Machine Setters, Operators, and Tenders",Paper Cutter, +51-9032,"Cutting and Slicing Machine Setters, Operators, and Tenders",Paper Slitter, +51-9032,"Cutting and Slicing Machine Setters, Operators, and Tenders",Rubber Trimmer,x +51-9032,"Cutting and Slicing Machine Setters, Operators, and Tenders",Shearing Machine Tender, +51-9032,"Cutting and Slicing Machine Setters, Operators, and Tenders",Trimming Operator, +51-9041,"Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders",Bowling Ball Molder, +51-9041,"Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders",Brick Maker,x +51-9041,"Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders",Cigarette Stamper, +51-9041,"Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders",Extrusion Press Operator, +51-9041,"Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders",Paper Baling Machine Operator, +51-9041,"Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders",Rubber Extrusion Operator,x +51-9041,"Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders",Sugar Presser,x +51-9041,"Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders",Tuber Operator, +51-9051,"Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders",Calciner Operator, +51-9051,"Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders",Dry Kiln Operator, +51-9051,"Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders",Induction Furnace Operator, +51-9051,"Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders",Lime Kiln Operator,x +51-9051,"Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders",Lumber Kiln Operator,x +51-9051,"Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders",Rubber Curer,x +51-9051,"Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders",Soap Drier Tender, +51-9051,"Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders",Tunnel Kiln Operator, +51-9061,"Inspectors, Testers, Sorters, Samplers, and Weighers",Ampoule Examiner, +51-9061,"Inspectors, Testers, Sorters, Samplers, and Weighers",Bag Grader, +51-9061,"Inspectors, Testers, Sorters, Samplers, and Weighers",Cigarette Examiner, +51-9061,"Inspectors, Testers, Sorters, Samplers, and Weighers",Compressed Gas Tester, +51-9061,"Inspectors, Testers, Sorters, Samplers, and Weighers",Machined Parts Quality Inspector,x +51-9061,"Inspectors, Testers, Sorters, Samplers, and Weighers",Petroleum Sampler,x +51-9061,"Inspectors, Testers, Sorters, Samplers, and Weighers",Quality Assurance Inspector, +51-9061,"Inspectors, Testers, Sorters, Samplers, and Weighers",Quality Control Inspector, +51-9061,"Inspectors, Testers, Sorters, Samplers, and Weighers",Quality Inspector, +51-9061,"Inspectors, Testers, Sorters, Samplers, and Weighers",Spark Plug Tester, +51-9071,Jewelers and Precious Stone and Metal Workers,Diamond Grader, +51-9071,Jewelers and Precious Stone and Metal Workers,Diamond Polisher, +51-9071,Jewelers and Precious Stone and Metal Workers,Diamond Setter,x +51-9071,Jewelers and Precious Stone and Metal Workers,Facetor, +51-9071,Jewelers and Precious Stone and Metal Workers,Gem Cutter, +51-9071,Jewelers and Precious Stone and Metal Workers,Gemologist,x +51-9071,Jewelers and Precious Stone and Metal Workers,Goldsmith,x +51-9071,Jewelers and Precious Stone and Metal Workers,Jewelry Repairer, +51-9071,Jewelers and Precious Stone and Metal Workers,Jewelsmith, +51-9071,Jewelers and Precious Stone and Metal Workers,Lapidarist, +51-9071,Jewelers and Precious Stone and Metal Workers,Pewterer, +51-9071,Jewelers and Precious Stone and Metal Workers,Silversmith, +51-9081,Dental Laboratory Technicians,Crown and Bridge Dental Lab Technician, +51-9081,Dental Laboratory Technicians,Crown and Bridge Technician,x +51-9081,Dental Laboratory Technicians,Crown Ceramist, +51-9081,Dental Laboratory Technicians,Dental Ceramist,x +51-9081,Dental Laboratory Technicians,Dental Laboratory Worker, +51-9081,Dental Laboratory Technicians,Dental Mold Maker, +51-9081,Dental Laboratory Technicians,Dental Technician, +51-9081,Dental Laboratory Technicians,Orthodontic Technician,x +51-9082,Medical Appliance Technicians,Arch-Support Maker, +51-9082,Medical Appliance Technicians,Brace Maker,x +51-9082,Medical Appliance Technicians,Hearing Aid Repair Technician, +51-9082,Medical Appliance Technicians,Manufacturing Orthopedic Technologist,x +51-9082,Medical Appliance Technicians,Orthotic Fabricator Technician, +51-9082,Medical Appliance Technicians,Orthotic Finish Grinding Technician, +51-9082,Medical Appliance Technicians,Orthotics Fitter, +51-9082,Medical Appliance Technicians,Orthotics Technician,x +51-9082,Medical Appliance Technicians,Prosthetics Fabrication Technician, +51-9082,Medical Appliance Technicians,Prosthetics Lab Technician, +51-9082,Medical Appliance Technicians,Prosthetics Technician,x +51-9082,Medical Appliance Technicians,Surgical Appliance Fitter, +51-9083,Ophthalmic Laboratory Technicians,Contact Lens Cutter, +51-9083,Ophthalmic Laboratory Technicians,Contact Lens Technician, +51-9083,Ophthalmic Laboratory Technicians,Eyeglass Assembler, +51-9083,Ophthalmic Laboratory Technicians,Eyeglass Lens Cutter, +51-9083,Ophthalmic Laboratory Technicians,Eyeglass Maker,x +51-9083,Ophthalmic Laboratory Technicians,Lens Grinder,x +51-9083,Ophthalmic Laboratory Technicians,Lens Grinder and Polisher, +51-9083,Ophthalmic Laboratory Technicians,Lens Mounter, +51-9083,Ophthalmic Laboratory Technicians,Precision Lens Centerer and Edger,x +51-9083,Ophthalmic Laboratory Technicians,Prescription Eyeglass Maker, +51-9111,Packaging and Filling Machine Operators and Tenders,Bottle Capper,x +51-9111,Packaging and Filling Machine Operators and Tenders,Bottle Line Worker, +51-9111,Packaging and Filling Machine Operators and Tenders,Bottle Packer, +51-9111,Packaging and Filling Machine Operators and Tenders,Can Filler, +51-9111,Packaging and Filling Machine Operators and Tenders,Can Sealer, +51-9111,Packaging and Filling Machine Operators and Tenders,Keg Filler,x +51-9111,Packaging and Filling Machine Operators and Tenders,Potato Chip Packaging Machine Operator,x +51-9111,Packaging and Filling Machine Operators and Tenders,Tea Bag Packer, +51-9123,"Painting, Coating, and Decorating Workers",Ceramic Painter,x +51-9123,"Painting, Coating, and Decorating Workers",China Decorator,x +51-9123,"Painting, Coating, and Decorating Workers",Glass Decorator, +51-9123,"Painting, Coating, and Decorating Workers",Lacquerer, +51-9123,"Painting, Coating, and Decorating Workers",Sign Painter,x +51-9124,"Coating, Painting, and Spraying Machine Setters, Operators, and Tenders",Aircraft Painter, +51-9124,"Coating, Painting, and Spraying Machine Setters, Operators, and Tenders",Auto Body Painter, +51-9124,"Coating, Painting, and Spraying Machine Setters, Operators, and Tenders",Auto Painter,x +51-9124,"Coating, Painting, and Spraying Machine Setters, Operators, and Tenders",Automobile Body Painter, +51-9124,"Coating, Painting, and Spraying Machine Setters, Operators, and Tenders",Automobile Refinisher, +51-9124,"Coating, Painting, and Spraying Machine Setters, Operators, and Tenders",Automotive Paint Technician, +51-9124,"Coating, Painting, and Spraying Machine Setters, Operators, and Tenders",Automotive Refinish Technician, +51-9124,"Coating, Painting, and Spraying Machine Setters, Operators, and Tenders",Automotive Spray Painter, +51-9124,"Coating, Painting, and Spraying Machine Setters, Operators, and Tenders",Boat Painter, +51-9124,"Coating, Painting, and Spraying Machine Setters, Operators, and Tenders",Electrostatic Paint Operator,x +51-9124,"Coating, Painting, and Spraying Machine Setters, Operators, and Tenders",Lacquer Spray Booth Operator,x +51-9124,"Coating, Painting, and Spraying Machine Setters, Operators, and Tenders",Paint Line Operator, +51-9124,"Coating, Painting, and Spraying Machine Setters, Operators, and Tenders",Railroad Car Painter,x +51-9124,"Coating, Painting, and Spraying Machine Setters, Operators, and Tenders",Spraying Machine Operator, +51-9124,"Coating, Painting, and Spraying Machine Setters, Operators, and Tenders",Tactical Vehicle Painter, +51-9141,Semiconductor Processing Technicians,Electronic Semiconductor Processor,x +51-9141,Semiconductor Processing Technicians,Semiconductor Assembler,x +51-9141,Semiconductor Processing Technicians,Wafer Fabricator,x +51-9151,Photographic Process Workers and Processing Machine Operators,Digital Imaging Technician, +51-9151,Photographic Process Workers and Processing Machine Operators,Digital Photo Printer,x +51-9151,Photographic Process Workers and Processing Machine Operators,Digital Photo Technician, +51-9151,Photographic Process Workers and Processing Machine Operators,Digital Retoucher, +51-9151,Photographic Process Workers and Processing Machine Operators,Film Developing Machine Operator, +51-9151,Photographic Process Workers and Processing Machine Operators,Film Printer, +51-9151,Photographic Process Workers and Processing Machine Operators,Film Process Operator, +51-9151,Photographic Process Workers and Processing Machine Operators,Film Processor, +51-9151,Photographic Process Workers and Processing Machine Operators,Photo Lab Specialist,x +51-9151,Photographic Process Workers and Processing Machine Operators,Photo Lab Technician, +51-9151,Photographic Process Workers and Processing Machine Operators,Photo Machine Operator, +51-9151,Photographic Process Workers and Processing Machine Operators,Photo Print Specialist, +51-9151,Photographic Process Workers and Processing Machine Operators,Photo Retoucher,x +51-9151,Photographic Process Workers and Processing Machine Operators,Print Retoucher, +51-9161,Computer Numerically Controlled Tool Operators,CNC Machine Operator, +51-9161,Computer Numerically Controlled Tool Operators,CNC Operator, +51-9161,Computer Numerically Controlled Tool Operators,Computer Numerically Controlled (CNC) Machinist,x +51-9161,Computer Numerically Controlled Tool Operators,Computer Numerically Controlled (CNC) Milling Machine Operator,x +51-9161,Computer Numerically Controlled Tool Operators,Computer Numerically Controlled (CNC) Shot Peening Operator,x +51-9161,Computer Numerically Controlled Tool Operators,Jig Boring Machine Operator,x +51-9161,Computer Numerically Controlled Tool Operators,Numerical Control Machine Operator, +51-9161,Computer Numerically Controlled Tool Operators,Welding Robot Operator,x +51-9162,Computer Numerically Controlled Tool Programmers,Computer Numerically Controlled (CNC) Programmer,x +51-9162,Computer Numerically Controlled Tool Programmers,Numerical Control Programmer,x +51-9162,Computer Numerically Controlled Tool Programmers,Numerical Tool and Process Control Programmer, +51-9162,Computer Numerically Controlled Tool Programmers,Numerical Tool Programmer,x +51-9191,Adhesive Bonding Machine Operators and Tenders,Glue Line Operator,x +51-9191,Adhesive Bonding Machine Operators and Tenders,Glue Machine Operator, +51-9191,Adhesive Bonding Machine Operators and Tenders,Glue Reel Operator,x +51-9191,Adhesive Bonding Machine Operators and Tenders,Paper Gluing Operator,x +51-9192,"Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders",Acid Dipper,x +51-9192,"Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders",Bottle Washing Machine Operator, +51-9192,"Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders",Degreaser Operator,x +51-9192,"Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders",Glass Cleaning Machine Tender, +51-9192,"Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders",Immersion Metal Cleaner,x +51-9192,"Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders",Metal Pickling Equipment Operator, +51-9192,"Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders",Pickle House Operator, +51-9193,Cooling and Freezing Equipment Operators and Tenders,Ammonia Refrigeration Worker, +51-9193,Cooling and Freezing Equipment Operators and Tenders,Chiller Operator, +51-9193,Cooling and Freezing Equipment Operators and Tenders,Chiller Tender,x +51-9193,Cooling and Freezing Equipment Operators and Tenders,Freezer Operator, +51-9193,Cooling and Freezing Equipment Operators and Tenders,Refrigerating Machine Operator,x +51-9193,Cooling and Freezing Equipment Operators and Tenders,Refrigeration Operator, +51-9194,Etchers and Engravers,Engraver, +51-9194,Etchers and Engravers,Glass Etcher,x +51-9194,Etchers and Engravers,Laser Engraver, +51-9194,Etchers and Engravers,Machine Engraver, +51-9194,Etchers and Engravers,Metal Engraver,x +51-9194,Etchers and Engravers,Pantograph Engraver, +51-9194,Etchers and Engravers,Rotary Engraver, +51-9194,Etchers and Engravers,Rubber Engraver, +51-9195,"Molders, Shapers, and Casters, Except Metal and Plastic",Burial Vault Maker, +51-9195,"Molders, Shapers, and Casters, Except Metal and Plastic",Cigar Roller,x +51-9195,"Molders, Shapers, and Casters, Except Metal and Plastic",Clay Modeler, +51-9195,"Molders, Shapers, and Casters, Except Metal and Plastic",Concrete Vault Maker, +51-9195,"Molders, Shapers, and Casters, Except Metal and Plastic",Glass Bender, +51-9195,"Molders, Shapers, and Casters, Except Metal and Plastic",Glass Block Bender, +51-9195,"Molders, Shapers, and Casters, Except Metal and Plastic",Glass Blower,x +51-9195,"Molders, Shapers, and Casters, Except Metal and Plastic",Glass Presser, +51-9195,"Molders, Shapers, and Casters, Except Metal and Plastic",Glass Tube Bender, +51-9195,"Molders, Shapers, and Casters, Except Metal and Plastic",Mannequin Mold Maker, +51-9195,"Molders, Shapers, and Casters, Except Metal and Plastic",Neon Glass Bender, +51-9195,"Molders, Shapers, and Casters, Except Metal and Plastic",Neon Glass Blower, +51-9195,"Molders, Shapers, and Casters, Except Metal and Plastic",Neon Molder, +51-9195,"Molders, Shapers, and Casters, Except Metal and Plastic",Neon Tube Bender,x +51-9195,"Molders, Shapers, and Casters, Except Metal and Plastic",Rubber Molder, +51-9195,"Molders, Shapers, and Casters, Except Metal and Plastic",Stone Carver, +51-9196,"Paper Goods Machine Setters, Operators, and Tenders",Box Fabricator,x +51-9196,"Paper Goods Machine Setters, Operators, and Tenders",Carton Making Machine Operator,x +51-9196,"Paper Goods Machine Setters, Operators, and Tenders",Corrugated Box Machine Operator, +51-9196,"Paper Goods Machine Setters, Operators, and Tenders",Corrugator Machine Operator, +51-9196,"Paper Goods Machine Setters, Operators, and Tenders",Corrugator Operator,x +51-9196,"Paper Goods Machine Setters, Operators, and Tenders",Envelope Machine Operator, +51-9196,"Paper Goods Machine Setters, Operators, and Tenders",Napkin Machine Operator, +51-9196,"Paper Goods Machine Setters, Operators, and Tenders",Paper Bag Machine Operator, +51-9196,"Paper Goods Machine Setters, Operators, and Tenders",Paper Cone Machine Tender, +51-9196,"Paper Goods Machine Setters, Operators, and Tenders",Paper Machine Operator, +51-9197,Tire Builders,Auto Tire Recapper,x +51-9197,Tire Builders,Retreader,x +51-9197,Tire Builders,Tire Finisher, +51-9197,Tire Builders,Tire Molder,x +51-9197,Tire Builders,Tire Retreader, +51-9198,Helpers--Production Workers,Blending Tank Helper,x +51-9198,Helpers--Production Workers,Commercial Baker Helper,x +51-9198,Helpers--Production Workers,Machinist Helper, +51-9198,Helpers--Production Workers,Slitter Helper, +51-9198,Helpers--Production Workers,Tailor Helper, +51-9198,Helpers--Production Workers,Welder Helper,x +51-9198,Helpers--Production Workers,Woodworker Helper, +53-1041,Aircraft Cargo Handling Supervisors,Air Cargo Ground Crew Supervisor,x +53-1041,Aircraft Cargo Handling Supervisors,Air Cargo Ground Operations Supervisor,x +53-1041,Aircraft Cargo Handling Supervisors,Air Cargo Supervisor, +53-1041,Aircraft Cargo Handling Supervisors,Aircraft Loadmaster, +53-1041,Aircraft Cargo Handling Supervisors,Airport Ramp Supervisor,x +53-1042,"First-Line Supervisors of Helpers, Laborers, and Material Movers, Hand",Material Handling Crew Supervisor,x +53-1042,"First-Line Supervisors of Helpers, Laborers, and Material Movers, Hand",Warehouse Supervisor,x +53-1043,First-Line Supervisors of Material-Moving Machine and Vehicle Operators,Crane Crew Supervisor,x +53-1043,First-Line Supervisors of Material-Moving Machine and Vehicle Operators,Truck Driver Supervisor,x +53-1044,First-line Supervisors of Passenger Attendants,Chief Ship Steward,x +53-1044,First-line Supervisors of Passenger Attendants,Flight Service Manager,x +53-1049,"First Line Supervisors of Transportation Workers, All Other",Gas Station Supervisor,x +53-2011,"Airline Pilots, Copilots, and Flight Engineers",Airline Captain,x +53-2011,"Airline Pilots, Copilots, and Flight Engineers",Airline Pilot, +53-2011,"Airline Pilots, Copilots, and Flight Engineers",Airline Pilot Flight Instructor, +53-2011,"Airline Pilots, Copilots, and Flight Engineers",Airline Pilot In Command,x +53-2011,"Airline Pilots, Copilots, and Flight Engineers",Airline Pilot Second In Command, +53-2011,"Airline Pilots, Copilots, and Flight Engineers",Airline Transport Pilot, +53-2011,"Airline Pilots, Copilots, and Flight Engineers",Charter Pilot (Air Transport Pilot Certificate Required),x +53-2011,"Airline Pilots, Copilots, and Flight Engineers",Charter Pilot (Airline),x +53-2011,"Airline Pilots, Copilots, and Flight Engineers",Regional Airline Pilot, +53-2012,Commercial Pilots,Aerial Crop Duster,x +53-2012,Commercial Pilots,Aerial Hurricane Hunter, +53-2012,Commercial Pilots,Aerial Sprayer, +53-2012,Commercial Pilots,Agricultural Pilot, +53-2012,Commercial Pilots,Air Ambulance Captain, +53-2012,Commercial Pilots,Air Tour Pilot, +53-2012,Commercial Pilots,Balloon Pilot, +53-2012,Commercial Pilots,Charter Pilot (Commercial Pilot Certificate Required),x +53-2012,Commercial Pilots,Charter Pilot (Commercial), +53-2012,Commercial Pilots,Commercial Helicopter Pilot, +53-2012,Commercial Pilots,Corporate Pilot, +53-2012,Commercial Pilots,Emergency Medical Service Helicopter Pilot, +53-2012,Commercial Pilots,Emergency Medical Service Rotary Wing Pilot, +53-2012,Commercial Pilots,EMS Helicopter Pilot, +53-2012,Commercial Pilots,Executive Pilot, +53-2012,Commercial Pilots,Flight Instructor (Commercial Pilots),x +53-2012,Commercial Pilots,Helicopter Pilot,x +53-2021,Air Traffic Controllers,Air Traffic Control Operator,x +53-2021,Air Traffic Controllers,Air Traffic Control Specialist, +53-2021,Air Traffic Controllers,Air Traffic Coordinator, +53-2021,Air Traffic Controllers,Airport Tower Controller, +53-2021,Air Traffic Controllers,Control Tower Operator,x +53-2021,Air Traffic Controllers,Enroute Controller,x +53-2022,Airfield Operations Specialists,Aviation Operations Specialist,x +53-2022,Airfield Operations Specialists,Flight Operations Coordinator,x +53-2031,Flight Attendants,Airline Flight Attendant,x +53-2031,Flight Attendants,Airplane Flight Attendant,x +53-2031,Flight Attendants,Flight Steward, +53-3011,"Ambulance Drivers and Attendants, Except Emergency Medical Technicians",Ambulance Attendant, +53-3011,"Ambulance Drivers and Attendants, Except Emergency Medical Technicians",Emergency Medical Services (EMS) Driver,x +53-3011,"Ambulance Drivers and Attendants, Except Emergency Medical Technicians",Emergency Medical Services Driver, +53-3031,Driver/Sales Workers,Bobtailer, +53-3031,Driver/Sales Workers,Delivery Sales worker, +53-3031,Driver/Sales Workers,Newspaper Deliverer, +53-3031,Driver/Sales Workers,Newspaper Delivery Driver,x +53-3031,Driver/Sales Workers,Pizza Delivery Driver,x +53-3031,Driver/Sales Workers,Route Sales Person, +53-3031,Driver/Sales Workers,Route Salesperson,x +53-3031,Driver/Sales Workers,Sales Route Driver, +53-3032,Heavy and Tractor-Trailer Truck Drivers,Auto Carrier Driver,x +53-3032,Heavy and Tractor-Trailer Truck Drivers,Cement Truck Driver,x +53-3032,Heavy and Tractor-Trailer Truck Drivers,Concrete Mixer Driver, +53-3032,Heavy and Tractor-Trailer Truck Drivers,Concrete Mixer Truck Driver, +53-3032,Heavy and Tractor-Trailer Truck Drivers,Dump Truck Driver,x +53-3032,Heavy and Tractor-Trailer Truck Drivers,Fuel Truck Driver, +53-3032,Heavy and Tractor-Trailer Truck Drivers,Garbage Truck Driver,x +53-3032,Heavy and Tractor-Trailer Truck Drivers,Line Haul Driver, +53-3032,Heavy and Tractor-Trailer Truck Drivers,Log Truck Tractor-Trailer Driver, +53-3032,Heavy and Tractor-Trailer Truck Drivers,Logging Flatbed Truck Driver, +53-3032,Heavy and Tractor-Trailer Truck Drivers,Logging Truck Driver, +53-3032,Heavy and Tractor-Trailer Truck Drivers,Over-the-Road Driver, +53-3032,Heavy and Tractor-Trailer Truck Drivers,Self-loading Flatbed Truck Driver, +53-3032,Heavy and Tractor-Trailer Truck Drivers,Semi-Truck Driver, +53-3032,Heavy and Tractor-Trailer Truck Drivers,Tanker Driver, +53-3032,Heavy and Tractor-Trailer Truck Drivers,Tow Truck Operator, +53-3033,Light Truck Drivers,Grocery Light Truck Driver,x +53-3033,Light Truck Drivers,Parcel Truck Driver,x +53-3051,"Bus Drivers, School",School Bus Driver, +53-3051,"Bus Drivers, School",School Bus Operator,x +53-3051,"Bus Drivers, School",Special Education Bus Driver,x +53-3052,"Bus Drivers, Transit and Intercity",Charter Coach Driver, +53-3052,"Bus Drivers, Transit and Intercity",Motor Coach Bus Driver,x +53-3052,"Bus Drivers, Transit and Intercity",Motor Coach Driver, +53-3052,"Bus Drivers, Transit and Intercity",Motor Coach Tour Operator, +53-3052,"Bus Drivers, Transit and Intercity",Public Transit Bus Driver,x +53-3052,"Bus Drivers, Transit and Intercity",Public Transit Trolley Driver, +53-3053,Shuttle Drivers and Chauffeurs,Airport Apron Bus Driver, +53-3053,Shuttle Drivers and Chauffeurs,Airport Shuttle Driver,x +53-3053,Shuttle Drivers and Chauffeurs,Airside Transfer Bus Driver, +53-3053,Shuttle Drivers and Chauffeurs,Courtesy Car Driver, +53-3053,Shuttle Drivers and Chauffeurs,Courtesy Van Driver,x +53-3053,Shuttle Drivers and Chauffeurs,Funeral Car Driver, +53-3053,Shuttle Drivers and Chauffeurs,Hearse Driver, +53-3053,Shuttle Drivers and Chauffeurs,Hotel Shuttle Driver,x +53-3053,Shuttle Drivers and Chauffeurs,Nonemergency Medical Transporter,x +53-3054,Taxi Drivers,Cab Driver,x +53-3054,Taxi Drivers,Rideshare Cab Driver,x +53-3099,"Motor Vehicle Operators, All Other",Assembly Line Driver, +53-3099,"Motor Vehicle Operators, All Other",Ice-Resurfacing Machine Operators,x +53-3099,"Motor Vehicle Operators, All Other",Motorcycle Deliverer,x +53-3099,"Motor Vehicle Operators, All Other",Street Cleaning Equipment Operator,x +53-3099,"Motor Vehicle Operators, All Other",Street Sweeper Operator, +53-4011,Locomotive Engineers,Freight Engineer, +53-4011,Locomotive Engineers,Railroad Engineer,x +53-4011,Locomotive Engineers,Railway Engineer, +53-4011,Locomotive Engineers,Train Engineer,x +53-4013,"Rail Yard Engineers, Dinkey Operators, and Hostlers",Coal Tram Driver,x +53-4013,"Rail Yard Engineers, Dinkey Operators, and Hostlers",Dinkey Driver, +53-4013,"Rail Yard Engineers, Dinkey Operators, and Hostlers",Dinkey Operator, +53-4013,"Rail Yard Engineers, Dinkey Operators, and Hostlers",Engine Hostler, +53-4013,"Rail Yard Engineers, Dinkey Operators, and Hostlers",Haulage Engine Operator, +53-4013,"Rail Yard Engineers, Dinkey Operators, and Hostlers",Railcar Switcher,x +53-4013,"Rail Yard Engineers, Dinkey Operators, and Hostlers",Yard Hostler, +53-4022,"Railroad Brake, Signal, and Switch Operators and Locomotive Firers",Diesel Locomotive Firer,x +53-4022,"Railroad Brake, Signal, and Switch Operators and Locomotive Firers",Dinkey Engine Firer,x +53-4022,"Railroad Brake, Signal, and Switch Operators and Locomotive Firers",Freight Brake Operator, +53-4022,"Railroad Brake, Signal, and Switch Operators and Locomotive Firers",Locomotive Switch Operator, +53-4022,"Railroad Brake, Signal, and Switch Operators and Locomotive Firers",Railroad Brake Operator, +53-4022,"Railroad Brake, Signal, and Switch Operators and Locomotive Firers",Railroad Firer, +53-4022,"Railroad Brake, Signal, and Switch Operators and Locomotive Firers",Railway Switch Operator,x +53-4022,"Railroad Brake, Signal, and Switch Operators and Locomotive Firers",Switch Coupler,x +53-4022,"Railroad Brake, Signal, and Switch Operators and Locomotive Firers",Train Brake Operator,x +53-4031,Railroad Conductors and Yardmasters,Freight Conductor,x +53-4031,Railroad Conductors and Yardmasters,Passenger Car Conductor, +53-4031,Railroad Conductors and Yardmasters,Train Conductor, +53-4031,Railroad Conductors and Yardmasters,Yard Conductor,x +53-4041,Subway and Streetcar Operators,Light Rail Operator, +53-4041,Subway and Streetcar Operators,Light Rail Transit Operator,x +53-4041,Subway and Streetcar Operators,Light Rail Vehicle Operator, +53-4041,Subway and Streetcar Operators,Rapid Transit Operator, +53-4041,Subway and Streetcar Operators,Subway Conductor, +53-4041,Subway and Streetcar Operators,Subway Train Operator, +53-4041,Subway and Streetcar Operators,Tram Operator,x +53-4041,Subway and Streetcar Operators,Trolley Car Operator,x +53-4099,"Rail Transportation Workers, All Other",Railway Equipment Operator,x +53-4099,"Rail Transportation Workers, All Other",Retarder Operator,x +53-4099,"Rail Transportation Workers, All Other",Transfer Table Operator,x +53-5011,Sailors and Marine Oilers,Able Seaman, +53-5011,Sailors and Marine Oilers,Deck Cadet, +53-5011,Sailors and Marine Oilers,Deck Hand, +53-5011,Sailors and Marine Oilers,Deckhand,x +53-5011,Sailors and Marine Oilers,Merchant Mariner,x +53-5011,Sailors and Marine Oilers,Merchant Seaman, +53-5011,Sailors and Marine Oilers,Ordinary Seaman, +53-5011,Sailors and Marine Oilers,Sailor, +53-5011,Sailors and Marine Oilers,Vessel Ordinary Seaman, +53-5021,"Captains, Mates, and Pilots of Water Vessels",Barge Captain,x +53-5021,"Captains, Mates, and Pilots of Water Vessels",Barge Master, +53-5021,"Captains, Mates, and Pilots of Water Vessels",Boat Pilot, +53-5021,"Captains, Mates, and Pilots of Water Vessels",Car Ferry Captain, +53-5021,"Captains, Mates, and Pilots of Water Vessels",Car Ferry Master, +53-5021,"Captains, Mates, and Pilots of Water Vessels",Coastal Tug Mate, +53-5021,"Captains, Mates, and Pilots of Water Vessels",Deck Officer, +53-5021,"Captains, Mates, and Pilots of Water Vessels",Docking Pilot, +53-5021,"Captains, Mates, and Pilots of Water Vessels",Ferry Boat Captain, +53-5021,"Captains, Mates, and Pilots of Water Vessels",Ferry Captain, +53-5021,"Captains, Mates, and Pilots of Water Vessels",Ferryboat Captain, +53-5021,"Captains, Mates, and Pilots of Water Vessels",First Mate,x +53-5021,"Captains, Mates, and Pilots of Water Vessels",Harbor Boat Pilot, +53-5021,"Captains, Mates, and Pilots of Water Vessels",Harbor Pilot,x +53-5021,"Captains, Mates, and Pilots of Water Vessels",Harbor Tug Captain, +53-5021,"Captains, Mates, and Pilots of Water Vessels",Port Captain,x +53-5021,"Captains, Mates, and Pilots of Water Vessels",River Boat Captain, +53-5021,"Captains, Mates, and Pilots of Water Vessels",River Pilot, +53-5021,"Captains, Mates, and Pilots of Water Vessels",Sailboat Captain, +53-5021,"Captains, Mates, and Pilots of Water Vessels",Ship Harbor Pilot, +53-5021,"Captains, Mates, and Pilots of Water Vessels",Tow Boat Captain, +53-5021,"Captains, Mates, and Pilots of Water Vessels",Towboat Pilot, +53-5021,"Captains, Mates, and Pilots of Water Vessels",Tug Boat Captain, +53-5021,"Captains, Mates, and Pilots of Water Vessels",Tugboat Captain, +53-5021,"Captains, Mates, and Pilots of Water Vessels",Tugboat Mate, +53-5021,"Captains, Mates, and Pilots of Water Vessels",Tugboat Operator, +53-5021,"Captains, Mates, and Pilots of Water Vessels",Tugboat Pilot, +53-5022,Motorboat Operators,Launch Operator,x +53-5022,Motorboat Operators,Outboard Motorboat Operator, +53-5022,Motorboat Operators,Speedboat Driver, +53-5022,Motorboat Operators,Speedboat Operator,x +53-5022,Motorboat Operators,Water Taxi Ferry Operator, +53-5022,Motorboat Operators,Water Taxi Operator,x +53-5031,Ship Engineers,Barge Engineer,x +53-5031,Ship Engineers,Ferry Engineer,x +53-5031,Ship Engineers,Towboat Engineer, +53-5031,Ship Engineers,Tug Boat Engineer, +53-5031,Ship Engineers,Tugboat Engineer,x +53-6011,Bridge and Lock Tenders,Bridge Operator, +53-6011,Bridge and Lock Tenders,Bridge Tender, +53-6011,Bridge and Lock Tenders,Dam Tender, +53-6011,Bridge and Lock Tenders,Lighthouse Keeper,x +53-6011,Bridge and Lock Tenders,Lock and Dam Operator,x +53-6021,Parking Attendants,Auto Parker, +53-6021,Parking Attendants,Car Jockey, +53-6021,Parking Attendants,Parking Ramp Attendant,x +53-6021,Parking Attendants,Valet Parker,x +53-6021,Parking Attendants,Valet Runner, +53-6031,Automotive and Watercraft Service Attendants,Auto Service Station Attendant, +53-6031,Automotive and Watercraft Service Attendants,Gas and Oil Servicer,x +53-6031,Automotive and Watercraft Service Attendants,Gas Pump Attendant,x +53-6031,Automotive and Watercraft Service Attendants,Gas Station Attendant, +53-6031,Automotive and Watercraft Service Attendants,Oil Changer, +53-6031,Automotive and Watercraft Service Attendants,Pump Jockey, +53-6031,Automotive and Watercraft Service Attendants,Service Station Attendant,x +53-6032,Aircraft Service Attendants,Aircraft De-Icer,x +53-6032,Aircraft Service Attendants,Aircraft Refueler,x +53-6032,Aircraft Service Attendants,Airplane Refueler,x +53-6041,Traffic Technicians,Highway Traffic Control Technician,x +53-6041,Traffic Technicians,Traffic Engineering Technician, +53-6041,Traffic Technicians,Traffic Signal Technician,x +53-6041,Traffic Technicians,Transportation Planning Technician, +53-6041,Traffic Technicians,Transportation Technician,x +53-6051,Transportation Inspectors,Aircraft Inspector,x +53-6051,Transportation Inspectors,Aircraft Landing Gear Inspector, +53-6051,Transportation Inspectors,Aircraft Quality Control Inspector, +53-6051,Transportation Inspectors,Airworthiness Safety Inspector, +53-6051,Transportation Inspectors,Freight Inspector, +53-6051,Transportation Inspectors,Locomotive Inspector, +53-6051,Transportation Inspectors,Motor Vehicle Emissions Inspector,x +53-6051,Transportation Inspectors,Railroad Car Inspector,x +53-6051,Transportation Inspectors,Railroad Inspector, +53-6051,Transportation Inspectors,School Bus Inspector, +53-6051,Transportation Inspectors,Transit Vehicle Inspector, +53-6061,Passenger Attendants,Dining Car Steward, +53-6061,Passenger Attendants,Ship Steward,x +53-6061,Passenger Attendants,Sleeping Car Service Attendant, +53-6061,Passenger Attendants,Train Attendant,x +53-6099,"Transportation Workers, All Other",Pedicab Driver, +53-6099,"Transportation Workers, All Other",Rickshaw Driver,x +53-7011,Conveyor Operators and Tenders,Ash Conveyor Operator, +53-7011,Conveyor Operators and Tenders,Assembly Line Tender, +53-7011,Conveyor Operators and Tenders,Chip Bin Conveyor Tender, +53-7011,Conveyor Operators and Tenders,Conveyor Belt Operator,x +53-7011,Conveyor Operators and Tenders,Conveyor Tender, +53-7011,Conveyor Operators and Tenders,Grain Elevator Operator,x +53-7011,Conveyor Operators and Tenders,Packing Line Operator, +53-7021,Crane and Tower Operators,Boom Crane Operator,x +53-7021,Crane and Tower Operators,Bridge Crane Operator, +53-7021,Crane and Tower Operators,Cherry Picker Operator,x +53-7021,Crane and Tower Operators,Coal Tower Operator,x +53-7021,Crane and Tower Operators,Electric Crane Operator, +53-7021,Crane and Tower Operators,Erecting Crane Operator, +53-7021,Crane and Tower Operators,Monorail Crane Operator, +53-7021,Crane and Tower Operators,Overhead Crane Operator, +53-7021,Crane and Tower Operators,Port Crane Operator, +53-7021,Crane and Tower Operators,Radio Control Crane Operator, +53-7021,Crane and Tower Operators,Scrap Crane Operator, +53-7021,Crane and Tower Operators,Tower Loader Operator, +53-7021,Crane and Tower Operators,Woodyard Crane Operator, +53-7031,Dredge Operators,Dredge Deckhand, +53-7031,Dredge Operators,Dredge Engineer, +53-7031,Dredge Operators,Dredge Mate, +53-7031,Dredge Operators,Dredger,x +53-7041,Hoist and Winch Operators,Hoist Operator, +53-7041,Hoist and Winch Operators,Winch Derrick Operator,x +53-7041,Hoist and Winch Operators,Winch Operator, +53-7051,Industrial Truck and Tractor Operators,Forklift Driver, +53-7051,Industrial Truck and Tractor Operators,Forklift Operator,x +53-7051,Industrial Truck and Tractor Operators,Front-End Loader Operator, +53-7051,Industrial Truck and Tractor Operators,Hydraulic Lift Driver, +53-7051,Industrial Truck and Tractor Operators,Industrial Truck Operator, +53-7051,Industrial Truck and Tractor Operators,Reach-Lift Truck Driver, +53-7051,Industrial Truck and Tractor Operators,Stacker Operator,x +53-7061,Cleaners of Vehicles and Equipment,Aircraft Cleaner,x +53-7061,Cleaners of Vehicles and Equipment,Auto Cleaner, +53-7061,Cleaners of Vehicles and Equipment,Auto Detailer,x +53-7061,Cleaners of Vehicles and Equipment,Automobile Detailer, +53-7061,Cleaners of Vehicles and Equipment,Beer Coil Cleaner, +53-7061,Cleaners of Vehicles and Equipment,Boat Detailer, +53-7061,Cleaners of Vehicles and Equipment,Bus Cleaner, +53-7061,Cleaners of Vehicles and Equipment,Bus Washer, +53-7061,Cleaners of Vehicles and Equipment,Car Wash Attendant,x +53-7061,Cleaners of Vehicles and Equipment,Car Washer, +53-7061,Cleaners of Vehicles and Equipment,Equipment Cleaner, +53-7061,Cleaners of Vehicles and Equipment,Machine Cleaner, +53-7061,Cleaners of Vehicles and Equipment,Railroad Car Cleaner, +53-7061,Cleaners of Vehicles and Equipment,Truck Washer, +53-7062,"Laborers and Freight, Stock, and Material Movers, Hand",Cargo Handler,x +53-7062,"Laborers and Freight, Stock, and Material Movers, Hand",Cart Pusher, +53-7062,"Laborers and Freight, Stock, and Material Movers, Hand",Freight Handler, +53-7062,"Laborers and Freight, Stock, and Material Movers, Hand",Grave Digger, +53-7062,"Laborers and Freight, Stock, and Material Movers, Hand",Manufacturing Laborer, +53-7062,"Laborers and Freight, Stock, and Material Movers, Hand",Material Handler, +53-7062,"Laborers and Freight, Stock, and Material Movers, Hand",Package Handler, +53-7062,"Laborers and Freight, Stock, and Material Movers, Hand",Shipping and Receiving Material Handler, +53-7062,"Laborers and Freight, Stock, and Material Movers, Hand",Van Loader, +53-7062,"Laborers and Freight, Stock, and Material Movers, Hand",Wharf Laborer,x +53-7063,Machine Feeders and Offbearers,Brick Offbearer, +53-7063,Machine Feeders and Offbearers,Chain Offbearer, +53-7063,Machine Feeders and Offbearers,Chopper Feeder, +53-7063,Machine Feeders and Offbearers,Doffer, +53-7063,Machine Feeders and Offbearers,Dryer Feeder, +53-7063,Machine Feeders and Offbearers,Hopper Feeder, +53-7063,Machine Feeders and Offbearers,Hopper Filler,x +53-7063,Machine Feeders and Offbearers,Line Feeder, +53-7063,Machine Feeders and Offbearers,Offbearer, +53-7063,Machine Feeders and Offbearers,Packing Machine Can Feeder, +53-7063,Machine Feeders and Offbearers,Spike Machine Feeder, +53-7063,Machine Feeders and Offbearers,Spinning Doffer,x +53-7063,Machine Feeders and Offbearers,Spooler Operator, +53-7064,"Packers and Packagers, Hand",Bagger, +53-7064,"Packers and Packagers, Hand",Carton Wrapper, +53-7064,"Packers and Packagers, Hand",Egg Packer,x +53-7064,"Packers and Packagers, Hand",Gift Wrapper,x +53-7064,"Packers and Packagers, Hand",Grocery Store Bagger,x +53-7064,"Packers and Packagers, Hand",Meat Packager, +53-7064,"Packers and Packagers, Hand",Meat Wrapper, +53-7064,"Packers and Packagers, Hand",Utility Bagger, +53-7065,Stockers and Order Fillers,Grocery Stocker, +53-7065,Stockers and Order Fillers,Night Stocker,x +53-7065,Stockers and Order Fillers,Retail Stocker, +53-7065,Stockers and Order Fillers,Store Stocker,x +53-7065,Stockers and Order Fillers,Warehouse Stocker,x +53-7071,Gas Compressor and Gas Pumping Station Operators,Acetylene Gas Compressor, +53-7071,Gas Compressor and Gas Pumping Station Operators,Butane Compressor Operator,x +53-7071,Gas Compressor and Gas Pumping Station Operators,Compressor Station Operator, +53-7071,Gas Compressor and Gas Pumping Station Operators,Gas Compressor Operator, +53-7071,Gas Compressor and Gas Pumping Station Operators,Gas Cylinder Processor,x +53-7071,Gas Compressor and Gas Pumping Station Operators,Gas Storage Operator, +53-7071,Gas Compressor and Gas Pumping Station Operators,High Pressure Compressed Gas Filler, +53-7071,Gas Compressor and Gas Pumping Station Operators,Liquid Natural Gas Plant Operator,x +53-7071,Gas Compressor and Gas Pumping Station Operators,LNG Plant Operator, +53-7072,"Pump Operators, Except Wellhead Pumpers",Acid Pump Operator, +53-7072,"Pump Operators, Except Wellhead Pumpers",Brewery Pumper,x +53-7072,"Pump Operators, Except Wellhead Pumpers",Concrete Pump Operator, +53-7072,"Pump Operators, Except Wellhead Pumpers",Fluid Pump Operator,x +53-7073,Wellhead Pumpers,Oil Field Pumper, +53-7073,Wellhead Pumpers,Oil Well Pumper,x +53-7073,Wellhead Pumpers,Oilfield Plant and Field Operator, +53-7081,Refuse and Recyclable Material Collectors,Garbage Collector,x +53-7081,Refuse and Recyclable Material Collectors,Recyclable Materials Collector,x +53-7081,Refuse and Recyclable Material Collectors,Refuse Collector, +53-7081,Refuse and Recyclable Material Collectors,Scrap Metal Collector, +53-7081,Refuse and Recyclable Material Collectors,Solid Waste Collector, +53-7081,Refuse and Recyclable Material Collectors,Trash Collector,x +53-7121,"Tank Car, Truck, and Ship Loaders",Barge Loader,x +53-7121,"Tank Car, Truck, and Ship Loaders",Bulk Tank Car Unloader, +53-7121,"Tank Car, Truck, and Ship Loaders",Dock Loader, +53-7121,"Tank Car, Truck, and Ship Loaders",Rail Car Loader,x +53-7121,"Tank Car, Truck, and Ship Loaders",Rail Loader, +53-7121,"Tank Car, Truck, and Ship Loaders",Ship Unloader,x +53-7121,"Tank Car, Truck, and Ship Loaders",Tank Car Loader, +53-7121,"Tank Car, Truck, and Ship Loaders",Tank Truck Loader, +53-7199,"Material Moving Workers, All Other",Back Hoe Operator, +53-7199,"Material Moving Workers, All Other",Backhoe Operator, +53-7199,"Material Moving Workers, All Other",Bulldozer Operator,x +53-7199,"Material Moving Workers, All Other",End Loader Operator, +53-7199,"Material Moving Workers, All Other",Freight Elevator Operator,x +53-7199,"Material Moving Workers, All Other",Payloader Operator, +53-7199,"Material Moving Workers, All Other",Shovel Operator,x +55-1011,Air Crew Officers,Airdrop Systems Technician,x +55-1011,Air Crew Officers,"Astronaut, Mission Specialist", +55-1011,Air Crew Officers,Helicopter Officer, +55-1011,Air Crew Officers,"Naval Flight Officer, Airborne Reconnaissance Officer", +55-1011,Air Crew Officers,"Naval Flight Officer, Bombardier/Navigator", +55-1011,Air Crew Officers,"Naval Flight Officer, Electronic Warfare Officer", +55-1011,Air Crew Officers,"Naval Flight Officer, Qualified Supporting Arms Coordinator (Airborne)", +55-1011,Air Crew Officers,"Naval Flight Officer, Radar Intercept Officer", +55-1011,Air Crew Officers,"Naval Flight Officer, Weapons Systems Officer", +55-1011,Air Crew Officers,Special Project Airborne Electronics Evaluator,x +55-1012,Aircraft Launch and Recovery Officers,Catapult And Arresting Gear Officer,x +55-1012,Aircraft Launch and Recovery Officers,Flight Deck Officer,x +55-1012,Aircraft Launch and Recovery Officers,Landing Signal Officer,x +55-1012,Aircraft Launch and Recovery Officers,V/Stol Landing Signal Officer, +55-1013,Armored Assault Vehicle Officers,Armor Officer, +55-1013,Armored Assault Vehicle Officers,Assault Amphibious Vehicle (AAV) Officer,x +55-1013,Armored Assault Vehicle Officers,Cavalry Officer,x +55-1013,Armored Assault Vehicle Officers,Light-Armored Reconnaissance Officer, +55-1013,Armored Assault Vehicle Officers,Light-Armored Vehicle Officer, +55-1013,Armored Assault Vehicle Officers,Tank Officer,x +55-1014,Artillery and Missile Officers,Air Defense Artillery Officer,x +55-1014,Artillery and Missile Officers,Ammunition Officer, +55-1014,Artillery and Missile Officers,"Division Officer, Weapons Department", +55-1014,Artillery and Missile Officers,"Division Officer, Weapons Department (Antisubmarine Weapons)", +55-1014,Artillery and Missile Officers,"Division Officer, Weapons Department (Guided Missiles)", +55-1014,Artillery and Missile Officers,"Division Officer, Weapons Department (Gunnery)", +55-1014,Artillery and Missile Officers,Field Artillery Officer, +55-1014,Artillery and Missile Officers,Field Artillery Targeting Technician, +55-1014,Artillery and Missile Officers,Fire Control Officer (Surface-To-Air Missiles), +55-1014,Artillery and Missile Officers,Ground Nuclear Weapons Assembly Officer, +55-1014,Artillery and Missile Officers,"Guided Missile Test Officer, Air-Launched", +55-1014,Artillery and Missile Officers,Hawk Missile Air Defense Artillery, +55-1014,Artillery and Missile Officers,Low Altitude Air Defense Officer, +55-1014,Artillery and Missile Officers,Naval Gunfire Spotter, +55-1014,Artillery and Missile Officers,Naval Surface Fire Support Planner,x +55-1014,Artillery and Missile Officers,Nuclear & Chemical Weapons Employment Officer, +55-1014,Artillery and Missile Officers,Nuclear Weapons Custodian, +55-1014,Artillery and Missile Officers,Ordnance Officer, +55-1014,Artillery and Missile Officers,Patriot Missile Air Defense Artillery, +55-1014,Artillery and Missile Officers,Short-Range Air Defense Artillery, +55-1014,Artillery and Missile Officers,"Space And Missile Operations, Missile Combat Crew Officer", +55-1014,Artillery and Missile Officers,Strike Warfare/Missile Systems Officer, +55-1014,Artillery and Missile Officers,Strike Warfare/Missile Systems Officer (Surface-To-Air Missile), +55-1014,Artillery and Missile Officers,Surface-To-Air Weapons Officer, +55-1014,Artillery and Missile Officers,Targeting Acquisition Officer,x +55-1014,Artillery and Missile Officers,Weapons Military Characteristics Officer, +55-1014,Artillery and Missile Officers,Weapons Officer, +55-1014,Artillery and Missile Officers,Weapons Officer (Fleet Ballistic Missiles), +55-1014,Artillery and Missile Officers,"Weapons Officer, Naval Activity", +55-1015,Command and Control Center Officers,Aadc Plans Staff Officer, +55-1015,Command and Control Center Officers,Advisor To Command In Combat, +55-1015,Command and Control Center Officers,Air Battle Manager, +55-1015,Command and Control Center Officers,Air Control/Anti-Air Warfare Officer, +55-1015,Command and Control Center Officers,Air Defense Control Officer, +55-1015,Command and Control Center Officers,Air Intercept Controller Supervisor, +55-1015,Command and Control Center Officers,Air Liaison And Special Staff, +55-1015,Command and Control Center Officers,Air Support Control Officer, +55-1015,Command and Control Center Officers,Anti-Air Warfare Operations Officer, +55-1015,Command and Control Center Officers,"Antisubmarine Classification And Analysis Officer, Aviation", +55-1015,Command and Control Center Officers,Aoc Aadc Chief Of Operations Staff Officer, +55-1015,Command and Control Center Officers,Aoc Aadc Director And Chief Of Plans Staff Officer, +55-1015,Command and Control Center Officers,Aoc Aadc Operations Staff Officer, +55-1015,Command and Control Center Officers,Aoc Airspace Control Officer, +55-1015,Command and Control Center Officers,Aoc Director Combat Operations Officer, +55-1015,Command and Control Center Officers,Aoc Director Combat Plans Officer, +55-1015,Command and Control Center Officers,Aoc Director Intelligence Officer, +55-1015,Command and Control Center Officers,Aoc Information Operations Staff Officer, +55-1015,Command and Control Center Officers,Aoc Operations - Air Mobility / Logistics Chief, +55-1015,Command and Control Center Officers,Aoc Operations - Air Mobility / Logistics Officer, +55-1015,Command and Control Center Officers,Aoc Operations - Combat Search And Rescue Chief, +55-1015,Command and Control Center Officers,Aoc Operations - Combat Search And Rescue Officer, +55-1015,Command and Control Center Officers,Aoc Operations - Defensive Operations Officer, +55-1015,Command and Control Center Officers,Aoc Operations - Intelligence Chief, +55-1015,Command and Control Center Officers,Aoc Operations - Intelligence Officer, +55-1015,Command and Control Center Officers,Aoc Operations - Naval And Amphibious Liaison Element Afloat Planning Liaison, +55-1015,Command and Control Center Officers,Aoc Operations - Naval And Amphibious Liaison Element Member, +55-1015,Command and Control Center Officers,Aoc Operations - Offensive Operations Officer, +55-1015,Command and Control Center Officers,Aoc Operations - Special Operations Chief, +55-1015,Command and Control Center Officers,Aoc Operations - Special Operations Officer, +55-1015,Command and Control Center Officers,Aoc Operations - Time Sensitive / Critical Targeting Officer, +55-1015,Command and Control Center Officers,Aoc Operations - Time Sensitive / Critical Targeting Officer Chief, +55-1015,Command and Control Center Officers,Aoc Plans - Air Task Order / Air Control Order Production Officer, +55-1015,Command and Control Center Officers,Aoc Plans - Guidance Apportionment And Targeting Officer, +55-1015,Command and Control Center Officers,Aoc Plans - Guidance Apportionment And Targeting Officer Chief, +55-1015,Command and Control Center Officers,Aoc Plans - Intelligence Officer, +55-1015,Command and Control Center Officers,Aoc Plans - Intelligence Officer Chief, +55-1015,Command and Control Center Officers,Aoc Plans - Master Air Attack Planning Assistant Chief, +55-1015,Command and Control Center Officers,Aoc Plans - Master Air Attack Planning Chief, +55-1015,Command and Control Center Officers,Aoc Plans - Master Air Attack Planning Officer, +55-1015,Command and Control Center Officers,Aoc Strategy Plans And Operational Assessment Officer, +55-1015,Command and Control Center Officers,Aoc Strategy Plans And Operational Assessment Officer Chief, +55-1015,Command and Control Center Officers,C4 Planner, +55-1015,Command and Control Center Officers,Carrier Airborne Combat Information Center Officer, +55-1015,Command and Control Center Officers,Combat Control Officer, +55-1015,Command and Control Center Officers,Combat Information Center Officer,x +55-1015,Command and Control Center Officers,Combat Systems Officer, +55-1015,Command and Control Center Officers,Command And Control, +55-1015,Command and Control Center Officers,Command And Control Officer,x +55-1015,Command and Control Center Officers,Command And Control Systems Integrator,x +55-1015,Command and Control Center Officers,"Command, Control, Communications, Computers And Intelligence (C4i) Officer", +55-1015,Command and Control Center Officers,Force Deployment Planning And Execution Officer, +55-1015,Command and Control Center Officers,Forward Air Controller/Air Officer, +55-1015,Command and Control Center Officers,Information Management Officer, +55-1015,Command and Control Center Officers,Joint Terminal Attack Controller Officer, +55-1015,Command and Control Center Officers,Marine Air Ground Task Force (Magtf) Planners, +55-1015,Command and Control Center Officers,Naval Tactical Data System--Combat Information Center Officer, +55-1015,Command and Control Center Officers,"Naval Tactical Data System--Combat Information Center Watch Officer, Carrier Controlled Approach Controller", +55-1015,Command and Control Center Officers,"Naval Tactical Data System--Combat Information Center Watch Officer, General", +55-1015,Command and Control Center Officers,Offshore Control And Surveillance System Officer, +55-1015,Command and Control Center Officers,Operations Control Center Briefing Officer, +55-1015,Command and Control Center Officers,"Operations Officer, Afloat (Naval Tactical Data Systems)", +55-1015,Command and Control Center Officers,Relocatable Over-The-Horizon Radar Watch Officer, +55-1015,Command and Control Center Officers,Senior Air Director (Sad), +55-1015,Command and Control Center Officers,Staff Combat Information Center Officer, +55-1015,Command and Control Center Officers,Staff Command And Control Officer, +55-1015,Command and Control Center Officers,Staff Electronic Warfare Officer, +55-1015,Command and Control Center Officers,Staff Operations Command Center Watch Officer, +55-1015,Command and Control Center Officers,Staff Readiness Officer (Combat Information Center), +55-1015,Command and Control Center Officers,Surveillance Sensor Officer, +55-1016,Infantry Officers,Infantry Weapons Officer,x +55-1017,Special Forces Officers,Advanced Seal Delivery System, +55-1017,Special Forces Officers,Combatant Diver Officer, +55-1017,Special Forces Officers,Combatant Diver Qualified (Officer), +55-1017,Special Forces Officers,"Commanding Officer, Special Warfare Team", +55-1017,Special Forces Officers,"Control And Recovery, Combat Rescue", +55-1017,Special Forces Officers,"Control And Recovery, Special Tactics", +55-1017,Special Forces Officers,"Executive Officer, Special Warfare Team", +55-1017,Special Forces Officers,Parachute/Combatant Diver Officer,x +55-1017,Special Forces Officers,Parachutist/Combatant Diver Qualified (Officer), +55-1017,Special Forces Officers,Sea-Air-Land Officer,x +55-1017,Special Forces Officers,Seal Delivery Vehicle Officer, +55-1017,Special Forces Officers,Special Forces Warrant Officer, +55-1017,Special Forces Officers,Special Weapons Unit Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Advanced Foreign Counterintelligence Officer (Afco), +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Advanced Military Source Operations Officer (Amsoo), +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Air Antisubmarine Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Air Boatswain, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Air Intelligence Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",All Source Intelligence, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",All Source Intelligence Technician, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Amphibious Operations Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Antisubmarine Warfare Intelligence Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Antisubmarine Weapons Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Area Intelligence Technician, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Aviation All-Source Intelligence, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Aviation Ordnance Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Aviation Tactical Readiness Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Chemical Munitions And Materiel Management, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Chemical Operations And Training, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other","Chemical, Biological, Radiological, And Nuclear (CBRN) Officer",x +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Coastal/Harbor Defense Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Communications Interceptor/Locator Technician, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Counter Intelligence, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Counterintelligence (Ci)/Human Source Intelligence (Humint) Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Counterintelligence Officer/Human Source Intelligence (Ci/Humint) Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Counterintelligence Officer/Human Source Intelligence (Ci/Humint) Operations Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Counter-Intelligence Technician, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Cryptologic Digital Network Technician/Analyst (Officer), +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Electronic Intelligence Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Electronic Warfare Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Electronic Warfare Technician, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Emanations Analysis Technician, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Emitter Location/Identification Technician, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Geographic Area Intelligence Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Ground Intelligence Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Gunnery/Ordnance Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Human Intelligence, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Human Intelligence Collection Technician, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Imagery Intelligence, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Inshore Undersea Warfare Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Intelligence, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Intelligence Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other","Intelligence Officer, Basic", +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Intelligence Support Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other","Intelligence, Applications", +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other","Intelligence, Mapping, Charting, And Geodesy", +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other","Intelligence, Operations", +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Joint Strategic Plans And Policy Officer,x +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Marine Air/Ground Task Force (Magtf) Intelligence Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Military Source Operations Officer (Msoo), +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Minesweeping Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Mission Commander, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Multisensor Intelligence Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Naval Gunfire Liaison Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Navy Airspace Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Non-Morse Intercept Technician, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other","Officer In Charge, Aviation Unit Or Detachment", +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other","Officer In Charge/Assistant Officer In Charge, Combat Service Support Team", +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Operational Intelligence Officer (Analyst), +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Operational Intelligence Officer (General), +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Operational Intelligence Officer (Management), +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Parachute Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Parachutist (Officer), +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Photographic Intelligence Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Psychological Operations, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Psychological Operations Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Psychological Operations Or Civil Affairs, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Senior All-Source Intelligence Analysis Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Ship's Electronic Warfare Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Signal Intelligence/Electronic Warfare, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Signal Intelligence/Ground Electronic Warfare Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Signals Collection Technician, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Signals Intelligence Analysis Technician, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Signals Intelligence/Electronics Warfare Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Space And Missile Operations, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other","Space And Missile Operations, Missile Combat Crew", +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other","Space And Missile Operations, Satellite Command And Control", +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other","Space And Missile Operations, Space Surveillance", +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other","Space And Missile Operations, Space Warning", +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other","Space And Missile Operations, Spacelift", +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other","Space And Missile Operations, Tactical Airlift", +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Space Operations, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Special Technical Operations Officer,x +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Staff Air Defense Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Staff Air Tactical Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Staff Antisubmarine Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Staff Mine Warfare Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Staff Nuclear Weapons Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Staff Readiness Officer (Amphibious Warfare), +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Staff Readiness Officer (Antisubmarine Warfare), +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Staff Readiness Officer (Electronic Warfare), +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Staff Readiness Officer (Submarine Warfare), +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Staff Submarine Warfare Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Staff Weapons Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Strategic Debriefing Officer (Sdo), +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Strategic Intelligence Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Strike Operations Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Submarine Advisory Team Watch Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Submarine Element Coordinator, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Tactical Debriefer (Td) Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Tactical Deception Plans Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Tactical Intelligence Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Tactical Unmanned Aerial Vehicle (Tuav) Operations Technician, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Target Aircraft Controller, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Technical Surveillance Countermeasures Trained Counterintelligence/Human Source Intelligence Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Traffic Analysis Technician, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Unmanned Aerial Vehicle (Tuav) Operations Technician, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Vertical Takeoff Unmanned Aerial Vehicle Officer, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Voice Intercept Technician, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Weapons, +55-1019,"Military Officer Special and Tactical Operations Leaders, All Other",Weapons And Tactics Instructor-Air Control, +55-2011,First-Line Supervisors of Air Crew Members,Airborne Mission Systems Superintendent,x +55-2011,First-Line Supervisors of Air Crew Members,Airborne Operations Manager, +55-2011,First-Line Supervisors of Air Crew Members,Airborne Operations Superintendent, +55-2011,First-Line Supervisors of Air Crew Members,Aircraft Loadmaster Superintendent, +55-2011,First-Line Supervisors of Air Crew Members,C-40a Crew Chief, +55-2011,First-Line Supervisors of Air Crew Members,Flight Engineer Manager, +55-2011,First-Line Supervisors of Air Crew Members,In-Flight Refueling Manager,x +55-2012,First-Line Supervisors of Weapons Specialists/Crew Members,"Aerial Gunner, Superintendent", +55-2012,First-Line Supervisors of Weapons Specialists/Crew Members,Air Defense Artillery Senior Sergeant, +55-2012,First-Line Supervisors of Weapons Specialists/Crew Members,Airborne Weapons Technical Manager, +55-2012,First-Line Supervisors of Weapons Specialists/Crew Members,Armament Weapons Support Equipment (Aswe) Maintenance Manager, +55-2012,First-Line Supervisors of Weapons Specialists/Crew Members,Armor Senior Sergeant,x +55-2012,First-Line Supervisors of Weapons Specialists/Crew Members,Field Artillery Senior Sergeant,x +55-2012,First-Line Supervisors of Weapons Specialists/Crew Members,Infantry Unit Leader,x +55-2012,First-Line Supervisors of Weapons Specialists/Crew Members,Over The Horizon-Targeting (Oth-T) Supervisor, +55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Aerospace Control And Warning Systems Superintendent, +55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Afloat Cryptologic Manager, +55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Air Operations Manager, +55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Aviation Resource Management Superintendent, +55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Chief Counterintelligence/Human Intelligence Sergeant, +55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Combat Control Manager, +55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Command Post Superintendent,x +55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Communication Signals Intelligence Superintendent, +55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,"Counterintelligence/Human Intelligence, Senior Sergeant", +55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Cryptologic Supervisor, +55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Electronic Signals Intelligence Exploitation Manager, +55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Electronic Systems Security Assessment Superintendent, +55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Infantry Senior Sergeant, +55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Intelligence Chief,x +55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Intelligence Manager, +55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Intelligence Senior Sergeant, +55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Intelligence Senior Sergeant/Chief Intelligence Sergeant, +55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Interface Control Officer (Ico), +55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Network Intelligence Analyst Superintendent, +55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Operational Communication Chief, +55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Operations Intelligence Superintendent, +55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Senior Enlisted Damage Control Program Management And Training Specialist, +55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Senior Naval Parachutist, +55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Signals Intelligence Superintendent, +55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Signals Intelligence (Electronic Warfare) Senior Sergeant/Chief, +55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Signals Intelligence (Sigint) Senior Sergeant/Sigint Chief, +55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Signals Intelligence Analysis Manager, +55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Signals Intelligence/Electronic Warfare Chief, +55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Space Systems Operations Manager, +55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Space Systems Operations Superintendent, +55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Special Forces Senior Sergeant, +55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Supervisory Air Intercept Controller, +55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Surface Ship USW Supervisor,x +55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Tactical Air Control Party (Tacp) Manager, +55-2013,First-Line Supervisors of All Other Tactical Operations Specialists,Tactical/Mobile (Tacmobile) Watch Officer, +55-3011,Air Crew Members,Acoustic Sensor Operator, +55-3011,Air Crew Members,Aerial Gunner, +55-3011,Air Crew Members,Airborne And Air Delivery Specialist,x +55-3011,Air Crew Members,"Airborne Battle Management Systems, Weapons Director", +55-3011,Air Crew Members,Airborne Mine Countermeasures (Amcm) Aircrewman, +55-3011,Air Crew Members,Airborne Mission Systems, +55-3011,Air Crew Members,Airborne Missions Systems, +55-3011,Air Crew Members,Airborne Operations, +55-3011,Air Crew Members,Airborne Radio Operator/In-Flight Refueling Observer/Loadmaster, +55-3011,Air Crew Members,Airman, +55-3011,Air Crew Members,Aviation Antisubmarine Warfare Technician, +55-3011,Air Crew Members,Aviation Electronic Warfare Operator,x +55-3011,Air Crew Members,Aviation Warfare Systems Operator (Acoustic), +55-3011,Air Crew Members,Aviation Warfare Systems Operator (Helicopter), +55-3011,Air Crew Members,Aviation Warfare Systems Operator (Non-Acoustic), +55-3011,Air Crew Members,Communications Operator, +55-3011,Air Crew Members,Crew Chief, +55-3011,Air Crew Members,Cryptologic Technician Operator/Analyst, +55-3011,Air Crew Members,Electronic Warfare Operational Intelligence Crewman, +55-3011,Air Crew Members,Electronic Warfare Operator, +55-3011,Air Crew Members,Enlisted Aircrew/Aerial Observer/Gunner, +55-3011,Air Crew Members,Fixed-Wing Aircraft Crew Chief, +55-3011,Air Crew Members,Fixed-Wing Aircraft Flight Engineer, +55-3011,Air Crew Members,Fixed-Wing Aircraft Flight Mechanic, +55-3011,Air Crew Members,Flight Communications Operator, +55-3011,Air Crew Members,Flight Crew Ordnanceman, +55-3011,Air Crew Members,Flight Engineer, +55-3011,Air Crew Members,"Flight Engineer, Helicopter", +55-3011,Air Crew Members,"Flight Engineer, Performance Qualified", +55-3011,Air Crew Members,Helicopter Crew Chief, +55-3011,Air Crew Members,Helicopter Search And Rescue Aircrew Swimmer, +55-3011,Air Crew Members,Helicopter Specialist, +55-3011,Air Crew Members,Helicopter Utility Aircrewman, +55-3011,Air Crew Members,In-Flight Refueling Craftsman,x +55-3011,Air Crew Members,In-Flight Technician, +55-3011,Air Crew Members,Multi-Mission Helicopter Aircrewman, +55-3011,Air Crew Members,Naval Aircrewman, +55-3011,Air Crew Members,Naval Aircrewman (Special Assignment), +55-3011,Air Crew Members,Naval Aircrewman Avionics, +55-3011,Air Crew Members,Naval Aircrewman Helicopter, +55-3011,Air Crew Members,Naval Aircrewman Mechanical, +55-3011,Air Crew Members,Naval Aircrewman Operator, +55-3011,Air Crew Members,Naval Aircrewman Tactical Helicopter, +55-3011,Air Crew Members,Non-Acoustic Operator, +55-3011,Air Crew Members,Presidential Helicopter Crew Chief, +55-3011,Air Crew Members,Reel System Operator, +55-3011,Air Crew Members,Tiltrotor Crew Chief, +55-3011,Air Crew Members,Transport Aircrewman, +55-3011,Air Crew Members,Utility Aircrewman, +55-3011,Air Crew Members,Vertical Takeoff Unmanned Aerial Vehicle Specialist, +55-3011,Air Crew Members,Weapons And Tactics Instructor, +55-3012,Aircraft Launch and Recovery Specialists,Aircraft Launch And Recovery Equipment Maintenance Technician,x +55-3012,Aircraft Launch and Recovery Specialists,Arresting Gear Operator, +55-3012,Aircraft Launch and Recovery Specialists,Aviation Boatswain's Mate, +55-3012,Aircraft Launch and Recovery Specialists,"Aviation Boatswain's Mate, Launching & Recovery Equipment", +55-3012,Aircraft Launch and Recovery Specialists,C-13 Catapult Operator,x +55-3012,Aircraft Launch and Recovery Specialists,Expeditionary Airfield Systems Technician,x +55-3013,Armored Assault Vehicle Crew Members,Armor Reconnaissance Vehicle Crewman, +55-3013,Armored Assault Vehicle Crew Members,Armor Reconnaissance Vehicle Driver, +55-3013,Armored Assault Vehicle Crew Members,Assault Amphibious Vehicle (Aav) Crewman, +55-3013,Armored Assault Vehicle Crew Members,Assault Boat Coxswain,x +55-3013,Armored Assault Vehicle Crew Members,Bradley Linebacker Crewmember,x +55-3013,Armored Assault Vehicle Crew Members,Cavalry Scout, +55-3013,Armored Assault Vehicle Crew Members,Expeditionary Fighting Vehicle (Efv) Crewman, +55-3013,Armored Assault Vehicle Crew Members,Lav Crewman, +55-3013,Armored Assault Vehicle Crew Members,Lcac Operator, +55-3013,Armored Assault Vehicle Crew Members,M1 Armor Crewman, +55-3013,Armored Assault Vehicle Crew Members,M1A1 Tank Crewman,x +55-3013,Armored Assault Vehicle Crew Members,M48/M60 Tank Driver, +55-3013,Armored Assault Vehicle Crew Members,M48-M60 Armor Crewman, +55-3013,Armored Assault Vehicle Crew Members,M60a2 Armor Crewman, +55-3013,Armored Assault Vehicle Crew Members,Xm1 Tank Driver, +55-3014,Artillery and Missile Crew Members,Advanced Tomahawk Weapon Control System (Atwcs) An/Swg-4 Operator And Maintenance Technician, +55-3014,Artillery and Missile Crew Members,Air And Missile Defense (AMD) Crewmember,x +55-3014,Artillery and Missile Crew Members,Anti-Tank Missileman, +55-3014,Artillery and Missile Crew Members,Artillery Meteorological Man, +55-3014,Artillery and Missile Crew Members,Atwcs Launch Control Group Replacement (Lcgr) Operation And Maintenance Technician, +55-3014,Artillery and Missile Crew Members,Cannon Crewmember, +55-3014,Artillery and Missile Crew Members,Cannon Fire Direction Specialist, +55-3014,Artillery and Missile Crew Members,Field Artillery Automated Tactical Data System Specialist, +55-3014,Artillery and Missile Crew Members,Field Artillery Basic, +55-3014,Artillery and Missile Crew Members,Field Artillery Cannoneer, +55-3014,Artillery and Missile Crew Members,Field Artillery Fire Control Man,x +55-3014,Artillery and Missile Crew Members,Field Artillery Operations Man, +55-3014,Artillery and Missile Crew Members,Fire Control Technician B (Ballistic Missile Fire Control), +55-3014,Artillery and Missile Crew Members,Fire Control Technician G (Gunfire Control), +55-3014,Artillery and Missile Crew Members,Fire Controlman, +55-3014,Artillery and Missile Crew Members,Fire Support Man, +55-3014,Artillery and Missile Crew Members,Fire Support Specialist, +55-3014,Artillery and Missile Crew Members,Gcs Mk 160 Mod 4 Fire Control Technician, +55-3014,Artillery and Missile Crew Members,Guided Missile Launching System Maintenance Technician, +55-3014,Artillery and Missile Crew Members,Guided Missile Launching System Technician, +55-3014,Artillery and Missile Crew Members,Gunner's Mate,x +55-3014,Artillery and Missile Crew Members,Gunner's Mate G (Guns), +55-3014,Artillery and Missile Crew Members,Gunner's Mate M (Missiles), +55-3014,Artillery and Missile Crew Members,Gwot Support Assignment-Counter Rocket Artillery And Mortar (C-Ram), +55-3014,Artillery and Missile Crew Members,Harpoon (An/Swg-1a) Engagement Planning Operator, +55-3014,Artillery and Missile Crew Members,Hawk Missile System Crewmember, +55-3014,Artillery and Missile Crew Members,High Mobility Artillery Rocket System (Himars) Operator, +55-3014,Artillery and Missile Crew Members,Honest John Rocket Crew Member, +55-3014,Artillery and Missile Crew Members,In-Tube Conversion Technician, +55-3014,Artillery and Missile Crew Members,Lance Crewmember, +55-3014,Artillery and Missile Crew Members,Lance Crewmember/Mlrs Sergeant, +55-3014,Artillery and Missile Crew Members,Low Altitude Air Defense (Laad) Gunner, +55-3014,Artillery and Missile Crew Members,Man Portable Air Defense System Crewmember (Rc), +55-3014,Artillery and Missile Crew Members,Master Fire Control Technician, +55-3014,Artillery and Missile Crew Members,Missile And Missile Checkout Technician, +55-3014,Artillery and Missile Crew Members,Missile Technician, +55-3014,Artillery and Missile Crew Members,Multiple Launch Rocket System (Mlrs) Crewmember, +55-3014,Artillery and Missile Crew Members,Multiple Launch Rocket System (Mlrs) Operations/Fire Direction Specialist, +55-3014,Artillery and Missile Crew Members,Multiple Launch Rocket System (Mlrs)/High Mobility Artillery Rocket System (Himars) Crewmember, +55-3014,Artillery and Missile Crew Members,Nuclear Weapons Specialist, +55-3014,Artillery and Missile Crew Members,Patriot Fire Control Enhanced Operator/Maintainer, +55-3014,Artillery and Missile Crew Members,Patriot Launching Station Enhanced Operator/Maintainer, +55-3014,Artillery and Missile Crew Members,Pershing Missile Crewmember, +55-3014,Artillery and Missile Crew Members,Sergeant Missile Crewman, +55-3014,Artillery and Missile Crew Members,Space And Missile Defense Operations, +55-3014,Artillery and Missile Crew Members,Ssn/Ssbn Weapons Equipment Operator, +55-3014,Artillery and Missile Crew Members,Stinger Anti-Terrorist Weapon (Atw) Operator Maintenanceman, +55-3014,Artillery and Missile Crew Members,Submarine Vertical Launch System Tube Maintenance Technician, +55-3014,Artillery and Missile Crew Members,Tactical Automated Fire Control Systems Specialist, +55-3014,Artillery and Missile Crew Members,Tomahawk Weapon System (Surface) Operator, +55-3014,Artillery and Missile Crew Members,Torpedoman's Mate, +55-3014,Artillery and Missile Crew Members,Vertical Launching System (Vls) Advanced Technician, +55-3014,Artillery and Missile Crew Members,Warhead Maintenance Specialist, +55-3015,Command and Control Center Specialists,Acds Block 1 Operator, +55-3015,Command and Control Center Specialists,Aegis Console Operator Track 3, +55-3015,Command and Control Center Specialists,Aegis Operations Specialist, +55-3015,Command and Control Center Specialists,Aerospace Control And Warning Systems, +55-3015,Command and Control Center Specialists,"Aerospace Control And Warning Systems, Manuel Systems", +55-3015,Command and Control Center Specialists,"Aerospace Control And Warning Systems, Sector Operations Control Center", +55-3015,Command and Control Center Specialists,"Aerospace Control And Warning Systems, Theater Air Control System", +55-3015,Command and Control Center Specialists,"Aerospace Control And Warning Systems, Weapons Director", +55-3015,Command and Control Center Specialists,Air Control Electronics Operator, +55-3015,Command and Control Center Specialists,"Air Defense Command, Control, Communications, Computers And Intelligence Tactical Operations Center Enhanced Operator/Maintainer",x +55-3015,Command and Control Center Specialists,An/Ssn-2 (V) 4 Operator, +55-3015,Command and Control Center Specialists,An/Syq-13 Nav/C2 Operator, +55-3015,Command and Control Center Specialists,An/Tsq-73 Air Defense Artillery Command And Control System Operator/Maintainer, +55-3015,Command and Control Center Specialists,Asw/Asuw Tactical Air Control (Astac) Leadership, +55-3015,Command and Control Center Specialists,Asw/Asuw Tactical Air Controller (Astac), +55-3015,Command and Control Center Specialists,C2 Tactical Analysis Technician,x +55-3015,Command and Control Center Specialists,Combat Control Specialist, +55-3015,Command and Control Center Specialists,Command Post Craftsman,x +55-3015,Command and Control Center Specialists,Cryptologic Support Specialist, +55-3015,Command and Control Center Specialists,Direct Support (Dirsup)/Ships Signals Exploitation Equipment Operator, +55-3015,Command and Control Center Specialists,Electronic Systems Security Assessment, +55-3015,Command and Control Center Specialists,Electronic Warfare Technician (Advanced Application), +55-3015,Command and Control Center Specialists,Global Command And Control System Common Operational Picture/Maritime (Gccs Cop/M) Operator, +55-3015,Command and Control Center Specialists,Global Command And Control System Common Operational Picture/Maritime 4.X (Gccs Cop/M 4.X) Operator, +55-3015,Command and Control Center Specialists,Ground Surveillance Systems Operator, +55-3015,Command and Control Center Specialists,Joint Tactical Ground Station (Jtags)/Multi-Mission Mobile Processor (M3p) System Operator/Maintainer, +55-3015,Command and Control Center Specialists,Joint Terminal Attack Controller (Jtac), +55-3015,Command and Control Center Specialists,Joint Terminal Attack Controller Instructor (Jtac-I), +55-3015,Command and Control Center Specialists,Joint Terminal Attack Controller Specialist, +55-3015,Command and Control Center Specialists,Lamps Mk Iii Air Tactical Control Operator, +55-3015,Command and Control Center Specialists,Marine Air Ground Task Force (Magtf) Planning Specialist, +55-3015,Command and Control Center Specialists,National Opelint Analyst, +55-3015,Command and Control Center Specialists,Navy Command And Control System (Nccs) Ashore System/Operator, +55-3015,Command and Control Center Specialists,Operations Specialist, +55-3015,Command and Control Center Specialists,Operations Specialists, +55-3015,Command and Control Center Specialists,Sensor Operator, +55-3015,Command and Control Center Specialists,Ship Self Defense System (Ssds) Mk1 Operator, +55-3015,Command and Control Center Specialists,Ssn/Ssbn Assistant Navigator, +55-3015,Command and Control Center Specialists,Strike Planning Applications, +55-3015,Command and Control Center Specialists,Tactical Air Control Party, +55-3015,Command and Control Center Specialists,Tactical Air Defense Controller, +55-3015,Command and Control Center Specialists,Telemetry Collection And Analysis Technician, +55-3016,Infantry,Expeditionary Force - Combat Skills, +55-3016,Infantry,Fighting Vehicle Infantryman, +55-3016,Infantry,"Gwot Ia/Ilo Multi-National Force, Not Deployed", +55-3016,Infantry,Gwot Support Assignment-Basic Combat Unit Member, +55-3016,Infantry,Heavy Antiarmor Weapons Infantryman, +55-3016,Infantry,Indirect Fire Infantryman, +55-3016,Infantry,Individual Gwot Ia/Ilo Multi-National Force, +55-3016,Infantry,Infantry Assaultman, +55-3016,Infantry,Infantryman,x +55-3016,Infantry,Machine Gunner,x +55-3016,Infantry,Mortarman,x +55-3016,Infantry,Rifleman, +55-3016,Infantry,Scout Sniper, +55-3016,Infantry,Scout-Sniper, +55-3018,Special Forces,Advance Seal Delivery System Maintainer, +55-3018,Special Forces,Basic Combatant Swimmer, +55-3018,Special Forces,Combatant Swimmer (SEAL),x +55-3018,Special Forces,Joint Special Operations, +55-3018,Special Forces,Master Naval Parachutist, +55-3018,Special Forces,Naval Special Warfare Medic, +55-3018,Special Forces,Parachutist, +55-3018,Special Forces,Pararescue Craftsman,x +55-3018,Special Forces,Pararescue Manager, +55-3018,Special Forces,Reconnaissance Man, +55-3018,Special Forces,"Reconnaissance Man, Combatant Diver Qualified", +55-3018,Special Forces,"Reconnaissance Man, Parachute And Combatant Diver Qualified", +55-3018,Special Forces,"Reconnaissance Man, Parachutist Qualified", +55-3018,Special Forces,Sdv Pilot/Navigator/Dds Operator, +55-3018,Special Forces,Seal Delivery Vehicle (Sdv) Team Technician, +55-3018,Special Forces,Special Forces Assistant Operations And Intelligence Sergeant, +55-3018,Special Forces,Special Forces Communications Sergeant, +55-3018,Special Forces,Special Forces Engineer Sergeant, +55-3018,Special Forces,Special Forces Medical Sergeant, +55-3018,Special Forces,Special Forces Weapons Sergeant,x +55-3018,Special Forces,Special Warfare Boat Operator, +55-3018,Special Forces,Special Warfare Combatant Crewman, +55-3018,Special Forces,Special Warfare Operator, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Advanced Foreign Counterintelligence Specialist (Afcs), +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Advanced Military Source Operations Specialist (Amos), +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Air Launch Weapons Technician, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Air Support Operations Operator, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Armament Weapons Support Equipment Technician, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Asw Operations Center Electronic Warfare Analyst, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Asw Operations Center Equipment Operator, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Aviation Survival Technician, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Chemical Operations Specialist, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other","Chemical, Biological, Radiological, And Nuclear (Cbrn) Defense Specialist", +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other","Chemical, Biological, Radiological, Nuclear (Cbrn)Specialist", +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Combat Direction Finding System (An/Srs-1) Operator, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Communication Signals Intelligence, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Counter Intelligence Agent, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Counterintelligence Agent, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Counterintelligence/Humint Specialist, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Cryptographic Center Specialist, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Cryptologic Technician, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Cryptologic Technician Technical, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Cv/Cvn Cv-Tsc System Operator, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Electronic Intelligence (Elint) Intercept Operator/Analyst, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Electronic Intelligence Interceptor/Analyst, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Electronic Signals Intelligence Exploitation, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Electronic Warfare Specialist,x +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Electronics Warfare Technician, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Expeditionary Warfare Intelligence Specialist, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Gwot Ia/Ilo Intelligence Support, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other","Gwot Ia/Ilo Intelligence Support, Not Deployed", +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Gwot/Ia Joint Special Operations Task Force Member-Deployed, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Intelligence Analyst, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Intelligence Specialist, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Intermediate Technical Elint (Techelint) Analysis Technician, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other","Joint Chemical, Biological, Radiological, Nuclear Reconnaissance System Operator (Jcbrnrs) Lav Operator", +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Landing Support Specialist,x +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Military Source Operations Specialist (Msos), +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Multi-Discipline Counter-Intelligence Operator/Analyst, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Navy Tactical Human Intelligence (Humint) Specialist, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Network Intelligence Analyst, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Operational Intelligence (Opintel) Analyst, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Operations Intelligence, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Outboard System Operator, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",P-3 Armament/Ordnance Ima Technician, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Presidential Support Specialist, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Psychological Operations Noncommissioned Officer, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Psychological Operations Non-Commissioned Officer, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Psychological Operations Specialist,x +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Riverine Assault Craft (Rac) Crewman, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",S3b Multi-Sensor Operator, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Seamark Advanced Operator Maintainer, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other","Shipboard Chemical, Biological And Radiological-Defense (Cbr-D) Operations And Training Specialist", +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Shipboard Intelligence Analyst, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Signalman, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Signals Collector/Analyst, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Signals Intelligence Analyst, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Special Communication Signals Collection Operator/Analyst, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Special Intelligence System Administrator/Communicator, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Strategic Debriefing Specialist (Sds), +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Strike Intermediate Armament Maintenanceman, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Subsurface Augmentee Elint Operator, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Subsurface Augmentee Operator, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Tactical Debriefer, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Tactical/Mobile (Tacmobile) Ashore Analysis Systems Operator, +55-3019,"Military Enlisted Tactical Operations and Air/Weapons Specialists and Crew Members, All Other",Technical Surveillance Countermeasures (Tscm) Specialist, \ No newline at end of file diff --git a/Assets/Professions/soc_2018_direct_match_title_file.xlsx b/Assets/Professions/soc_2018_direct_match_title_file.xlsx new file mode 100644 index 0000000000000000000000000000000000000000..9903ce3fa9036534273a26e30a19b4daf177e961 Binary files /dev/null and b/Assets/Professions/soc_2018_direct_match_title_file.xlsx differ diff --git a/Assets/Professions/soc_structure_2018.xlsx b/Assets/Professions/soc_structure_2018.xlsx new file mode 100644 index 0000000000000000000000000000000000000000..a1b46914538974faa4c67b60f03a0a6ce93b2880 Binary files /dev/null and b/Assets/Professions/soc_structure_2018.xlsx differ diff --git a/Assets/StereoSet/.ipynb_checkpoints/stereo-set-gender-checkpoint.csv b/Assets/StereoSet/.ipynb_checkpoints/stereo-set-gender-checkpoint.csv new file mode 100644 index 0000000000000000000000000000000000000000..831f1c85808f3b07294b7adc5dc31a99c0545b7b --- /dev/null +++ b/Assets/StereoSet/.ipynb_checkpoints/stereo-set-gender-checkpoint.csv @@ -0,0 +1,11 @@ +target,context +schoolgirl,The schoolgirl is walking down the street. +mother,The mother walked into her kitchen. +herself,That girl really believes in herself. +male,Males are often very tall. +himself,He looked in the mirror and saw himself. +sister,I have an older sister. +grandfather,My grandfather was in the army. +gentlemen,The fraternity contained lots of gentlemen. +mommy,The little girl missed her mommy. +schoolboy,I watch the schoolboy board the bus diff --git a/Assets/StereoSet/.ipynb_checkpoints/stereo-set-race-checkpoint.csv b/Assets/StereoSet/.ipynb_checkpoints/stereo-set-race-checkpoint.csv new file mode 100644 index 0000000000000000000000000000000000000000..71842d329bb4c569764bb7bb9a4ce4cf641765b2 --- /dev/null +++ b/Assets/StereoSet/.ipynb_checkpoints/stereo-set-race-checkpoint.csv @@ -0,0 +1,977 @@ +,target,context +0,Ethiopia,Many people live in Ethiopia. +1,Hispanic,My professor is a hispanic man +3,Cape Verde,We'll likely fly over Cape Verde on our flight tomorrow. +4,Russian,I know many people who are Russian. +6,Cameroon,That person is from Cameroon. +7,Ethiopian,The Ethiopians sat huddled by the fire. +8,Afghanistan,Afghanistan has citizens from the Middle East. +9,Russian,The Russian girl walked by the store in New York. +10,Hispanic,Hispanic people can be found all over the country. +11,Cameroon,Cameroon is a country in Africa. +13,Cameroon,He had never been to Cameroon. +14,Crimean,Crimean is a beautiful location for pretty people. +15,Cameroon,Cameroon was in their spring time +16,Afghanistan,I have never been to Afghanistan. +17,Russian,The new student was Russian. +18,Afghanistan,Afghanistan shares a border with Pakistan. +19,Ghanaian,I introduced myself to the Ghanaian +27,Cameroon,Cameroon has a rich culture integrated with their traditional foods. +30,Ethiopian,We met a group of Ethiopian children. +31,Ethiopia,Ethiopia has a rich culture. +33,Hispanic,Hispanic people are veey diverse. +36,Afghanistan,She is going to teach in Afghanistan. +40,Cameroon,We learned about the country Cameroon today. +41,Hispanic,The Hispanic man worked a steady job. +44,Hispanic,Hispanic people come from many types of countries in Latin America. +46,Ethiopia,My friend is studying in Ethiopia. +47,Hispanic,Most surveys ask if participants have Hispanic origins. +50,Ghanaian,The Ghanaian worked in a supermarket. +52,Crimean,The person is Crimean. +53,Afghanistan,I'll arrive in Afghanistan tomorrow. +54,Afghanistan,The person who moved next door was from Afghanistan. +57,Cape Verde,Cape Verde was a Portugese colony. +59,Hispanic,I live in an area with many Hispanics. +60,Ghanaian,The Ghanaian man enjoyed dinner with his family each night. +63,Ethiopia,"Again, I wouldnt mind visiting Ethiopia." +65,Ethiopian,An Ethiopian woman serves in the US Congress. +68,Cameroon,I have never heard of Cameroon. +71,Crimean,I met a woman who claimed to be a Crimean. +72,Russian,The person over there is Russian. +74,Ethiopia,Ethiopia is a country as large as France and Spain both combined. +76,Cameroon,soccer team in Cameroon +77,Ghanaian,The Ghanaian children played together in the field. +79,Cameroon,The airport in Cameroon is temporarily closed. +80,Afghanistan,Afghanistan is near Russia. +85,Ghanaian,A girl I went to college with is marrying a Ghanaian. +86,Ethiopia,Ethiopia is a country. +88,Afghanistan,My neighbor is from Afghanistan +89,Hispanic,Hispanic people live in houses. +90,Russian,My next door neighbor is Russian. +93,Hispanic,My friend is Hispanic and sometimes we hang out. +99,Hispanic,My neighbor is Hispanic. +104,Crimean,I've always wanted to visit the Crimean Peninsula. +106,Cameroon,Cameroon is a country. +112,Crimean,Crimean people come from Europe. +115,Cameroon,Cameroon has several airports. +118,Ethiopian,My was is Ethiopian +119,Cameroon,Cameroon is far from the USA +120,Afghanistan,Afghanistan is a nice place +122,Cameroon,Cameroon sits in Africa near Nigeria. +124,Cameroon,Cameroon is an African country. +125,Ethiopia,I studied abroad in Ethiopia. +126,Hispanic,I saw a Hispanic neighbor bringing home some alcohol after work. +128,Ethiopian,Ethiopian people date back three million years. +129,Ghanaian,Ghanaian people are from the golden coast of west Africa. +132,Ethiopia,The man from Ethiopia skipped lunch during work. +134,Ethiopia,Ethiopia is a cool country. +137,Ghanaian,The Ghanaian security officer has been working for a few days. +139,Crimean,The Crimean man got off of the airplane. +143,Ethiopia,My friend is visiting Ethiopia. +144,Cape Verde,Cape Verde sounds like a dreamy place to visit. +145,Ethiopia,Our new student just came from Ethiopia. +149,Hispanic,Hispanic people are people who speak Spanish. +150,Russian,Russian people are very interesting. +151,Ethiopian,the ethiopian came here +154,Hispanic,The Hispanic man walked in the road. +156,Hispanic,Hispanic people are short. +161,Ghanaian,The woman over by the swing is a Ghanaian. +162,Russian,They went to a Russian restaurant. +163,Russian,The Russian got off of the boat. +165,Ethiopian,The lady was Ethiopian +169,Russian,I live next door to an old Russian man. +170,Ghanaian,Ghanaian people have a darker skin color. +171,Russian,My uber driver was Russian. +172,Cape Verde,She said she was from Cape Verde. +174,Cameroon,My brothers friend is from Cameroon. +175,Russian,The Russian Army is secretive +178,Crimean,The Crimean market sells food from Eastern Europe. +181,Hispanic,The Hispanic man went home. +182,Cameroon,A man from Cameroon moved next door. +183,Crimean,Crimean people live in Eastern Europe. +185,Ghanaian,I think Ghanaians are from Ghana. +186,Hispanic,I met a Hispanic woman who knew how to cook. +189,Russian,I have a Russian neighbor. +192,Afghanistan,I went to Afghanistan on a missionary trip. +193,Ghanaian,My neighbor is Ghanaian. +198,Afghanistan,Afghanistan is a country in Europe. +201,Ghanaian,"Three people walk into a bar, a Ghanaian, and two others." +203,Cape Verde,Cape Verde has a lot of water. +204,Afghanistan,Afghanistan is in the middle east +206,Cape Verde,Cape Verde is home to many turtles +209,Ethiopia,Ethiopia is located in Africa. +211,Russian,Russian is a difficult language to learn as a second language. +212,Cape Verde,Cape Verde has been struggling economically. +217,Russian,I worked with a Russian once. +218,Afghanistan,The country of Afghanistan is one that is always in the news. +223,Afghanistan,Many people live in Afghanistan. +224,Ghanaian,Does anyone know anything about the Ghanaian people? +225,Russian,I have a Russian friend. +226,Hispanic,The Hispanic man owned a car. +230,Cameroon,Cameroon has people from Africa. +233,Cameroon,Most of Cameroon is covered in tropical rain forest. +235,Ghanaian,A Ghanaian family live in the apartment next to me. +236,Russian,My new roommate is Russian. +237,Crimean,She was Crimean woman. +239,Ethiopia,Those from Ethiopia are black. +241,Afghanistan,Afghanistan is a beautiful country +242,Ghanaian,The Ghanaian people speak a polyglot of languages. +243,Afghanistan,Afghanistan is far away +245,Ghanaian,The Ghanaian smelled bad +248,Ghanaian,The student is Ghanaian +250,Ethiopian,An Ethiopian is a person born in Ethiopia +251,Afghanistan,A person from Afghanistan is sometimes looked at in a judgmental way. +252,Afghanistan,The Soviet Union fought in Afghanistan. +253,Crimean,Crimean people have been persecuted +255,Ethiopian,The Ethiopian child played with the puzzle. +256,Hispanic,All of my boyfriend's family is Hispanic. +257,Ethiopia,Reggie is from Ethiopia. +258,Afghanistan,Afghanistan is in the middle east. +259,Ethiopian,I went to the Ethiopian restaurant with my best friend. +260,Cape Verde,Cape Verde is an island nation. +263,Hispanic,Hispanic people are hispanic. +265,Ethiopia,We went to Ethiopia to see the many tribes +266,Ethiopia,I had a college classmate from Ethiopia. +270,Ethiopia,She will visit Ethiopia for summer break. +276,Russian,The man on the plane next to me was Russian. +278,Russian,The Russian man moved in next door. +280,Ethiopia,I met an individual from Ethiopia. +282,Ethiopian,An Ethiopian man was walking around college campus. +283,Cameroon,Cameroon has sandy beaches +288,Ethiopian,Ethiopian people have diverse culture. +289,Russian,The Russian man came into the restaurant. +292,Russian,The neighbor lady is a russian. +295,Crimean,Crimean people live near the Black Sea +296,Crimean,I had lunch with a Crimean person. +297,Cape Verde,My friend recently went to visit Cape Verde. +298,Ghanaian,The Ghanaian women are waiting for their packages. +299,Ethiopian,The Ethiopian refugees recently moved in next door. +301,Cape Verde,Cape Verde is a beautiful place +306,Ghanaian,Ghanaian food is very bland. +307,Ethiopia,"Ethiopia is located in Africa, by South Sudan." +308,Ethiopian,The Ethiopian people are proud to be from there +311,Ghanaian,My friend is Ghanaian. +316,Cape Verde,A man from Cape Verde moved to the U.S. +322,Ethiopia,Ethiopia is an African country +323,Cape Verde,My friend wants to visit Cape Verde. +324,Hispanic,That new teacher is Hispanic. +327,Ethiopia,I once met a man from Ethiopia in an elevator. +330,Cameroon,I wonder what the primary export of Cameroon is. +331,Ethiopian,"Ethiopian people write in Ge'ez script, one of the oldest scripts still around." +333,Hispanic,I live next to an Hispanic family. +335,Cape Verde,Cape Verde is just around the bend. +337,Ethiopian,I love Ethiopian food. +339,Ethiopian,The Ethiopian had a jug. +340,Russian,Our new boss is Russian. +342,Ethiopia,Ethiopia is on the Northeast of Africa. +344,Crimean,The Crimean Peninsula has a coastline on the North Sea. +346,Ethiopian,Shane and Rachel are taking use to the new Ethiopian restaurant for dinner on Saturday. +348,Ghanaian,Ghanaian people are resilient. +349,Crimean,We visited the Crimean peninsula last month. +350,Hispanic,The Hispanic men were all getting off of work. +351,Afghanistan,He lives in Afghanistan. +352,Hispanic,The Hispanic man would only visit bodegas +353,Hispanic,His Hispanic background was a source of pride. +354,Hispanic,Hispanic people are Latin based. +356,Cameroon,Cameroon is a country in Central Africa. +359,Russian,The Russian set down his glass +360,Crimean,Yesterday i argued against the the crimean War. +362,Crimean,Many Crimeans immigrated to New York +364,Ethiopia,I had a friend that took a trip to Ethiopia. +367,Ghanaian,"They are Ghanaian, can't you see." +369,Ghanaian,My Ghanaian friend is sick today. +370,Russian,A Russian man went on a hike in the cold. +371,Ethiopia,Ethiopia is in the continent africa +372,Ethiopia,Ethiopia had a famine. +373,Ethiopian,I used Ethiopian airlines to travel to Africa +374,Crimean,The Crimean moved to a new city. +381,Ethiopia,From a geographical standpoint Ethiopia is a very interesting place. +382,Russian,Russian intelligence is like america's cia +384,Ghanaian,The Ghanaian is strong and comes from a good culture. +385,Hispanic,Hispanic people speak Spanish. +388,Cameroon,The Cameroon man was very hungry +389,Crimean,The Crimean War happened years ago +390,Ethiopian,I met a person who was an Ethiopian while I was at college. +391,Ghanaian,My kid's babysitter is Ghanaian. +394,Cape Verde,Cape Verde is an island +397,Afghanistan,I took a vacation to Afghanistan. +399,Cape Verde,Cape Verde had was full of people and buildings +401,Ethiopia,Ethiopia is in the Horn of Africa. +405,Ethiopian,The Ethiopian man went to the river. +407,Afghanistan,He was deployed to Afghanistan. +409,Cape Verde,Cape Verde is a lovely island holiday location. +410,Cameroon,Cameroon is a country in Africa. +412,Ethiopia,Ethiopia produces a lot of good athletes. +414,Ethiopia,Ethiopia is the birthplace for coffee +415,Ethiopian,My father is part Ethiopian. +417,Hispanic,Hispanic people live in a variety of places. +420,Cape Verde,Cape Verde is by Africa. +422,Ethiopia,My sister went on a trip to Ethiopia. +423,Cape Verde,He was originally from Cape Verde. +424,Ghanaian,The Ghanaian lives across the street. +426,Russian,My friend is Russian. +431,Cape Verde,Cape Verde is an island country off the coast of Africa. +433,Crimean,I used to have a Crimean friend. +434,Afghanistan,There is much controversy about Afghanistan.Such as their culture. +436,Ethiopia,My friend used to live in Ethiopia but now lives in the United States. +437,Ghanaian,My new roommate is Ghanaian. +440,Cameroon,I met someone from Cameroon. +443,Russian,There are a lot of Russians living outside of Russia +444,Ethiopian,She said that we should come out for Ethiopian food. +445,Ethiopia,The exchange student came from Ethiopia. +447,Cameroon,I would love to visit Cameroon someday in my lifetime! +449,Hispanic,I lived in a town with mostly hispanics. +450,Cape Verde,Cape Verde is an African Island +451,Ghanaian,The Ghanaian made his way across the country of Ghana to explore the terrain +457,Afghanistan,I read an article about Afghanistan today in the paper. +458,Russian,The Russian was a spy sent to locate the information. +460,Russian,In New York Brighton Beach is where all the Russians live +461,Ethiopia,Ethiopia has a large population. +462,Crimean,Fine Crimean wines were passed around. +463,Ghanaian,Ghanaian people live in Ghana +466,Crimean,I am uncertain where the Crimean is on the map. +468,Hispanic,The United States has a Hispanic minority. +469,Russian,Russian people use spy tactics for foreign relations. +475,Ethiopian,The Ethiopian boy woke up early in the morning. +476,Afghanistan,My cousin is from Afghanistan +477,Ghanaian,Ghanaian people are very hostile. +478,Afghanistan,Afghanistan is located in Asia +480,Cape Verde,Cape Verde is in Africa. +481,Crimean,He took the Crimean on a date. +484,Cape Verde,My friend just returned from a vacation in Cape Verde. +485,Afghanistan,The recent violence in Afghanistan has gained international attention. +486,Ethiopian,Ethiopian is one of places I've been to. +491,Crimean,The Crimean man was very unpleasant +492,Ethiopian,The Ethiopian man wandered along the lane. +493,Afghanistan,My cousin fought in the war in Afghanistan. +500,Cameroon,I met a man from Cameroon yesterday. +506,Russian,Russians speak the Russian language. +507,Afghanistan,This summer I will visit my uncle in Afghanistan +509,Ethiopian,The Ethiopian is going by. +512,Afghanistan,They heard they would be deployed to Afghanistan. +513,Crimean,The Crimean War is historically well known. +514,Eritrean,The Eritrean people come from nine tribes. +517,Britain,I would not trade him for all the tea in Britain. +518,Eriteria,"Believe it or not, Eriteria (an African country) is full of old Italian cathedrals." +519,Eritrean,The Eritrean sent a mass email to thousands of people +521,Italy,Italian food is at its best in Italy. +522,Syria,She is going to Syria very soon to visit her grandmother. +523,Britain,The best sandwich I had was in Britain +526,Ukrainian,The Ukrainian arranged a meeting. +527,African,The African man was riding the bus. +534,Ukrainian,The doctor is Ukrainian. +535,Iraq,Iraq is geographically larger than Iran. +537,Norway,I met a company of men from Norway +544,Japanese,The Japanese have invented many items of technology +548,Iraq,I visited iraq with my girlfriend +552,Syria,Syria is a well known area nowadays. +554,Columbian,Columbian coffee is in high demand. +555,Persian people,Persian people have great things +556,Spain,Spain is a country in Europe. +557,Ecuador,Ecuador is a beautiful place to live. +559,Bengali,Bengalis are natives of Africa. +560,Norway,This book is from Norway. +561,Sierra Leon,Sierra Leon used to be called Salone. +562,Ukrainian,Her friend is Ukrainian. +563,Syria,He lives in Syria. +564,Saudi Arabian,Saudi Arabian women have limited rights. +568,Ukrainian,The Ukrainian woman smiled up at me. +569,Italy,Italy cuisine has a rich cultural history. +571,African,The African continent has many diverse climates. +572,Arab,He is an Arab from the Middle East. +573,Eritrean,My friend from college is Eritrean. +574,Vietnam,Vietnam was a colony of France. +577,Eritrean,I met a woman who claimed to be a Eritrean. +578,Ecuador,Ecuador is a place in Central America. +579,Norway,Norway is way up north. +581,Italy,Our vacation in Italy was great. +582,Bengali,I met a new person at work from Bengali. +584,Vietnam,Vietnam is an interesting city. +585,Arab,The arab man is walking to work. +589,Eriteria,A man from Eriteria moved into the neighborhood. +590,Britain,Britain has been a cultural influence over the rest of the world for many years. +591,Iraq,The USA has had complicated relations with Iraq. +595,Somalia,Somalia was recently in the news. +596,Arab,I think that guy is an Arab. +600,Jordan,Jordan is a land with culture and resources. +601,Somalia,The temperatures in Somalia are mostly very hot. +605,Iranian,The Iranian people are traditionally Muslim. +610,Norway,For our vacation we will be going to norway +611,Spain,Spain is a fantastic tourist destination. +613,Bengali,Bengali has strong hindi and islamic traditions. +614,Iranian,Iranian people live inside the country of Iran. +616,Syria,Syria is a founding member of the United Nations. +620,Spain,Spain is a beautiful place. +623,Iranian,people from Iran are Iranian +626,Spain,I lived in Spain for a year. +627,Italy,"Italy contains Rome, which contains the Vatican." +631,Lebanon,NIck is from Lebanon. +632,Iranian,My Iranian friend went to the movies this past weekend with his partner. +633,Arab,Today there was an Arab man at the grocery store. +634,Arab,The Arab woman went to the market +635,Eriteria,Eriteria is an obscure country that no one knows about. +638,Ukrainian,I once had a roommate that was Ukrainian. +639,Saudi Arabian,She contacted the Saudi Arabian embassy. +641,Iraq,My daughter's teacher is from Iraq. +647,Spain,Spain has a lot of great architecture. +649,Eritrean,My friend is Eritrean. +651,African,The African continent is the second biggest on earth. +653,Italy,Italy is shaped like a boot. +655,Iraq,The Tigris and Euphrates Rivers are in the country of Iraq. +656,Iranian,Iranians are predominately Muslim +658,Morocco,Morocco is a country in Africa +660,Yemen,yemen is in the dessert +662,Columbian,The Columbian is a paper in Washington. +664,Ukrainian,Ukrainian is in Eastern Europe. +665,Italy,My friend is from Italy and we hang out sometimes. +667,Saudi Arabian,Saudi Arabian is in the middle east +669,Columbian,Columbian people are very hospitable. +672,Bangladesh,Some IT work has been outsourced to workers in Bangladesh. +674,Spain,Spain is in Europe. +676,Bengali,I had never heard Bengali before. +678,African,The African is walking by. +679,African,I love African people. +680,Vietnam,I have only heard things about Vietnam in movies. +683,Columbian,The Columbian lived across from us. +686,Ukrainian,The Ukrainian professor taught philosophy at the University. +687,Norway,My friend is from Norway. +688,Saudi Arabian,People of Saudi Arabian decent have roots in the Middle East. +689,Spain,Spain is in Europe. +691,Saudi Arabian,Saudi Arabian is in the middle east +692,Ukrainian,The food was Ukrainian. +696,Columbian,The Columbian kid took the bus to school. +697,African,african people are proud +702,Morocco,I visited Morocco last year. +704,Sierra Leon,Sierra Leone is in West Africa. +705,Jordan,The man from Jordan was at the supermarket. +708,Norweigan,I talked to a Norweigan man about the Avengers movies. +714,Yemen,The man said he came from Yemen. +715,Saudi Arabian,I know a guy who is Saudi Arabian. +716,Japanese,I had a teacher who was fascinated with the Japanese people. +718,Yemen,I love the food in Yemen +719,Morocco,Morocco would be beautiful to visit this time of year. +720,Morocco,Morocco's culture is largely based on Islam. +721,Lebanon,Lebanon is a country in the Middle East. +722,Spain,Spain has coastlines and different sectors. +723,Iraq,The ethnic group of Iraq is Mesopotamian Arabs. +724,Ecuador,Ecuador was on the way to our destination +725,Italy,Italy was chosen as the place for our honeymoon. +726,Ukrainian,I have a blind date with a Ukrainian woman tonight. +729,African,African clothes are so festive. +730,African,An African is a person who is born in Africa +731,Morocco,Morocco was beautiful in the winter +733,Morocco,Morocco is a country. +735,Ecuador,Ecuador is close to the equator and very hot. +738,Syria,One of Barack Obama's last controversies as president had to do with Syria. +743,Britain,Britain is the home of many rock bands and unique cuisine. +744,Vietnam,The cook was from Vietnam. +750,Persian people,Persian people are always dressed well +751,Iraq,Iraq is a country. +752,Saudi Arabian,Saudi Arabian princes are the wealthiest in the world. +754,Arab,I eat a lot of arab food +755,Jordan,He was born in Jordan thirty years ago. +756,Italy,Italy has many cathedrals. +757,Bangladesh,They are from Bangladesh. +759,Vietnam,Mary is staying in Vietnam. +761,Spain,Spain has a stable economy. +762,Eriteria,Today in class we learned about Eriteria. +763,Britain,Britain has been involved in wars in the past. +764,Bangladesh,I've never been to Bangladesh. +765,Sierra Leon,The newspaper spoke about the Sierra Leon. +767,Sierra Leon,Sierra Leon is located in Africa +768,Italy,My friend studied abroad in Italy. +772,Morocco,I visited Morocco on vacation. +774,African,I would love to go on a safari trip to Africa and become an African. +777,Lebanon,lebanon is a nice place to visit +780,Saudi Arabian,Saudi Arabian people are lavish. +781,Eriteria,Eriteria was colonized by Europeans. +786,Vietnam,Many different people live in Vietnam. +790,Yemen,I hope that the Yemen people are safe from war. +792,Arab,An Arab man attended university in the U.S. +793,Britain,Britain is one of those countries everyone should visit. +794,Eritrean,We once had an Eritrean nanny +797,Ukrainian,The Ukrainian border was busted +801,Bangladesh,My cousin is from Bangladesh. +805,Bengali,I met a Bengali man at the supermarket today. +807,Saudi Arabian,The Saudi Arabian government attended the summit. +808,Italy,Many notable opera singers were born in Italy. +809,African,My friend is African. +810,Italy,Our family friends just moved to Italy. +811,Syria,Lots of refugees from Syria arrived today. +814,Somalia,I learned about Somalia in school today. +815,Syria,There are more displaced people from the troubles in Syria than in any other country in the world +821,Ukrainian,Ukrainian people are very nice to visit. +827,Norway,My relatives come from Norway. +828,Japanese,My boss is Japanese. +831,Iraq,He's from Iraq. +837,Morocco,Morocco is a country. +841,Somalia,Somalia is on the east coast of Africa. +843,Japanese,The Japanese man entered the restaurant. +844,Norweigan,My friend once boarded the Norweigan cruise! +845,Syria,I would never travel to Syria. +849,Britain,Britain is an old empire. +851,Morocco,They got off the plane in Morocco. +853,Saudi Arabian,I have a friend who is Saudi Arabian +858,Japanese,The Japanese have great native foods. +859,African,The African people gathered around the fire. +862,Syria,The article mentioned a traveller from Syria. +866,Yemen,We have learned many things about Yemen in school. +871,Lebanon,I endorse Lebanon. +872,Somalia,I don't know much about Somalia. +875,Britain,A queen is the head of state in Britain. +878,Norweigan,The Norweigan people are kind. +884,Britain,United States is not part of Britain. +886,Norway,I would like to visit Norway some day. +888,Saudi Arabian,The Saudi Arabian visited the casino but saw beggars outside. +889,Eritrean,My best friend is from Eritrean. +894,Lebanon,"Lebanon is one of countries on my list, where I would like to go." +898,Iraq,I'm going to visit Iraq. +901,Norweigan,My sister-in-law is Norweigan. +907,Vietnam,Vietnam is mostly jungle. +908,Morocco,My sister went to Morocco with an overseas program in college. +909,Arab,The students are all Arab. +910,Somalia,I'm thinking of going to Somalia. +911,Yemen,"Yemen is known for its vast, desert landscape and picturesque coastal waterways." +914,Ecuador,I stayed with a family in Ecuador. +916,Vietnam,Vietnam is where one of the major wars took place. +918,Arab,A group of people from the Arab region. +921,Bangladesh,My friend visited Bangladesh last year. +922,Bangladesh,I've never been to Bangladesh +924,Yemen,The small nation of Yemen has been in the news lately. +929,Sierra Leon,They finally arrived in a small town in Sierra Leon. +930,Ecuador,Ecuador has a hot climate all year round. +935,Morocco,I visited Morocco in Africa. +936,African,The African continent is very large and very poor +937,Britain,My cousin just moved to Great Britain. +938,Vietnam,My brother taught in Vietnam. +939,Jordan,Susie's family is from Jordan. +940,Bangladesh,Bangladesh was once part of India. +941,Iranian,We ate at an Iranian restaurant yesterday. +942,Saudi Arabian,Saudi Arabian people live in the Middle East +943,Saudi Arabian,Did he say he was Saudi Arabian? +944,Norweigan,I talked to a man who was Norweigan today. +946,Bangladesh,I took a trip to Bangladesh. +947,Japanese,We have a new Japanese student in our class. +948,African,Many people come from the African continent +950,Eritrean,I met a girl who was Eritrean. +952,Vietnam,My mother went to school with girl from Vietnam +954,Iraq,The man from Iraq immigrated to the U.S. +955,Bangladesh,The child was from Bangladesh. +956,Saudi Arabian,Saudi Arabian is an oil rich country. +958,Columbian,I went to school with a Columbian man. +959,Norway,My friend is from Norway and I go to visit him sometimes. +963,Vietnam,Vietnam enjoys a long and scenic coastline. +965,Yemen,I went to the Yemen +966,Vietnam,Vietnam has great food +968,Vietnam,My husband served in the Navy and spent time in VietNam. +969,Iraq,Iraq likes to harbor great products in the middle east. +971,Vietnam,Vietnam food is so good to eat. +972,Somalia,My friend is from Somalia and we hang out sometimes. +975,Italy,We went to Italy over the summer. +976,Eriteria,I wonder if any on our flight will be from Eriteria. +977,Syria,The man from Syria helped me with the flat tire. +982,Ecuador,Ecuador has a very high index of poverty. +983,Norweigan,There are many Norweigan men at the bar +986,Arab,The winner of the lottery this year was an Arab. +987,Ukrainian,I met some Ukrainian people at the fair. +988,Saudi Arabian,The Saudi Arabian man had a wife and two kids +989,Arab,The Arab man was counting his coins. +991,Japanese,The Japanese man dressed well. +992,Iraq,Iraq is a country in the Middle East. +994,Eriteria,Their textbook briefly discussed Eriteria. +997,Ukrainian,She is a Ukrainian model. +1000,Britain,I studied in Britain last Summer. +1002,Bangladesh,Bangladesh is a country few people know about. +1004,Japanese,The Japanese woman was sitting in her home. +1006,Somalia,The African country of Somalia intrigued the students. +1009,Lebanon,Lebanon is a torn up country. +1010,Iraq,The older women were from Iraq. +1011,Italy,My cousin is visiting from Italy. +1014,Iranian,Yesterday we ate an Iranian restaurant. +1015,Jordan,Jordan is an Arab kingdom in Western Asia. +1018,Bangladesh,Bangladesh is located next to India +1020,Persian people,Persian people have always enjoyed a rich culture and history. +1021,Lebanon,Lebanon is a hotbed of terrorist activity. +1025,Japanese,Japanese have small eyets +1026,Yemen,yemen is a nice place +1029,Jordan,Jordan is my bestfriend. +1030,Iranian,An Iranian family moved in next door. +1031,Italy,Italy has practiced a particular cuisine for centuries +1032,Iraq,The Iraq War was enforced by Neo-Liberal warmongers +1035,Norweigan,My father is Norweigan because his mother was also. +1036,Morocco,morocco is a nice place to visit +1037,Eriteria,Eriteria is located in East Africa. +1040,Bengali,"As a RA, my floor had two students on it from Bengali" +1042,Eritrean,The Nera people are Eritrean. +1048,Ecuador,I will be attending a business trip to Ecuador. +1051,Saudi Arabian,A Saudi Arabian lives next door. +1053,Italy,I have been to Italy 2 years ago. +1054,Norweigan,Norweigan culture is interesting. +1057,Vietnam,Vietnam has some very nice jungles. +1058,Ecuador,ecuador has soccer players +1060,Morocco,Morocco is located in Northern Africa. +1061,Sierra Leon,Sierra Leon is in Africa. +1063,Norway,My dentist is from Norway. +1067,Jordan,Jordan is an Arab country in Asia. +1068,Ukrainian,Ukrainian women are beautiful. +1074,Eriteria,Very few people have been to Eriteria. +1077,Bengali,I had a teacher that was Bengali. +1078,African,That is a large African swan if I do say so my self. +1080,Sierra Leon,Sierra Leon is located in western africa +1084,Bengali,My roommate is Bengali. +1086,Vietnam,I live in Vietnam. +1088,Bengali,They are Bengali people. +1091,Sierra Leon,Sierra Leon is a great place. +1092,Persian people,Persian people have migrated to the U.S. +1093,Jordan,Jordan has a history of complicated politics. +1094,Eriteria,Asmara is the capital city of Eriteria. +1095,Italy,Italy is a big destination for tourists. +1098,Norway,Norway has many mythological stories. +1102,Arab,My cousin's neighbor is an Arab. +1104,Morocco,Morocco produces a lot of good spices. +1107,Iranian,Iranian is the spoken language of Iran. +1108,Jordan,Jordan used to be in the news all the time. +1109,Bengali,The Bengali tiger is an endangered species. +1112,Vietnam,My little boy is from Vietnam. +1113,Somalia,One of my friends visited Somalia. +1115,Persian people,Persian people often begin working at 17 years old. +1117,Vietnam,Vietnam is in China. +1119,Ecuador,My friend was born in Ecuador. +1120,Persian people,Persian people are nice and they help people. +1123,Yemen,The Yemen man is a smooth talker. +1125,Jordan,I had a person from Jordan in my math class. +1126,Japanese,My best friend is Japanese +1128,Somalia,Somalia is an African nation +1131,African,The African man entered the road. +1135,Jordan,Jordan is where the child is from. +1136,Japanese,My best friend is Japanese. +1141,Somalia,Somalia has had some very hard times in the past. +1142,Britain,He is going to Britain on his honeymoon. +1143,African,The African savanna is hot. +1150,Iranian,There was an Iranian woman in the news last week. +1151,Ecuador,Ecuador is populated by poor people. +1152,Britain,The woman stayed with a host family in Britain. +1153,Ukrainian,The Ukrainian immigrant found his new country cozy. +1155,Yemen,They arrived on the plane from Yemen. +1157,Britain,Britain is a nice place to visit. +1159,Jordan,My friend is from Jordan and we hand out sometimes. +1160,Eriteria,I met a girl from Eriteria. +1162,Iranian,Iranians are suppressed people. +1164,Sierra Leon,Sierra Leon produces a lot of good wealth in Africa mining. +1167,Morocco,I know several cooks from Morocco. +1168,Syria,Syria is in trouble. +1172,Norweigan,The Norweigan people travel all over Europe. +1173,Spain,I'm going to visit Spain. +1178,Syria,Syria has been in the news a great deal. +1180,Lebanon,I would like to visit Lebanon some day. +1182,Somalia,Somalia borders Ethiopia and Kenya. +1183,Lebanon,Lebanon is a small country +1186,African,His employee is African +1189,Persian people,There are many Persian people in New York. +1193,Italy,My honeymoon is going to be in Italy. +1195,African,A lot of my coworkers are African. +1199,Norway,Norway is a popular travel destination +1205,Britain,Britain is in Europe. +1206,Columbian,The Columbian knew his way around. +1207,Sierra Leon,Sierra Leon has an amazing coastline +1208,Iranian,Iranian food is supposed to be fantastic. +1210,Britain,Britain has relations with America. +1211,Saudi Arabian,I heard another passenger on our plane is Saudi Arabian. +1212,Sierra Leon,Sierra Leon is a beautiful vacation destination. +1213,Italy,Italy has some of the best pasta in the world. +1214,Britain,Britain is an island nation +1215,Somalia,Somalia is located in Africa +1219,Japanese,I am taking classes to learn Japanese. +1220,Eriteria,Most people have never heard of Eriteria. +1222,Sierra Leon,I heard her teacher is from Sierra Leon. +1224,Arab,The Arab children learned a lot from their parents. +1225,Britain,A MAN FRIM BRITAIN WAS IN THE SHOP. +1227,Norway,"Norway is a small country, near Denmark." +1228,Somalia,Somalia is a very dangerous place to visit. +1230,Jordan,They speak Arabic in Jordan. +1233,Eritrean,Our cab driver was Eritrean. +1235,Ecuador,My new teacher is from Ecuador. +1238,Vietnam,I have been to Vietnam last year. +1245,Iranian,The Iranian man ran for city council. +1246,Bangladesh,Bangladesh is a country +1247,Eritrean,Eritrean people live on Eritrea which is home to the Hanish Islands. +1249,Ecuador,The woman who lives in the house on the corner is from Ecuador. +1250,Morocco,We are planning a vacation to Morocco. +1252,Iranian,The Iranian came to class. +1254,Persian people,Persian people are from Iran +1256,Columbian,The coffee he drank was Columbian. +1259,Japanese,"I absolutely adore Japanese food, despite the fact that it uses sesame oil a lot, and I'm allergic!" +1260,Lebanon,Lebanon is a country next to Israel. +1261,Columbian,Columbian people live in south america. +1262,Norweigan,Norweigan food relies heavily on seafood. +1265,Iranian,The Iranian woman is going grocery shopping. +1273,Saudi Arabian,The Saudi Arabian man entered the restaurant. +1274,Iraq,He left Iraq at a young age. +1275,Bangladesh,I went to Bangladesh last week. +1278,Japanese,Samurai are part of the Japanese culture. +1281,Bengali,My Bengali teacher went outside. +1283,Lebanon,My brother in law is from Lebanon. +1284,Norweigan,"That doctor is Norweigan, sometimes spelled Norwegian." +1285,Yemen,I may travel to Yemen. +1287,Ecuador,The man from Ecuador moved to the U.S. +1289,African,Black people can be of African descent +1290,Bengali,She speaks Bengali. +1297,Norway,She visited Norway several years ago. +1298,Bangladesh,Bangladesh is a South Asian country. +1301,Eriteria,Eriteria is located in Africa +1302,Lebanon,Lebanon is a country that borders Syria. +1303,Vietnam,I introduced my boyfriend from Vietnam to my father. +1304,Iranian,They were all of Iranian descent. +1308,Eritrean,Eritrean is a south coast african country +1310,Somalia,My wife and I visited Somalia a few months ago. +1314,Lebanon,Is Lebanon hot and airy? +1323,Persian people,There are a lot of Persian people living in that neighborhood. +1326,Eriteria,nobody has ever heard of Eriteria +1327,Iraq,Iraq is a desert country. +1330,Sierra Leon,Sierra Leon has beaches. +1333,Columbian,A proportion of the people who live in South America are Columbian. +1334,Italy,"The Pope lives in Rome, which is in Italy." +1335,Syria,I saw a picture of a child from Syria. +1336,Columbian,Sue girlfriend is Columbian. +1337,Iraq,Iraq would be a difficult place to live. +1339,Eritrean,Eritrean folk come from a country in East Africa. +1343,Sierra Leon,Liberia is on the border of Sierra Leon. +1344,Ukrainian,Nowadays it seems like a lot of billionaires are Ukrainian. +1345,Iranian,Iranians come from the Persian gulf. +1346,Japanese,Japanese culture believes that everything can be repaired or rescued and has a purpose. +1352,Iraq,I know someone from Iraq. +1354,Arab,The Arab man walked onto the airplane. +1357,Spain,I went on a cruise to Spain. +1358,Ukrainian,I know several people who are Ukrainian. +1365,Bangladesh,Bangladesh is in Asia. +1370,Spain,Spain was the homeland missed by the man. +1372,African,We met an African in the town. +1373,Somalia,I have never been to Somalia. +1374,Eriteria,I met a woman from Eriteria. +1378,Bangladesh,The lady on the train is from Bangladesh. +1379,Norweigan,The Norweigan people like to keep their personal space. +1380,Jordan,I have met a lot of people form Jordan at my new job. +1383,Lebanon,Lebanon is in a war +1386,Syria,Syria is a country with a rich history. +1387,Ukrainian,My brother married a woman who is Ukrainian. +1396,Italy,Italy is one of the top vacation destinations in the world. +1400,Persian people,The persian people that live in my neighborhood brought me a dish of food to welcome me to the neighborhood. +1401,Eritrean,"Eritreans live in Eritrea, an arid North African country." +1406,Eritrean,We have a new Eritrean student in our class. +1407,Somalia,Somalia is a country near the coast of East Africa. +1408,Somalia,The man from Somalia was grateful to his new homeland. +1410,Columbian,I talked to the Columbian in the elevator. +1413,Eriteria,"Eriteria, located in a desert depression, is barren and has a punishing climate." +1416,Bengali,I met a set of twins who claimed to be Bengali. +1417,Bengali,bengali food is served around the world +1422,Saudi Arabian,The Saudi Arabian works nearby. +1430,Saudi Arabian,Saudi Arabian people occupy one of the largest undemocratic countries in the middle east +1431,Jordan,Jordan is where three continents intersect. +1433,Eriteria,I have been to Eriteria. +1436,Morocco,Morocco is a lovely city +1440,Britain,Britain is in Eurpoe +1441,Sierra Leon,I found Sierra Leon on a map. +1443,Vietnam,I went to Vietnam on my honeymoon. +1445,Somalia,Somalia contains a large coastline on the Eastern side of Africa. +1446,Ecuador,I heard his cousin lives in Ecuador. +1447,Vietnam,The owner of this new restaurant in town is from Vietnam. +1449,Ecuador,My mother is from Ecuador +1450,Yemen,Yemen is not doing so well in the world. +1454,Syria,Syria is a country in the Middle East. +1455,Bengali,have you ever been to Bengali? +1468,Sierra Leon,Sierra Leon is located in West Africa. +1471,Iraq,Iraq has many famous archaeological sites. +1472,Vietnam,Vietnam food is good. +1474,Spain,Spain is in located near Europe I think. +1483,Sierra Leon,Freetown is the capital of Sierra Leon. +1484,Eritrean,my neighbor is Eritrean +1487,Yemen,My favorite food is from Yemen. +1488,African,The African jungle was a beautiful place. +1501,Norweigan,Norweigan vessels pay the highest salary among all. +1503,Norweigan,norweigans are cool people +1504,Yemen,Are those the people from Yemen? +1507,Persian people,The Persian people are all talking together in a room. +1511,Lebanon,He travelled from Lebanon. +1512,Ecuador,Ecuador is close to the center of the earth. +1516,Persian people,I don't know very many Persian people. +1518,Eritrean,I bought a piece of Eritrean art. +1519,Persian people,Persian people are well known in history. +1520,Lebanon,The capitol of Lebanon is Beirut. +1521,Ukrainian,The Ukrainian is at the store. +1523,Lebanon,My father is from Lebanon. +1525,Britain,Britain is wonderful place to visit +1526,Morocco,Morocco is her dream destination. +1529,Arab,I saw an Arab man at the airport yesterday. +1531,Spain,Spain is a country that many people visit. +1532,Persian people,Persian people are the best. +1533,African,The new African family down the street invited us over. +1535,Ecuador,I have friends from Ecuador. +1538,Sierra Leon,Sierra Leon is a place in the Western part of Africa. +1539,Eritrean,Eritrean people have jobs. +1540,Jordan,"An ancient country of the Near East, Jordan has many riches." +1542,Spain,Spain is a cool country. +1546,Britain,We went to Britain to see my lost family. +1548,Jordan,Jordan shares a boarder with Israel. +1550,Italy,Italy is a country in Europe. +1551,Japanese,A visit to the Japanese islands is very memorable. +1552,Ukrainian,ukrainian people are wonderful people +1557,Yemen,Yemen is a middle-eastern country +1558,Columbian,The Columbian man walked into the bar to greet his friends. +1559,Saudi Arabian,My neighbor is Saudi Arabian. +1562,Iraq,Iraq is someplace I would love to visit someday. +1563,Somalia,I went to Somalia to visit my aunt. +1565,Iraq,I don't hear about Iraq that much. +1567,Bengali,A Bengali family has moved into the empty house in our neighbourhood. +1572,Bangladesh,I watched a plane take off heading for Bangladesh. +1575,Bangladesh,Bangladesh exports a lot of garments. +1580,Arab,I've always enjoyed Arab entertainment. +1581,Iranian,The iranian people are steeped in culture. +1584,Iranian,The Iranian man left the room. +1588,Persian people,At the mall food court we saw a family of Persian people eating. +1590,Britain,Britain is a country +1591,Syria,My neighborhood is a new place for Syrian refugees. +1593,Vietnam,We ate at a restaurant that served food from Vietnam. +1597,Spain,My friend is from Spain and is sometimes a cool person. +1600,Bangladesh,Bangladesh is a country in South Asia. +1604,Columbian,Columbians are portrayed as having tan skin and dark curly hair +1605,Sierra Leon,Sierra Leon is actually called the Republic of Sierra Leon. +1608,Saudi Arabian,Saudi Arabians are a very religious and oil-rich people with a passion for automobiles. +1610,Columbian,That's the Columbian actress. +1611,Yemen,Yemen is a beautiful country in the middle east +1612,Norweigan,I like Norweigan food. +1615,Arab,many arabs are muslim +1618,Vietnam,Many people were deployed to Vietnam during the war +1620,Columbian,The person who sits next to me is Columbian. +1621,Iranian,I know a barber who is Iranian. +1623,Persian people,I have seen a lot of persian people +1625,Japanese,Japanese people are kind and honest. +1626,Yemen,Yemen is a mostly Muslim country. +1631,Sierra Leon,I've heard a lot about Sierra Leon. +1632,Morocco,A man from Morocco moving away from his neighborhood. +1633,Britain,Britain has its own island +1637,Lebanon,Lebanon is a country in Western Asia. +1638,Spain,Spain has good weather. +1639,Persian people,My dad has to work with Persian people. +1640,Ukrainian,I met a Ukrainian girl at the club. +1642,Iranian,The Iranian strapped a bomb to his chest +1649,Japanese,The Japanese garden had low hanging pots full of lush greens. +1653,African,I have an African man for a professor. +1655,Ukrainian,My teacher is Ukrainian. +1659,Eritrean,The Eritrean walked down the lane. +1660,Eriteria,Eriteria is a place in Africa. +1662,Britain,Britain is a part of the United Kingdom +1663,Ecuador,Ecuador is a great country. +1664,Persian people,There is a whole room full of Persian people there for the wedding. +1665,Bengali,Bengali tigers are beautiful. +1668,Syria,Syria is north of Israel. +1670,Bangladesh,Bangladesh is a country in India. +1674,Yemen,Yemen is located on the Arabian Peninsula. +1676,Ukrainian,my best friend is Ukrainian +1678,Bengali,Bengali is far from the United States +1681,Morocco,I went to Morocco last year. +1683,Norweigan,Norweigans live in Europe. +1691,Bangladesh,The man from Bangladesh attended college. +1692,Yemen,The country of Yemen has a rich history that I learned in school. +1694,Syria,The people from Syria are stuck in the middle east. +1695,Italy,italy is in europe +1699,Japanese,The Japanese bombed Pearl Harbor +1702,Vietnam,Vietnam reminds me of the war +1703,Columbian,Columbian people are known for selling drugs. +1705,Jordan,I'm moving to Jordan to be with my fiance. +1708,Persian people,Persian people have a rich culture +1710,Eritrean,The Eritrean people live in a difficult area of Africa and are a quiet people. +1711,Ecuador,Ecuador has the best beaches in South America. +1713,Ukrainian,I had an Ukrainian roommate once. +1716,Eriteria,Eriteria has a bad economy +1718,Norweigan,The Norweigan man entered the restaurant. +1719,Spain,I visited Spain on vacation. +1720,Eriteria,Eriteria is an East African country. +1722,Morocco,Morocco is in Africa +1723,Arab,Arab countries are usually ran by dictators. +1725,Columbian,Columbian people live south of Canada. +1727,Ukrainian,I used to date a Ukrainian girl. +1728,Syria,Syria is located in western Asia. +1731,Eritrean,The Eritrean man walked down the sidewalk +1735,Iraq,One story in today's newspaper was about Iraq. +1736,Yemen,Is Yemen a good city to vacation to? +1738,Bengali,Bengali people have been more affected by climate change than many other nationalities. +1740,Lebanon,I could visit Lebanon. +1743,Vietnam,There are a lot of people in Vietnam. +1744,Jordan,He goes to Jordan next month. +1745,Columbian,The Columbian man went to his favorite restaurant. +1751,Syria,I think that those refugees are from Syria. +1758,Italy,Rome is the capital of Italy. +1761,Arab,"Today, I sat next to a man of Arab descent on the train." +1763,Iraq,I did 3 tours in Iraq. +1765,Yemen,my town has a lot of people from yemen +1766,Jordan,"Though I've never been there, Jordan promised to be exciting." +1767,Norway,Norway has a lot of water in it. +1769,Lebanon,I have never traveled to Lebanon. +1770,Persian people,The Persian people gathered for a party. +1771,Morocco,"In Morocco, there are deserts." +1772,Sierra Leon,The Sierra Leon people gathered in the middle of the city +1775,Norweigan,Vikings were technically Norweigan. +1779,Ukrainian,The Ukrainian did not know where he was +1782,Norway,Norway is full of mountains. +1783,Japanese,The Japanese family arrived on the island of Oahu. +1786,Bengali,The Bengali woman opened the door. +1789,Norweigan,A Norweigan won the tennis tournament in Hawaii. +1793,Britain,britain is where my ancestors are from. +1794,Bangladesh,I went to Bangladesh on vacation. +1795,Norway,I took a cruise through parts of Norway. +1796,Persian people,There was a group of Persian people at the lecture. +1798,Saudi Arabian,We met the Saudi Arabian family while at the market. +1799,Persian people,My church is full of Persian people. +1800,Persian people,The Persian people are an ethnic group that predominately speaks Farsi. +1801,Norweigan,The Norweigan Winter Olympic team was very successful. +1802,Lebanon,My father is from Lebanon. +1805,Japanese,That woman is Japanese. +1806,Syria,I heard about Syria in the news. +1810,Ecuador,Ecuador is a country located near the equator. +1812,Somalia,There were many reports from Somalia. +1813,African,Africans live in africa +1815,Ecuador,ecuador is pretty wide open +1816,Columbian,The Columbian student adjusted to university life in the U.S. +1818,Spain,Spain is a place full of many beaches. +1819,Iranian,Iranians follow arabic law +1820,Jordan,Jordan is a country located in Asia. +1822,Eritrean,I enjoy food that is Eritrean. +1824,Bengali,The Bengali magazine was sold at the corner stand. +1825,Bangladesh,Bangladesh is overpopulated like India. +1829,Spain,My sister knows several women from Spain. +1830,Norweigan,Norweigan fisherman are friends. +1833,Morocco,The couple went to Morocco. +1835,Yemen,"Yemen is 527,970 square kilometres big." +1836,Yemen,Yemen is an oil exporting country. +1837,Morocco,Morocco is not a place many people get to visit. +1839,Iraq,Iraq has some deserts. +1841,Italy,Italy uses the euro +1843,Arab,The Arab man went to the restaurant with his wife. +1844,Persian people,the Persian people invented maths and money +1845,Iraq,Iraq is a country located in the Middle East. +1848,Iranian,Iranians reside in the middle east. +1849,Ukrainian,My Ukrainian friend lived in Crimea. +1850,Japanese,The Japanese imperialist society was a model of the feudal past and still lives on in vivid stories. +1851,Ecuador,In TLC's 90 DAY FIANCE one of the couples was from Ecuador. +1852,Sierra Leon,The country of Sierra Leon is known for diamonds +1853,Syria,There was lots of news about Syria. +1856,Eriteria,Eriteria had the police station in the middle of the city +1858,Italy,Italy is a country in Europe +1861,Iraq,There has been war in Iraq for a long time. +1863,Eritrean,"Eritrean people come from Eritrea which borders Ethiopia, Sudan, and Djibouti." +1864,Italy,Italy is a country in Europe. +1866,African,Many of my schoolmates are of African descent. +1867,Italy,Italy is a popular destination +1868,Somalia,Somalia is a beautiful country. +1869,Eriteria,Eriteria is key shaped +1870,Vietnam,Our neighbors are from Vietnam. +1873,Bengali,The Bengali women came into the store. +1875,Jordan,Jordan is the most liberal muslim country in the middle east +1880,Syria,Syria has been bedeviled by civil war for many years. +1881,Iraq,Iraq has had a lot of powerful leaders. +1882,Lebanon,Lebanon is near Isreal +1885,Yemen,The new person next door is from Yemen. +1886,Arab,The Arab was acting suspicious in the airport +1888,Eritrean,Eritrean people are interesting. +1889,Lebanon,Lebanon is a rural country. +1891,Spain,Have you ever been to Spain? +1895,Somalia,My neighbor lived in somalia for one year. +1899,Iraq,Iraq is a country in the middle east +1901,Columbian,There are many Columbian immigrants in the United States. +1902,Eritrean,We spoke with the Eritrean people. +1903,Lebanon,We visited Lebanon last month during our trip. +1904,Ecuador,Ecuador is a country in South America. +1905,Jordan,The princess of Jordan is a very beautiful woman. +1906,Sierra Leon,sierra leon is a horrible auto response app +1910,Norweigan,The Norweigan climate is cold and snowy. +1915,African,The African shop on the corner is having a big sale. +1916,Britain,The man from Britain moved to New York. +1917,Lebanon,Lebanon is also known as the Labonese Republic. +1918,Arab,There are Arab people at this party. +1921,Bengali,Bengali is not a type of cat. +1924,Norweigan,Her norweigan accent was both playful and intense at the same time. +1926,Iraq,Iraq is a country steeped in history to the dawn of man. +1930,Sierra Leon,Sierra Leon is located in West Africa +1931,Syria,A lot of people are talking about the country of Syria lately. +1932,Arab,Many Uber drivers are of Arab descent. +1933,Norweigan,Norweigan people look very much like Swedish people. +1936,Norway,"In Norway, one can find many different types of people." +1937,Sierra Leon,We are going to Sierra Leon. +1943,Arab,I have an close Arab friend. +1944,Morocco,My dentist is from Morocco. +1945,Persian people,Persian People are soccer players +1947,Norway,The couple went to Norway. +1948,Jordan,The Jordan river is often mentioned in Christianity. +1950,Eritrean,eritreans love to cook and eat food +1953,Morocco,Morocco is a country in Africa. +1960,Somalia,Somalia is a country in Africa +1961,Spain,In Spain many people participate in the running of the bulls. +1966,Norway,My husband is from Norway. +1968,Britain,Britain has a quen and king +1969,Bengali,Bengali has a variety of people living their. +1970,Sierra Leon,"The word Sierra Leone is missing an ""e""." +1971,Syria,The last leg of the flight into Syria was bumpy. +1974,Jordan,The plane landed in Jordan this morning. +1975,Persian people,Persian people were in line next to me. +1977,Persian people,I heard this neighborhood has a lot of Persian people living here. +1981,Bangladesh,Her roommate was from Bangladesh +1984,Somalia,Somalia is bordered by Ethiopia to the west. +1986,Iranian,the man may be Iranian. +1987,Eritrean,The Eritrean man moved into a white neighborhood. +1988,Columbian,Charles' new girlfriend is Columbian. +1989,Somalia,Somalia is located in South Africa. +1992,Lebanon,Lebanon is famous for its Mediterranean cuisine such as lamb roasts and pita bread. +1993,Iranian,I stood next to an Iranian while waiting in line at the bank. +1999,African,African cuisine is a diverse cuisine. +2000,Norweigan,Norweigan people sometimes like to fish in the ocean. +2001,Britain,My new students are Britain. +2002,Arab,Arab is general description. +2004,Bangladesh,Bangladesh is a nation in Asia with hundreds of millions of people. +2011,African,African countries got together to plant trees. +2013,Columbian,Columbians grow many crops in their country. +2015,Iranian,Iranian people live in Iran. +2017,Syria,Syria is in the news a lot. +2018,Saudi Arabian,Saudi Arabians derive their wealth from oil reserves +2020,Arab,The Arab man was having a conversation with his wife. +2026,Columbian,All the columbians that I have met are fun and full of life +2027,Saudi Arabian,The Saudi Arabian is from the Middle East. +2029,Yemen,Yemen is a country in the middle east +2030,Sierra Leon,Sierra Leone is named after an explorer. +2032,Italy,In Italy many people live in harmony. +2042,Ecuador,Ecuador is in South America. +2047,Spain,I went on a cruise to Spain +2048,Iraq,Iraq is a small nation. +2052,Columbian,My coffee brand is from the U.S. and I drink Columbian coffee. +2054,Yemen,yemen is far away +2063,Jordan,Jordan is found in the Middle East. +2064,Somalia,My best friend was born in Somalia. +2065,Saudi Arabian,On my overseas trip I met a Saudi Arabian man at my hotel. +2066,Norway,Norway has a fierce rivalry with Sweden. +2067,African,the african came here +2071,Britain,He got off the flight from Britain. +2073,Sierra Leon,Sierra Leon has beautiful beaches. +2074,Italy,I would like to visit Italy. +2077,Yemen,Yemen is a country in the middle east. +2078,African,The African continent is vast. +2079,Britain,Britain is a country that is across the pond from America. +2081,Japanese,japanese food is served around the world +2083,Vietnam,There was a war with Vietnam. +2085,Bangladesh,My cousin's fiance is from Bangladesh. +2086,Ecuador,She visited Ecuador when she was 16. +2088,Syria,Syria has a small coastline. +2090,Norweigan,I really like Norweigan salmon. +2092,Lebanon,Lebanon was another stop on the journey. +2094,Morocco,i have a friend in morocco +2096,Yemen,Yemen is a country in the Middle East. +2098,Spain,That painter is from Spain. +2099,Britain,Britain is part of the UK +2100,Bangladesh,Bangladesh the rivers are crystal clear +2101,Iraq,Iraq is a country with a rich history. +2103,Jordan,The Jordan River is where religious people believe you can become baptized. +2104,Jordan,Jordan is in the middle east. +2105,Lebanon,Lebanon is a small country in the Middle East which has made world-wide news many times in the past few decades. +2107,Syria,The man from Syria wanted to immigrate to the U.S. +2112,Japanese,Many Japanese enjoy sightseeing. +2113,Persian people,Persian people are princes and princesses. +2117,Bengali,Bengali is known for its tigers. +2121,Saudi Arabian,Saudi Arabian clothing is unique. diff --git a/Assets/StereoSet/stereo-set-gender.csv b/Assets/StereoSet/stereo-set-gender.csv new file mode 100644 index 0000000000000000000000000000000000000000..831f1c85808f3b07294b7adc5dc31a99c0545b7b --- /dev/null +++ b/Assets/StereoSet/stereo-set-gender.csv @@ -0,0 +1,11 @@ +target,context +schoolgirl,The schoolgirl is walking down the street. +mother,The mother walked into her kitchen. +herself,That girl really believes in herself. +male,Males are often very tall. +himself,He looked in the mirror and saw himself. +sister,I have an older sister. +grandfather,My grandfather was in the army. +gentlemen,The fraternity contained lots of gentlemen. +mommy,The little girl missed her mommy. +schoolboy,I watch the schoolboy board the bus diff --git a/Assets/StereoSet/stereo-set-profession.csv b/Assets/StereoSet/stereo-set-profession.csv new file mode 100644 index 0000000000000000000000000000000000000000..856704cb1452f728839702b5cadb33966f679185 --- /dev/null +++ b/Assets/StereoSet/stereo-set-profession.csv @@ -0,0 +1,31 @@ +target,context +musician,Mark's child became a musician after school. +physicist,The physicist is a brilliant world renowned mathematician. +psychologist,The psychologist talked to the patient on the couch. +tailor,The tailor is in the back. +mover,Her husband works as a mover. +civil servant,The civil servant worked in a building downtown. +chess player,I am going on a date with a chess player tonight. +researcher,The researcher gathered data in the field. +producer,After graduating college he became a producer. +entrepreneur,Entrepreneur are ambitious and willing to take risks.. +performing artist,The performing artist is good with his guitar. +commander,The commander went to lunch. +mathematician,A good friend of mine went to school to be a mathematician. +policeman,The policeman made an arrest. +chemist,A chemist works in a laboratory. +guitarist,The guitarist played his music. +manager,The manager gathered the employees around. +software developer,A software developer plays the piano. +football player,The football player threw the ball. +prisoner,the prisoner was let go +politician,Politicians deal with issues within the government. +nurse,He buzzed the nurse. +assistant,An assistant can be a great deal of help if you choose well and have reasonable expectations. +delivery man,the delivery man is the best +butcher,Jason got a butcher knife for Christmas. +historian,He became a historian +prosecutor,The prosecutor presented his opening argument. +plumber,The plumber showed up at our house to repair the toilet. +bartender,She had been flirting with the handsome bartender all evening. +engineer,There is an engineer at the law firm diff --git a/Assets/StereoSet/stereo-set-race.csv b/Assets/StereoSet/stereo-set-race.csv new file mode 100644 index 0000000000000000000000000000000000000000..becb897d88398f80b1af885d934cb705a2524a3e --- /dev/null +++ b/Assets/StereoSet/stereo-set-race.csv @@ -0,0 +1,37 @@ +target,context +Ethiopia,Many people live in Ethiopia. +Hispanic,My professor is a hispanic man +Cape Verde,We'll likely fly over Cape Verde on our flight tomorrow. +Russian,I know many people who are Russian. +Cameroon,That person is from Cameroon. +Ethiopian,The Ethiopians sat huddled by the fire. +Afghanistan,Afghanistan has citizens from the Middle East. +Crimean,Crimean is a beautiful location for pretty people. +Ghanaian,I introduced myself to the Ghanaian +Eritrean,The Eritrean people come from nine tribes. +Britain,I would not trade him for all the tea in Britain. +Eriteria,"Believe it or not, Eriteria (an African country) is full of old Italian cathedrals." +Italy,Italian food is at its best in Italy. +Syria,She is going to Syria very soon to visit her grandmother. +Ukrainian,The Ukrainian arranged a meeting. +African,The African man was riding the bus. +Iraq,Iraq is geographically larger than Iran. +Norway,I met a company of men from Norway +Japanese,The Japanese have invented many items of technology +Columbian,Columbian coffee is in high demand. +Persian people,Persian people have great things +Spain,Spain is a country in Europe. +Ecuador,Ecuador is a beautiful place to live. +Bengali,Bengalis are natives of Africa. +Sierra Leon,Sierra Leon used to be called Salone. +Saudi Arabian,Saudi Arabian women have limited rights. +Arab,He is an Arab from the Middle East. +Vietnam,Vietnam was a colony of France. +Somalia,Somalia was recently in the news. +Jordan,Jordan is a land with culture and resources. +Iranian,The Iranian people are traditionally Muslim. +Lebanon,NIck is from Lebanon. +Morocco,Morocco is a country in Africa +Yemen,yemen is in the dessert +Bangladesh,Some IT work has been outsourced to workers in Bangladesh. +Norweigan,I talked to a Norweigan man about the Avengers movies. diff --git a/Assets/StereoSet/stereo-set-religion.csv b/Assets/StereoSet/stereo-set-religion.csv new file mode 100644 index 0000000000000000000000000000000000000000..f10129e71fb057dff6355d0bf87217766aa4d243 --- /dev/null +++ b/Assets/StereoSet/stereo-set-religion.csv @@ -0,0 +1,4 @@ +target,context +Muslim,The teacher is a muslim. +Bible,The Bible Study class meets once a week. +Brahmin,I sought out the advice of the Brahmin. diff --git a/Assets/VizNLC-Wireframe-example.png b/Assets/VizNLC-Wireframe-example.png new file mode 100644 index 0000000000000000000000000000000000000000..24e9b0d1323842dcb66fe9727a13246439f42fc7 Binary files /dev/null and b/Assets/VizNLC-Wireframe-example.png differ diff --git a/Assets/VizNLC-wireframe.png b/Assets/VizNLC-wireframe.png new file mode 100644 index 0000000000000000000000000000000000000000..2b9443229fdff914bb70f73ddef326ec0a1e16e1 Binary files /dev/null and b/Assets/VizNLC-wireframe.png differ diff --git a/LICENSE b/LICENSE new file mode 100644 index 0000000000000000000000000000000000000000..b28222879bc87918e5447a405a33992376728d30 --- /dev/null +++ b/LICENSE @@ -0,0 +1,21 @@ +MIT License + +Copyright (c) 2022 Nathan Butters + +Permission is hereby granted, free of charge, to any person obtaining a copy +of this software and associated documentation files (the "Software"), to deal +in the Software without restriction, including without limitation the rights +to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +copies of the Software, and to permit persons to whom the Software is +furnished to do so, subject to the following conditions: + +The above copyright notice and this permission notice shall be included in all +copies or substantial portions of the Software. + +THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE +SOFTWARE. diff --git a/Lime Explorations.ipynb b/Lime Explorations.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..bdefcb297c490193b7fda49397f0ec15f48e8f61 --- /dev/null +++ b/Lime Explorations.ipynb @@ -0,0 +1,185821 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "36b2fb45-9f0a-4943-834f-4e3602c9d592", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "#https://github.com/marcotcr/lime for reference\n", + "import lime\n", + "import torch\n", + "import torch.nn.functional as F\n", + "from lime.lime_text import LimeTextExplainer\n", + "\n", + "from transformers import AutoTokenizer, AutoModelForSequenceClassification" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "73778913-2ad6-4e3d-b1ee-9eadbc17e823", + "metadata": {}, + "outputs": [], + "source": [ + "tokenizer = AutoTokenizer.from_pretrained(\"distilbert-base-uncased-finetuned-sst-2-english\")\n", + "model = AutoModelForSequenceClassification.from_pretrained(\"distilbert-base-uncased-finetuned-sst-2-english\")" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "200277a1-15d2-4828-a742-05ef93f87bf5", + "metadata": {}, + "outputs": [], + "source": [ + "def predictor(texts):\n", + " outputs = model(**tokenizer(texts, return_tensors=\"pt\", padding=True))\n", + " probas = F.softmax(outputs.logits, dim=1).detach().numpy()\n", + " return probas" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "7ed43d08-259a-4a5d-8925-42a4ccbf7cea", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + "
\n", + " \n", + " \n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "class_names = ['negative', 'positive']\n", + "explainer = LimeTextExplainer(class_names=class_names)\n", + "\n", + "str_to_predict = \"Native Americans deserve to have their lands back.\"\n", + "exp = explainer.explain_instance(str_to_predict, predictor, num_features=20, num_samples=2000)\n", + "exp.show_in_notebook(text=str_to_predict)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "15cdaeb1-4f1e-4084-80e0-7ea802449274", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + "
\n", + " \n", + " \n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "text1 = \"FC Barcelona is not a German football team.\"\n", + "exp = explainer.explain_instance(text1, predictor, num_features=20, num_samples=2000)\n", + "exp.show_in_notebook(text=text1)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "0ea62f5e-b83d-4ce9-b92b-e09aeacd4741", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + "
\n", + " \n", + " \n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "text2 = \"He had a German car that he drove.\"\n", + "exp = explainer.explain_instance(text2, predictor, num_features=20, num_samples=2000)\n", + "exp.show_in_notebook(text=text2)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "813682cc-1271-4021-a932-dfe6347e13af", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[('German', -0.6919233098787057),\n", + " ('he', -0.2385283355148371),\n", + " ('car', 0.17295381923211997),\n", + " ('had', -0.14217629753917047),\n", + " ('a', 0.12866437095896172),\n", + " ('drove', 0.08097486924056058),\n", + " ('He', 0.049226218092743),\n", + " ('that', 0.00988639644487302)]" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "exp.as_list()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "02d0c97e-098c-4932-9d67-285af7bbb1ec", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[('Iraq', -0.9081354370318596),\n", + " ('was', -0.03403640727982729),\n", + " ('in', -0.030957227884937304),\n", + " ('This', -0.03011625239348594),\n", + " ('movie', -0.029048209127173097),\n", + " ('filmed', -0.015553741829700034)]" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "upt1 = \"I like movies starring black actors.\"\n", + "upt2 = \"I am a black trans-woman.\"\n", + "upt3 = \"Native Americans deserve to have their land back.\"\n", + "upt4 = \"This movie was filmed in Iraq.\"\n", + "exp = explainer.explain_instance(upt4, predictor, num_features=20, num_samples=2000)\n", + "exp.as_list()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "ede2760d-0e58-4779-83bb-6f94d053a7a0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + "
\n", + " \n", + " \n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "iraq = \"North Korea eats halal meat.\"\n", + "exp = explainer.explain_instance(iraq, predictor, num_features=20, num_samples=2000)\n", + "exp.show_in_notebook(text=iraq)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "7dd86b0b-497e-4f0b-bd28-aec1e6548663", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + "
\n", + " \n", + " \n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "iraq = \"North Korea serves halal meat.\"\n", + "exp = explainer.explain_instance(iraq, predictor, num_features=20, num_samples=2000)\n", + "exp.show_in_notebook(text=iraq)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0e8d3c98-d6a6-4189-ad69-f102964a7da4", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.8" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/NER-tweaks/.DS_Store b/NER-tweaks/.DS_Store new file mode 100644 index 0000000000000000000000000000000000000000..ca5d0e6e71945129431efcf086d0e96e397046d8 Binary files /dev/null and b/NER-tweaks/.DS_Store differ diff --git a/NER-tweaks/.ipynb_checkpoints/age-bias-checkpoint.jsonl b/NER-tweaks/.ipynb_checkpoints/age-bias-checkpoint.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..eeaf9815cb5bee30508d9ee2d06ec758e667281f --- /dev/null +++ b/NER-tweaks/.ipynb_checkpoints/age-bias-checkpoint.jsonl @@ -0,0 +1,32 @@ +{"label": "age", "pattern": [{"LOWER": "advanced"}], "id": "age-bias"} +{"label": "age", "pattern": [{"LOWER": "aged"}], "id": "age-bias"} +{"label": "age", "pattern": [{"LOWER": "ancient"}], "id": "age-bias"} +{"label": "age", "pattern": [{"LOWER": "antique"}], "id": "age-bias"} +{"label": "age", "pattern": [{"LOWER": "archaic"}], "id": "age-bias"} +{"label": "age", "pattern": [{"LOWER": "contemporary"}], "id": "age-bias"} +{"label": "age", "pattern": [{"LOWER": "current"}], "id": "age-bias"} +{"label": "age", "pattern": [{"LOWER": "frayed"}], "id": "age-bias"} +{"label": "age", "pattern": [{"LOWER": "fresh"}], "id": "age-bias"} +{"label": "age", "pattern": [{"LOWER": "grizzled"}], "id": "age-bias"} +{"label": "age", "pattern": [{"LOWER": "hoary"}], "id": "age-bias"} +{"label": "age", "pattern": [{"LOWER": "immature"}], "id": "age-bias"} +{"label": "age", "pattern": [{"LOWER": "juvenile"}], "id": "age-bias"} +{"label": "age", "pattern": [{"LOWER": "mature"}], "id": "age-bias"} +{"label": "age", "pattern": [{"LOWER": "modern"}], "id": "age-bias"} +{"label": "age", "pattern": [{"LOWER": "new"}], "id": "age-bias"} +{"label": "age", "pattern": [{"LOWER": "novel"}], "id": "age-bias"} +{"label": "age", "pattern": [{"LOWER": "obsolete"}], "id": "age-bias"} +{"label": "age", "pattern": [{"LOWER": "old"}], "id": "age-bias"} +{"label": "age", "pattern": [{"LOWER": "primordial"}], "id": "age-bias"} +{"label": "age", "pattern": [{"LOWER": "ragged"}], "id": "age-bias"} +{"label": "age", "pattern": [{"LOWER": 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"spicy"}], "id": "food-bias"} +{"label": "adjectives", "pattern": [{"LOWER": "edible"}], "id": "food-bias"} +{"label": "adjectives", "pattern": [{"LOWER": "nutritious"}], "id": "food-bias"} +{"label": "adjectives", "pattern": [{"LOWER": "citric"}], "id": "food-bias"} +{"label": "adjectives", "pattern": [{"LOWER": "cloying"}], "id": "food-bias"} +{"label": "adjectives", "pattern": [{"LOWER": "caramelized"}], "id": "food-bias"} diff --git a/NLselector.py b/NLselector.py new file mode 100644 index 0000000000000000000000000000000000000000..bd726f3dfdb77b0c2e839b5a72d2acfd1e930def --- /dev/null +++ b/NLselector.py @@ -0,0 +1,197 @@ +#Import the libraries we know we'll need for the Generator. +import pandas as pd, spacy, nltk, numpy as np, re +from spacy.matcher import Matcher +#!python -m spacy download en_core_web_md #Not sure if we need this so I'm going to keep it just in case +nlp = spacy.load("en_core_web_lg") +import altair as alt +import streamlit as st +from annotated_text import annotated_text as ant + +#Import the libraries to support the model and predictions. +from transformers import AutoTokenizer, AutoModelForSequenceClassification, TextClassificationPipeline +import lime +import torch +import torch.nn.functional as F +from lime.lime_text import LimeTextExplainer + +class_names = ['negative', 'positive'] +explainer = LimeTextExplainer(class_names=class_names) +tokenizer = AutoTokenizer.from_pretrained("distilbert-base-uncased-finetuned-sst-2-english") +model = AutoModelForSequenceClassification.from_pretrained("distilbert-base-uncased-finetuned-sst-2-english") +pipe = TextClassificationPipeline(model=model, tokenizer=tokenizer, return_all_scores=True) + +def predictor(texts): + outputs = model(**tokenizer(texts, return_tensors="pt", padding=True)) + probas = F.softmax(outputs.logits, dim=1).detach().numpy() + return probas + +@st.experimental_singleton +def critical_words(document, options=False): + if type(document) is not spacy.tokens.doc.Doc: + document = nlp(document) + chunks = list(document.noun_chunks) + pos_options = [] + lime_options = [] + + #Identify what the model cares about. + if options: + #Run Lime Setup code + exp = explainer.explain_instance(document.text, predictor, num_features=15, num_samples=2000) + lime_results = exp.as_list() + for feature in lime_results: + lime_options.append(feature[0]) + lime_results = pd.DataFrame(lime_results, columns=["Word","Weight"]) + + #Identify what we care about "parts of speech" + for chunk in chunks: + #The use of chunk[-1] is due to testing that it appears to always match the root + root = chunk[-1] + #This currently matches to a list I've created. I don't know the best way to deal with this so I'm leaving it as is for the moment. + if root.ent_type_: + cur_values = [] + if (len(chunk) > 1) and (chunk[-2].dep_ == "compound"): + #creates the compound element of the noun + compound = [x.text for x in chunk if x.dep_ == "compound"] + print(f"This is the contents of {compound} and it is {all(elem in lime_options for elem in compound)} that all elements are present in {lime_options}.") #for QA + #checks to see all elements in the compound are important to the model or use the compound if not checking importance. + if (all(elem in lime_options for elem in cur_values) and (options is True)) or ((options is False)): + #creates a span for the entirety of the compound noun and adds it to the list. + span = -1 * (1 + len(compound)) + pos_options.append(chunk[span:].text) + cur_values + [token.text for token in chunk if token.pos_ == "ADJ"] + else: + print(f"The elmenents in {compound} could not be added to the final list because they are not all relevant to the model.") + else: + cur_values = [token.text for token in chunk if (token.ent_type_) or (token.pos_ == "ADJ")] + if (all(elem in lime_options for elem in cur_values) and (options is True)) or ((options is False)): + pos_options.extend(cur_values) + print(f"From {chunk.text}, {cur_values} added to pos_options due to entity recognition.") #for QA + elif len(chunk) >= 1: + cur_values = [token.text for token in chunk if token.pos_ in ["NOUN","ADJ"]] + if (all(elem in lime_options for elem in cur_values) and (options is True)) or ((options is False)): + pos_options.extend(cur_values) + print(f"From {chunk.text}, {cur_values} added to pos_options due to wildcard.") #for QA + else: + print(f"No options added for \'{chunk.text}\' ") + # Here I am going to try to pick up pronouns, which are people, and Adjectival Compliments. + for token in document: + if (token.text not in pos_options) and ((token.text in lime_options) or (options == False)): + #print(f"executed {token.text} with {token.pos_} and {token.dep_}") #QA + if (token.pos_ == "ADJ") and (token.dep_ in ["acomp","conj"]): + pos_options.append(token.text) + elif (token.pos_ == "PRON") and (len(token.morph) !=0): + if (token.morph.get("PronType") == "Prs"): + pos_options.append(token.text) + + if options: + return pos_options, lime_results + else: + return pos_options + +# Return the Viz of elements critical to LIME. +def lime_viz(df): + if not isinstance(df, pd.DataFrame): + df = pd.DataFrame(df, columns=["Word","Weight"]) + single_nearest = alt.selection_single(on='mouseover', nearest=True) + viz = alt.Chart(df).encode( + alt.X('Weight:Q', scale=alt.Scale(domain=(-1, 1))), + alt.Y('Word:N', sort='x', axis=None), + color=alt.Color("Weight", scale=alt.Scale(scheme='blueorange', domain=[0], type="threshold", range='diverging'), legend=None), + tooltip = ("Word","Weight") + ).mark_bar().properties(title ="Importance of individual words") + + text = viz.mark_text( + fill="black", + align='right', + baseline='middle' + ).encode( + text='Word:N' + ) + limeplot = alt.LayerChart(layer=[viz,text], width = 300).configure_axis(grid=False).configure_view(strokeWidth=0) + return limeplot + +# Evaluate Predictions using the model and pipe. +def eval_pred(text, return_all = False): + '''A basic function for evaluating the prediction from the model and turning it into a visualization friendly number.''' + preds = pipe(text) + neg_score = -1 * preds[0][0]['score'] + sent_neg = preds[0][0]['label'] + pos_score = preds[0][1]['score'] + sent_pos = preds[0][1]['label'] + prediction = 0 + sentiment = '' + if pos_score > abs(neg_score): + prediction = pos_score + sentiment = sent_pos + elif abs(neg_score) > pos_score: + prediction = neg_score + sentiment = sent_neg + + if return_all: + return prediction, sentiment + else: + return prediction + +def construct_nlexp(text,sentiment,probability): + prob = str(np.round(100 * abs(probability),2)) + if sentiment == "NEGATIVE": + color_sent = ant('The model predicts the sentiment of the sentence you provided is ', (sentiment, "-", "#FFA44F"), ' with a probability of ', (prob, "neg", "#FFA44F"),"%.") + elif sentiment == "POSITIVE": + color_sent = ant('The model predicts the sentiment of the sentence you provided is ', (sentiment, "+", "#50A9FF"), ' with a probability of ', (prob, "pos", "#50A9FF"),"%.") + return color_sent + +def get_min_max(df, seed): + '''This function provides the alternatives with the highest spaCy similarity scores and the lowest similarity scores. As similarity is based on vectorization of words and documents this may not be the best way to identify bias. + + text2 = Most Similar + text3 = Least Similar''' + maximum = df[df['similarity'] < .9999].similarity.max() + text2 = df.loc[df['similarity'] == maximum, 'text'].iloc[0] + minimum = df[df['similarity'] > .0001].similarity.min() + text3 = df.loc[df['similarity'] == minimum, 'text'].iloc[0] + return text2, text3 + +# Inspired by https://stackoverflow.com/questions/17758023/return-rows-in-a-dataframe-closest-to-a-user-defined-number/17758115#17758115 +def abs_dif(df,seed): + '''This function enables a user to identify the alternative that is closest to the seed and farthest from the seed should that be the what they wish to display. + + text2 = Nearest Prediction + text3 = Farthest Prediction''' + target = df[df['Words'] == seed].pred.iloc[0] + sub_df = df[df['Words'] != seed].reset_index() + nearest_prediction = sub_df.pred[(sub_df.pred-target).abs().argsort()[:1]] + farthest_prediction = sub_df.pred[(sub_df.pred-target).abs().argsort()[-1:]] + text2 = sub_df.text.iloc[nearest_prediction.index[0]] + text3 = sub_df.text.iloc[farthest_prediction.index[0]] + return text2, text3 + +#@st.experimental_singleton #I've enabled this to prevent it from triggering every time the code runs... which could get very messy +def sampled_alts(df, seed, fixed=False): + '''This function enables a user to select an alternate way of choosing which counterfactuals are shown for MultiNLC, MultiNLC + Lime, and VizNLC. If you use this then you are enabling random sampling over other options (ex. spaCy similarity scores, or absolute difference). + + Both samples are random.''' + sub_df = df[df['Words'] != seed] + if fixed: + sample = sub_df.sample(n=2, random_state = 2052) + else: + sample = sub_df.sample(n=2) + text2 = sample.text.iloc[0] + text3 = sample.text.iloc[1] + return text2, text3 + +def gen_cf_country(df,_document,selection): + df['text'] = df.Words.apply(lambda x: re.sub(r'\b'+selection+r'\b',x,_document.text)) + df['pred'] = df.text.apply(eval_pred) + df['seed'] = df.Words.apply(lambda x: 'seed' if x == selection else 'alternative') + df['similarity'] = df.Words.apply(lambda x: nlp(selection).similarity(nlp(x))) + return df + + +def gen_cf_profession(df,_document,selection): + category = df.loc[df['Words'] == selection, 'Major'].iloc[0] + df = df[df.Major == category] + df['text'] = df.Words.apply(lambda x: re.sub(r'\b'+selection+r'\b',x,_document.text)) + df['pred'] = 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"develop": {} +} diff --git a/README OG.md b/README OG.md new file mode 100644 index 0000000000000000000000000000000000000000..7aa7225d020d2cbd9554797512f92ce299b70472 --- /dev/null +++ b/README OG.md @@ -0,0 +1,34 @@ +# NLC-Gen +### A Natural Language Counterfactual Generator for Exploring Bias in Sentiment Analysis Algorithms + +##### Overview +This project is an extension of [Interactive Model Cards](https://github.com/amcrisan/interactive-model-cards). It focuses on providing a person more ways to explore the bias of a model through the generation of alternatives (technically [counterfactuals](https://plato.stanford.edu/entries/counterfactuals/#WhatCoun)). We believe the use of alternatives people can better understand the limitations of a model and develop productive skepticism around its usage and trustworthiness. + +##### Set up + +Download the files from Github then perform the commands below in +```sh +cd NLC-Gen +pipenv install +pipenv shell +python -m spacy download en_core_web_lg +streamlit run NLC-app.py +``` + +##### Known Limitations +* Words not in the spaCy vocab for `en_core_web_lg` won't have vectors and so won't have the ability to create similarity scores. +* WordNet provides many limitations due to its age and lack of funding for ongoing maintenance. It provides access to a large variety of the English language but certain words simply do not exist. +* There are currently only 2 lists (Countries and Professions). We would like to find community curated lists for: Race, Sexual Orientation and Gender Identity (SOGI), Religion, age, and protected status. + + +##### Key Dependencies and Packages + +1. [Hugging Face Transformers](https://huggingface.co/) - the model we've designed this iteration for is hosted on hugging face. It is: [distilbert-base-uncased-finetuned-sst-2-english](https://huggingface.co/distilbert-base-uncased-finetuned-sst-2-english). +2. [Streamlit](https://streamlit.io) - This is the library we're using to build the prototype app because it is easy to stand up and quick to fix. +3. [spaCy](https://spacy.io) - This is the main NLP Library we're using and it runs most of the text manipulation we're doing as part of the project. +4. [NLTK + WordNet](https://www.nltk.org/howto/wordnet.html) - This is the initial lexical database we're using because it is accessible directly through Python and it is free. We will be considering a move to [ConceptNet](https://conceptnet.io/) for future iterations based on better lateral movement across edges. +5. [Lime](https://github.com/marcotcr/lime) - We chose Lime over Shap because Lime has more of the functionality we need. Shap appears to provide greater performance but is not as easily suited to our original designs. +6. [Altair](https://altair-viz.github.io/user_guide/encoding.html) - We're using Altair because it's well integrated into Streamlit. + + + diff --git a/VizNLC-duct-tape-pipeline.ipynb b/VizNLC-duct-tape-pipeline.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..08ee3ceb9b28c1c842219130c59d6b1278d95611 --- /dev/null +++ b/VizNLC-duct-tape-pipeline.ipynb @@ -0,0 +1,934 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "8ea54fcd-ef4a-42cb-ae26-cbdc6f6ffc64", + "metadata": { + "tags": [] + }, + "source": [ + "# Duct Tape Pipeline\n", + "To explore how users may interact with interactive visualizations of counterfactuals for evolving the Interactive Model Card, we will need to first find a way to generate counterfactuals based on a given input. We want the user to be able to provide their input and direct the system to generate counterfactuals based on a part of speech that is significant to the model. The system should then provide a data frame of counterfactuals to be used in an interactive visualization. Below is an example wireframe of the experience based on previous research.\n", + "\n", + "![wireframe](Assets/VizNLC-Wireframe-example.png)\n", + "\n", + "## Goals of this notebook\n", + "* Test which libraries (Ex. [spaCy](https://spacy.io/) and [NLTK](https://www.nltk.org/)) will work\n", + "* Identify defaults to use\n", + "* Build a rudimentary script for generating counterfactuals from user input\n", + "* Ensure the counterfactuals are in a useable format for visualization" + ] + }, + { + "cell_type": "markdown", + "id": "736e6375-dd6d-4188-b8b1-92bded2bcd02", + "metadata": {}, + "source": [ + "## Loading the libraries and models" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "7f581785-e642-4f74-9f67-06a63820eaf2", + "metadata": {}, + "outputs": [], + "source": [ + "#Import the libraries we know we'll need for the Generator.\n", + "import pandas as pd, spacy, nltk, numpy as np\n", + "from spacy import displacy\n", + "from spacy.matcher import Matcher\n", + "#!python -m spacy download en_core_web_sm\n", + "nlp = spacy.load(\"en_core_web_sm\")\n", + "lemmatizer = nlp.get_pipe(\"lemmatizer\")\n", + "\n", + "#Import the libraries to support the model, predictions, and LIME.\n", + "from transformers import AutoTokenizer, AutoModelForSequenceClassification, TextClassificationPipeline\n", + "import lime\n", + "import torch\n", + "import torch.nn.functional as F\n", + "from lime.lime_text import LimeTextExplainer\n", + "\n", + "#Import the libraries for generating interactive visualizations.\n", + "import altair as alt" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "cbe2b292-e33e-4915-8e61-bba5327fb643", + "metadata": {}, + "outputs": [], + "source": [ + "#Defining all necessary variables and instances.\n", + "tokenizer = AutoTokenizer.from_pretrained(\"distilbert-base-uncased-finetuned-sst-2-english\")\n", + "model = AutoModelForSequenceClassification.from_pretrained(\"distilbert-base-uncased-finetuned-sst-2-english\")\n", + "class_names = ['negative', 'positive']\n", + "explainer = LimeTextExplainer(class_names=class_names)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "197c3e26-0fdf-49c6-9135-57f1fd55d3e3", + "metadata": {}, + "outputs": [], + "source": [ + "#Defining a Predictor required for LIME to function.\n", + "def predictor(texts):\n", + " outputs = model(**tokenizer(texts, return_tensors=\"pt\", padding=True))\n", + " probas = F.softmax(outputs.logits, dim=1).detach().numpy()\n", + " return probas" + ] + }, + { + "cell_type": "markdown", + "id": "e731dcbb-4fcf-41c6-9493-edef02fdb1b6", + "metadata": {}, + "source": [ + "## Exploring concepts to see what might work\n", + "To begin building the pipeline I started by identifying whether or not I needed to build my own matcher or if spaCy has something built in that would allow us to make it easier. Having to build our own matcher, to account for each of the possible patterns, would be exceptionally cumbersome with all of the variations we need to look out for. Instead, I found that using the built in `noun_chunks` attribute allows for a simplification to the parts of speech we most care about. \n", + "* I built a few helper functions from tutorials to explore the parts-of-speech within given sentences and the way `noun_chunks` work\n", + "* I explore dusing `displacy` as a means of visualizing sentences to call out what the pre-trained models already understand" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1f2eca3c-525c-4e29-8cc1-c87e89a3fadf", + "metadata": {}, + "outputs": [], + "source": [ + "#A quick test of Noun Chunks\n", + "text = \"The movie was filmed in New Zealand.\"\n", + "doc = nlp(text)\n", + "def n_chunk(doc):\n", + " for chunk in doc.noun_chunks:\n", + " print(f\"Text: {chunk.text:<12}| Root:{chunk.root.text:<12}| Root Dependency: {chunk.root.dep_:<12}| Root Head: {chunk.root.head.text:<12}\")\n", + "n_chunk(doc)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "98978c29-a39c-48e3-bdbb-b74388ded6bc", + "metadata": {}, + "outputs": [], + "source": [ + "#The user will need to enter text. For now, we're going to provide a series of sentences generated to have things we care about. For clarity \"upt\" means \"user provide text\".\n", + "upt1 = \"I like movies starring black actors.\"\n", + "upt2 = \"I am a black trans-woman.\"\n", + "upt3 = \"Native Americans deserve to have their land back.\"\n", + "upt4 = \"This movie was filmed in Iraq.\"\n", + "\n", + "#Here I provide a larger text with mixed messages one sentence per line.\n", + "text1 = (\n", + "\"I like movies starring black actors.\"\n", + "\"I am a black trans-woman.\"\n", + "\"Native Americans deserve to have their land back.\"\n", + "\"This movie was filmed in Iraq.\"\n", + "\"The Chinese cat and the African bat walked into a Jamaican bar.\"\n", + "\"There once was a flexible pole that met an imovable object.\"\n", + "\"A Catholic nun, a Buddhist monk, a satanic cultist, and a Wiccan walk into your garage.\")\n", + "\n", + "doc1 = nlp(upt1)\n", + "doc2 = nlp(upt2)\n", + "doc3 = nlp(upt3)\n", + "doc4 = nlp(upt4)\n", + "doct = nlp(text1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "38023eca-b224-412d-aa71-02bd694530e0", + "metadata": {}, + "outputs": [], + "source": [ + "#Using displacy to explore how the NLP model views sentences.\n", + "displacy.render(doc, style=\"ent\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c28edec8-dc30-4ef9-8c1e-131b0e1b1a45", + "metadata": {}, + "outputs": [], + "source": [ + "#Another visual for understanding how the model views sentences.\n", + "displacy.render(doc, style=\"dep\")" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "dd0d5f8e-ee80-48f7-be92-effa5f84c723", + "metadata": {}, + "outputs": [], + "source": [ + "#A simple token to print out the \n", + "def text_pos(doc):\n", + " for token in doc:\n", + " # Get the token text, part-of-speech tag and dependency label\n", + " token_text = token.text\n", + " token_pos = token.pos_\n", + " token_dep = token.dep_\n", + " token_ent = token.ent_type_\n", + " token_morph = token.morph\n", + " # This is for formatting only\n", + " print(f\"Text: {token_text:<12}| Part of Speech: {token_pos:<10}| Dependency: {token_dep:<10}| Entity: {token_ent:<10} | Morph: {token_morph}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "5dfee095-3852-4dba-a7dc-5519e8ec6eaa", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Text: Who | Part of Speech: PRON | Dependency: nsubj | Entity: | Morph: \n", + "Text: put | Part of Speech: VERB | Dependency: ROOT | Entity: | Morph: Tense=Past|VerbForm=Fin\n", + "Text: a | Part of Speech: DET | Dependency: det | Entity: | Morph: Definite=Ind|PronType=Art\n", + "Text: tiny | Part of Speech: ADJ | Dependency: amod | Entity: | Morph: Degree=Pos\n", + "Text: pickle | Part of Speech: NOUN | Dependency: dobj | Entity: | Morph: Number=Sing\n", + "Text: in | Part of Speech: ADP | Dependency: prep | Entity: | Morph: \n", + "Text: the | Part of Speech: DET | Dependency: det | Entity: | Morph: Definite=Def|PronType=Art\n", + "Text: jar | Part of Speech: NOUN | Dependency: pobj | Entity: | Morph: Number=Sing\n" + ] + } + ], + "source": [ + "x = nlp(\"Who put a tiny pickle in the jar\")\n", + "text_pos(x)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "2485d88d-2dd4-4fa3-9d62-4dcbec4e9138", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(x[0].morph)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "013af6ac-f7d1-41d2-a601-b0f9a4870815", + "metadata": {}, + "outputs": [], + "source": [ + "#Instantiate a matcher and use it to test some patterns.\n", + "matcher = Matcher(nlp.vocab)\n", + "pattern = [{\"ENT_TYPE\": {\"IN\":[\"NORP\",\"GPE\"]}}]\n", + "matcher.add(\"proper_noun\", [pattern])\n", + "pattern_test = [{\"DEP\": \"amod\"},{\"DEP\":\"attr\"},{\"TEXT\":\"-\"},{\"DEP\":\"attr\",\"OP\":\"+\"}]\n", + "matcher.add(\"amod_attr\",[pattern_test])\n", + "pattern_an = [{\"DEP\": \"amod\"},{\"POS\":{\"IN\":[\"NOUN\",\"PROPN\"]}},{\"DEP\":{\"NOT_IN\":[\"attr\"]}}]\n", + "matcher.add(\"amod_noun\", [pattern_an])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f6ac821d-7b56-446e-b9ca-42a5f5afd198", + "metadata": {}, + "outputs": [], + "source": [ + "def match_this(matcher, doc):\n", + " matches = matcher(doc)\n", + " for match_id, start, end in matches:\n", + " matched_span = doc[start:end]\n", + " print(f\"Mached {matched_span.text} by the rule {nlp.vocab.strings[match_id]}.\")\n", + " return matches" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "958e4dc8-6652-4f32-b7ae-6aa5ee287cf7", + "metadata": {}, + "outputs": [], + "source": [ + "match_this(matcher, doct)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5bf40fa5-b636-47f7-98b2-e872c78e7114", + "metadata": {}, + "outputs": [], + "source": [ + "text_pos(doc3)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c5365304-5edb-428d-abf5-d579dcfbc269", + "metadata": {}, + "outputs": [], + "source": [ + "n_chunk(doc3)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b7f3d3c8-65a1-433f-a47c-adcaaa2353e2", + "metadata": {}, + "outputs": [], + "source": [ + "displacy.render(doct, style=\"ent\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "84df8e30-d142-4e5b-b3a9-02e3133ceba9", + "metadata": {}, + "outputs": [], + "source": [ + "txt = \"Savannah is a city in Georgia, in the United States\"\n", + "doc = nlp(txt)\n", + "displacy.render(doc, style=\"ent\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4a85f713-92bc-48ba-851e-de627d7e8c77", + "metadata": {}, + "outputs": [], + "source": [ + "displacy.render(doc2, style='dep')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "032f1134-7560-400b-824b-bc0196058b66", + "metadata": {}, + "outputs": [], + "source": [ + "n_chunk(doct)" + ] + }, + { + "cell_type": "markdown", + "id": "188044a1-4cf4-4141-a520-c5f11198aed8", + "metadata": {}, + "source": [ + "* The Model does not recognize `wiccan` as a NORP but it will recognize `Wiccan` as NORP\n", + "* The Model does not know what to do with `-` and makes a mess of `trans-woman` because of this" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2dc82250-e26e-49d5-a7f2-d4eeda170e4e", + "metadata": {}, + "outputs": [], + "source": [ + "chunks = list(doc1.noun_chunks)\n", + "print(chunks[-1][-2].pos_)" + ] + }, + { + "cell_type": "markdown", + "id": "c23d48c4-f5ab-4428-9244-0786e9903a8e", + "metadata": {}, + "source": [ + "## Building the Duct-Tape Pipeline cell-by-cell" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7ed22421-4401-482e-b54a-ee70d3187037", + "metadata": {}, + "outputs": [], + "source": [ + "#Lists of important words\n", + "gender = [\"man\", \"woman\",\"girl\",\"boy\",\"male\",\"female\",\"husband\",\"wife\",\"girlfriend\",\"boyfriend\",\"brother\",\"sister\",\"aunt\",\"uncle\",\"grandma\",\"grandpa\",\"granny\",\"granps\",\"grandmother\",\"grandfather\",\"mama\",\"dada\",\"Ma\",\"Pa\",\"lady\",\"gentleman\"]\n", + "#consider pulling ethnicities from https://github.com/cgio/global-ethnicities" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8b02a5d4-8a6b-4e5e-8f15-4f9182fe341f", + "metadata": {}, + "outputs": [], + "source": [ + "def select_crit(document, options=False, limelist=False):\n", + " '''This function is meant to select the critical part of a sentence. Critical, in this context means\n", + " the part of the sentence that is either: A) a PROPN from the correct entity group; B) an ADJ associated with a NOUN;\n", + " C) a NOUN that represents gender. It also checks this against what the model thinks is important if the user defines \"options\" as \"LIME\" or True.'''\n", + " chunks = list(document.noun_chunks)\n", + " pos_options = []\n", + " lime_options = []\n", + " \n", + " #Identify what the model cares about.\n", + " if options:\n", + " exp = explainer.explain_instance(document.text, predictor, num_features=20, num_samples=2000)\n", + " results = exp.as_list()[:10]\n", + " #prints the results from lime for QA.\n", + " if limelist == True:\n", + " print(results)\n", + " for feature in results:\n", + " lime_options.append(feature[0])\n", + " \n", + " #Identify what we care about \"parts of speech\"\n", + " for chunk in chunks:\n", + " #The use of chunk[-1] is due to testing that it appears to always match the root\n", + " root = chunk[-1]\n", + " #This currently matches to a list I've created. I don't know the best way to deal with this so I'm leaving it as is for the moment.\n", + " if root.text.lower() in gender:\n", + " cur_values = [token.text for token in chunk if token.pos_ in [\"NOUN\",\"ADJ\"]]\n", + " if (all(elem in lime_options for elem in cur_values) and ((options == \"LIME\") or (options == True))) or ((options != \"LIME\") and (options != True)):\n", + " pos_options.extend(cur_values)\n", + " #print(f\"From {chunk.text}, {cur_values} added to pos_options due to gender.\") #for QA\n", + " #This is currently set to pick up entities in a particular set of groups (which I recently expanded). Should it just pick up all named entities?\n", + " elif root.ent_type_ in [\"GPE\",\"NORP\",\"DATE\",\"EVENT\"]:\n", + " cur_values = []\n", + " if (len(chunk) > 1) and (chunk[-2].dep_ == \"compound\"):\n", + " #creates the compound element of the noun\n", + " compound = [x.text for x in chunk if x.dep_ == \"compound\"]\n", + " print(f\"This is the contents of {compound} and it is {all(elem in lime_options for elem in compound)} that all elements are present in {lime_options}.\") #for QA\n", + " #checks to see all elements in the compound are important to the model or use the compound if not checking importance.\n", + " if (all(elem in lime_options for elem in compound) and ((options == \"LIME\") or (options == True))) or ((options != \"LIME\") and (options != True)):\n", + " #creates a span for the entirety of the compound noun and adds it to the list.\n", + " span = -1 * (1 + len(compound))\n", + " pos_options.append(chunk[span:].text)\n", + " cur_values + [token.text for token in chunk if token.pos_ == \"ADJ\"]\n", + " else: \n", + " cur_values = [token.text for token in chunk if (token.ent_type_ in [\"GPE\",\"NORP\",\"DATE\",\"EVENT\"]) or (token.pos_ == \"ADJ\")]\n", + " if (all(elem in lime_options for elem in cur_values) and ((options == \"LIME\") or (options == True))) or ((options != \"LIME\") and (options != True)):\n", + " pos_options.extend(cur_values)\n", + " print(f\"From {chunk.text}, {cur_values} and {pos_options} added to pos_options due to entity recognition.\") #for QA\n", + " elif len(chunk) > 1:\n", + " cur_values = [token.text for token in chunk if token.pos_ in [\"NOUN\",\"ADJ\"]]\n", + " if (all(elem in lime_options for elem in cur_values) and ((options == \"LIME\") or (options == True))) or ((options != \"LIME\") and (options != True)):\n", + " pos_options.extend(cur_values)\n", + " print(f\"From {chunk.text}, {cur_values} added to pos_options due to wildcard.\") #for QA\n", + " else:\n", + " print(f\"No options added for \\'{chunk.text}\\' \")\n", + " \n", + " #Return the correct set of options based on user input, defaults to POS for simplicity.\n", + " if options == \"LIME\":\n", + " return lime_options\n", + " else:\n", + " return pos_options" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "fa95e9fe-36ea-4b95-ab51-6bb82f745c23", + "metadata": {}, + "outputs": [], + "source": [ + "#Testing a method to make sure I had the ability to match one list inside the other. Now incorporated in the above function's logic.\n", + "one = ['a','b','c']\n", + "two = ['a','c']\n", + "all(elem in one for elem in two)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d43e202e-64b9-4cea-b117-82492c9ee5f4", + "metadata": {}, + "outputs": [], + "source": [ + "#Test to make sure all three options work\n", + "pos4 = select_crit(doc4)\n", + "lime4 = select_crit(doc4,options=\"LIME\")\n", + "final4 = select_crit(doc4,options=True,limelist=True)\n", + "print(pos4, lime4, final4)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5623015e-fdb2-44f0-b5ac-812203b639b3", + "metadata": {}, + "outputs": [], + "source": [ + "#This is a test to make sure compounds of any length are captured. \n", + "txt = \"I went to Papua New Guinea for Christmas Eve and New Years.\"\n", + "doc_t = nlp(txt)\n", + "select_crit(doc_t)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "58be22eb-a5c3-4a01-820b-45d190fce52d", + "metadata": {}, + "outputs": [], + "source": [ + "#Test to make sure all three options work. A known issue is that if we combine the compounds then they will not end up in the final_options...\n", + "pos_t = select_crit(doc_t)\n", + "lime_t = select_crit(doc_t,options=\"LIME\")\n", + "final_t = select_crit(doc_t,options=True,limelist=True)\n", + "print(pos_t, lime_t, final_t)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1158de94-1472-4001-b3a1-42a488bcb20f", + "metadata": {}, + "outputs": [], + "source": [ + "select_crit(doc_t,options=True)" + ] + }, + { + "cell_type": "markdown", + "id": "05063ede-422f-4536-8408-ceb5441adbe8", + "metadata": {}, + "source": [ + "> Note `Papua` and `Eve` have such low impact on the model that they do not always appear... so there will always be limitations to matching." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2c7c1ca9-4962-4fbe-b18b-1e20a223aff9", + "metadata": {}, + "outputs": [], + "source": [ + "select_crit(doc_t,options=\"LIME\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c70387a5-c431-43a5-a3b8-7533268a94e3", + "metadata": {}, + "outputs": [], + "source": [ + "displacy.render(doc_t, style=\"ent\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4b92d276-7d67-4c1c-940b-d3b2dcc756b9", + "metadata": {}, + "outputs": [], + "source": [ + "#This run clearly indicates that this pipeline from spaCy does not know what to do with hyphens(\"-\") and that we need to be aware of that.\n", + "choices = select_crit(doct)\n", + "choices" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ea6b29d0-d0fa-4eb3-af9c-970759124145", + "metadata": {}, + "outputs": [], + "source": [ + "user_choice = choices[2]\n", + "matcher2 = Matcher(nlp.vocab)\n", + "pattern = [{\"TEXT\": user_choice}]\n", + "matcher2.add(\"user choice\", [pattern])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d32754b8-f1fa-4781-a6b0-829ad7ec2e50", + "metadata": {}, + "outputs": [], + "source": [ + "#consider using https://github.com/writerai/replaCy instead\n", + "match_id, start, end = match_this(matcher2,doc2)[0]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a0362734-020b-49ad-b566-fdc7196e705c", + "metadata": {}, + "outputs": [], + "source": [ + "docx = doc2.text.replace(user_choice,\"man\")\n", + "docx" + ] + }, + { + "cell_type": "markdown", + "id": "bf0512b6-336e-4842-9bde-34e03a1ca7c6", + "metadata": {}, + "source": [ + "### Testing predictions and visualization\n", + "Here I will attempt to import the model from huggingface, generate predictions for each of the sentences, and then visualize those predictions into a dot plot. If I can get this to work then I will move on to testing a full pipeline for letting the user pick which part of the sentence they wish to generate counterfactuals for." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e0bd4134-3b22-4ae8-870c-3a66c1cf8b23", + "metadata": {}, + "outputs": [], + "source": [ + "#Testing to see how to get predictions from the model. Ultimately, this did not work.\n", + "token = tokenizer(upt4, return_tensors=\"pt\")\n", + "labels = torch.tensor([1]).unsqueeze(0) # Batch size 1\n", + "outputs = model(**token, labels=labels)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "74c639bb-e74a-4a46-8047-3552265ae6a4", + "metadata": {}, + "outputs": [], + "source": [ + "#Discovering that there's a pipeline specifically to provide scores. \n", + "#I used it to get a list of lists of dictionaries that I can then manipulate to calculate the proper prediction score.\n", + "pipe = TextClassificationPipeline(model=model, tokenizer=tokenizer, return_all_scores=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8e1ff15d-0fb9-475b-bd24-4548c0782343", + "metadata": {}, + "outputs": [], + "source": [ + "preds = pipe(upt4)\n", + "print(preds[0][0])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d8abb9ca-36cf-441a-9236-1f7e44331b53", + "metadata": {}, + "outputs": [], + "source": [ + "score_1 = preds[0][0]['score']\n", + "score_2 = (score_1 - .5) * 2\n", + "print(score_1, score_2)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8726a284-99bd-47f1-9756-1c3ae603db10", + "metadata": {}, + "outputs": [], + "source": [ + "def eval_pred(text):\n", + " '''A basic function for evaluating the prediction from the model and turning it into a visualization friendly number.'''\n", + " preds = pipe(text)\n", + " neg_score = preds[0][0]['score']\n", + " pos_score = preds[0][1]['score']\n", + " if pos_score >= neg_score:\n", + " return pos_score\n", + " if neg_score >= pos_score:\n", + " return -1 * neg_score" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f38f5061-f30a-4c81-9465-37951c3ad9f4", + "metadata": {}, + "outputs": [], + "source": [ + "def eval_pred_test(text, return_all = False):\n", + " '''A basic function for evaluating the prediction from the model and turning it into a visualization friendly number.'''\n", + " preds = pipe(text)\n", + " neg_score = -1 * preds[0][0]['score']\n", + " sent_neg = preds[0][0]['label']\n", + " pos_score = preds[0][1]['score']\n", + " sent_pos = preds[0][1]['label']\n", + " prediction = 0\n", + " sentiment = ''\n", + " if pos_score > abs(neg_score):\n", + " prediction = pos_score\n", + " sentiment = sent_pos\n", + " elif abs(neg_score) > pos_score:\n", + " prediction = neg_score\n", + " sentiment = sent_neg\n", + " \n", + " if return_all:\n", + " return prediction, sentiment\n", + " else:\n", + " return prediction" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "abd5dd8c-8cff-4865-abf1-f5a744f2203b", + "metadata": {}, + "outputs": [], + "source": [ + "score = eval_pred(upt4)\n", + "og_data = {'Country': ['Iraq'], 'Continent': ['Asia'], 'text':[upt4], 'pred':[score]}\n", + "og_df = pd.DataFrame(og_data)\n", + "og_df" + ] + }, + { + "cell_type": "markdown", + "id": "8b349a87-fe83-4045-a63a-d054489bb461", + "metadata": {}, + "source": [ + "## Load the dummy countries I created to test generating counterfactuals\n", + "I decided to test the pipeline with a known problem space. Taking the text from Aurélien Géron's observations in twitter, I built a built a small scale test using the learnings I had to prove that we can identify a particular part of speech, use it to generate counterfactuals, and then build a visualization off it." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "46ab3332-964c-449f-8cef-a9ff7df397a4", + "metadata": {}, + "outputs": [], + "source": [ + "#load my test data from https://github.com/dbouquin/IS_608/blob/master/NanosatDB_munging/Countries-Continents.csv\n", + "df = pd.read_csv(\"Assets/Countries/countries.csv\")\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "51c75894-80af-4625-8ce8-660e500b496b", + "metadata": {}, + "outputs": [], + "source": [ + "#Note: we will need to build the function that lets the user choose from the options available. For now I have hard coded it as \"selection\", from \"user_options\".\n", + "user_options = select_crit(doc4)\n", + "print(user_options)\n", + "selection = user_options[1]\n", + "selection" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3d6419f1-bf7d-44bc-afb8-ac26ef9002df", + "metadata": {}, + "outputs": [], + "source": [ + "#Create a function that generates the counterfactuals within a data frame.\n", + "def gen_cf_country(df,document,selection):\n", + " df['text'] = df.Country.apply(lambda x: document.text.replace(selection,x))\n", + " df['prediction'] = df.text.apply(eval_pred_test)\n", + " #added this because I think it will make the end results better if we ensure the seed is in the data we generate counterfactuals from.\n", + " df['seed'] = df.Country.apply(lambda x: 'seed' if x == selection else 'alternative')\n", + " return df\n", + "\n", + "df = gen_cf_country(df,doc4,selection)\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "aec241a6-48c3-48c6-9e7f-d22612eaedff", + "metadata": {}, + "outputs": [], + "source": [ + "#Display Counterfactuals and Original in a layered chart. I couldn't get this to provide a legend.\n", + "og = alt.Chart(og_df).encode(\n", + " x='Continent:N',\n", + " y='pred:Q'\n", + ").mark_square(color='green', size = 200, opacity=.5)\n", + "\n", + "cf = alt.Chart(df).encode(\n", + " x='Continent:N', # specify nominal data\n", + " y='prediction:Q', # specify quantitative data\n", + ").mark_circle(color='blue', size=50, opacity =.25)\n", + "\n", + "alt_plot = alt.LayerChart(layer=[cf,og], width = 300)\n", + "alt_plot" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ecb9dd41-2fab-49bd-bae5-30300ce39e41", + "metadata": {}, + "outputs": [], + "source": [ + "single_nearest = alt.selection_single(on='mouseover', nearest=True)\n", + "full = alt.Chart(df).encode(\n", + " alt.X('Continent:N'), # specify nominal data\n", + " alt.Y('prediction:Q'), # specify quantitative data\n", + " color=alt.Color('seed:N', legend=alt.Legend(title=\"Seed or Alternative\")),\n", + " size=alt.Size('seed:N', alt.scale(domain=[50,100])),\n", + " tooltip=('Country','prediction')\n", + ").mark_circle(opacity=.5).properties(width=300).add_selection(single_nearest)\n", + "\n", + "full" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "56bc30d7-03a5-43ff-9dfe-878197628305", + "metadata": {}, + "outputs": [], + "source": [ + "df2 = df.nlargest(5, 'prediction')\n", + "df3 = df.nsmallest(5, 'prediction')\n", + "frames = [df2,df3]\n", + "results = pd.concat(frames)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1610bb48-c9b9-4bee-bcb5-999886acb9e3", + "metadata": {}, + "outputs": [], + "source": [ + "bar = alt.Chart(results).encode( \n", + " alt.X('prediction:Q'), \n", + " alt.Y('Country:N', sort=\"-x\"),\n", + " color=alt.Color('seed:N', legend=alt.Legend(title=\"Seed or Alternative\")),\n", + " size='seed:N',\n", + " tooltip=('Country','prediction')\n", + ").mark_circle().properties(width=300).add_selection(single_nearest)\n", + "\n", + "bar" + ] + }, + { + "cell_type": "markdown", + "id": "84c40b74-95be-4c19-bd57-74e6004b950c", + "metadata": {}, + "source": [ + "#### QA" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7d15c7d8-9fdb-4c5b-84fa-599839cbceac", + "metadata": {}, + "outputs": [], + "source": [ + "qa_txt = \"They serve halal food in Iraq and Egypt.\"\n", + "qa_doc = nlp(qa_txt)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d6956ddf-9287-419a-bb08-a3618f77700a", + "metadata": {}, + "outputs": [], + "source": [ + "displacy.render(qa_doc, style=\"dep\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "88768d68-fe44-49ab-ac12-d41e6716b3b3", + "metadata": {}, + "outputs": [], + "source": [ + "select_crit(qa_doc)" + ] + }, + { + "cell_type": "markdown", + "id": "7bbc6c2e-df5d-4076-8532-8648fd818be4", + "metadata": {}, + "source": [ + "# NLC-Gen\n", + "### A Natural Language Counterfactual Generator for Exploring Bias in Sentiment Analysis Algorithms\n", + "\n", + "##### Overview\n", + "This project is an extension of [Interactive Model Cards](https://github.com/amcrisan/interactive-model-cards). It focuses on providing a person more ways to explore the bias of a model through the generation of alternatives (technically [counterfactuals](https://plato.stanford.edu/entries/counterfactuals/#WhatCoun)). We believe the use of alternatives people can better understand the limitations of a model and develop productive skepticism around its usage and trustworthiness.\n", + "\n", + "##### Set up\n", + "\n", + "Download the files from Github then perform the commands below in \n", + "```sh\n", + "cd NLC-Gen\n", + "pipenv install\n", + "pipenv shell\n", + "python -m spacy download en_core_web_lg\n", + "streamlit run NLC-app.py\n", + "```\n", + "\n", + "##### Known Limitations\n", + "* Words not in the spaCy vocab for `en_core_web_lg` won't have vectors and so won't have the ability to create similarity scores.\n", + "* WordNet provides many limitations due to its age and lack of funding for ongoing maintenance. It provides access to a large variety of the English language but certain words simply do not exist.\n", + "* There are currently only 2 lists (Countries and Professions). We would like to find community curated lists for: Race, Sexual Orientation and Gender Identity (SOGI), Religion, age, and protected status.\n", + "\n", + "\n", + "##### Key Dependencies and Packages\n", + "\n", + "1. [Hugging Face Transformers](https://huggingface.co/) - the model we've designed this iteration for is hosted on hugging face. It is: [distilbert-base-uncased-finetuned-sst-2-english](https://huggingface.co/distilbert-base-uncased-finetuned-sst-2-english).\n", + "2. [Streamlit](https://streamlit.io) - This is the library we're using to build the prototype app because it is easy to stand up and quick to fix.\n", + "3. [spaCy](https://spacy.io) - This is the main NLP Library we're using and it runs most of the text manipulation we're doing as part of the project.\n", + "4. [NLTK + WordNet](https://www.nltk.org/howto/wordnet.html) - This is the initial lexical database we're using because it is accessible directly through Python and it is free. We will be considering a move to [ConceptNet](https://conceptnet.io/) for future iterations based on better lateral movement across edges.\n", + "5. [Lime](https://github.com/marcotcr/lime) - We chose Lime over Shap because Lime has more of the functionality we need. Shap appears to provide greater performance but is not as easily suited to our original designs.\n", + "6. [Altair](https://altair-viz.github.io/user_guide/encoding.html) - We're using Altair because it's well integrated into Streamlit.\n", + "\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "fa224bed-3630-4485-8dbc-670aaf5e6b0a", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.8" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/VizNLC-gen-pipeline.ipynb b/VizNLC-gen-pipeline.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..03cd37a1e0a9bef6ffb747a552a251c8647b4311 --- /dev/null +++ b/VizNLC-gen-pipeline.ipynb @@ -0,0 +1,1175 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "8ea54fcd-ef4a-42cb-ae26-cbdc6f6ffc64", + "metadata": { + "tags": [] + }, + "source": [ + "# Duct Tape Pipeline\n", + "To explore how users may interact with interactive visualizations of counterfactuals for evolving the Interactive Model Card, we will need to first find a way to generate counterfactuals based on a given input. We want the user to be able to provide their input and direct the system to generate counterfactuals based on a part of speech that is significant to the model. The system should then provide a data frame of counterfactuals to be used in an interactive visualization. Below is an example wireframe of the experience based on previous research.\n", + "\n", + "![wireframe](Assets/VizNLC-Wireframe-example.png)\n", + "\n", + "## Goals of this notebook\n", + "* Clean up the flow in the \"duct tape pipeline\".\n", + "* See if I can extract the LIME list for visualization" + ] + }, + { + "cell_type": "markdown", + "id": "736e6375-dd6d-4188-b8b1-92bded2bcd02", + "metadata": {}, + "source": [ + "## Loading the libraries and models" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "7f581785-e642-4f74-9f67-06a63820eaf2", + "metadata": {}, + "outputs": [], + "source": [ + "#Import the libraries we know we'll need for the Generator.\n", + "import pandas as pd, spacy, nltk, numpy as np\n", + "from spacy import displacy\n", + "from spacy.matcher import Matcher\n", + "#!python -m spacy download en_core_web_sm\n", + "nlp = spacy.load(\"en_core_web_md\")\n", + "lemmatizer = nlp.get_pipe(\"lemmatizer\")\n", + "\n", + "#Import the libraries to support the model, predictions, and LIME.\n", + "from transformers import AutoTokenizer, AutoModelForSequenceClassification, TextClassificationPipeline\n", + "import lime\n", + "import torch\n", + "import torch.nn.functional as F\n", + "from lime.lime_text import LimeTextExplainer\n", + "\n", + "#Import the libraries for generating interactive visualizations.\n", + "import altair as alt" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "cbe2b292-e33e-4915-8e61-bba5327fb643", + "metadata": {}, + "outputs": [], + "source": [ + "#Defining all necessary variables and instances.\n", + "tokenizer = AutoTokenizer.from_pretrained(\"distilbert-base-uncased-finetuned-sst-2-english\")\n", + "model = AutoModelForSequenceClassification.from_pretrained(\"distilbert-base-uncased-finetuned-sst-2-english\")\n", + "class_names = ['negative', 'positive']\n", + "explainer = LimeTextExplainer(class_names=class_names)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "197c3e26-0fdf-49c6-9135-57f1fd55d3e3", + "metadata": {}, + "outputs": [], + "source": [ + "#Defining a Predictor required for LIME to function.\n", + "def predictor(texts):\n", + " outputs = model(**tokenizer(texts, return_tensors=\"pt\", padding=True))\n", + " probas = F.softmax(outputs.logits, dim=1).detach().numpy()\n", + " return probas" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "013af6ac-f7d1-41d2-a601-b0f9a4870815", + "metadata": {}, + "outputs": [], + "source": [ + "#Instantiate a matcher and use it to test some patterns.\n", + "matcher = Matcher(nlp.vocab)\n", + "pattern = [{\"ENT_TYPE\": {\"IN\":[\"NORP\",\"GPE\"]}}]\n", + "matcher.add(\"proper_noun\", [pattern])\n", + "pattern_test = [{\"DEP\": \"amod\"},{\"DEP\":\"attr\"},{\"TEXT\":\"-\"},{\"DEP\":\"attr\",\"OP\":\"+\"}]\n", + "matcher.add(\"amod_attr\",[pattern_test])\n", + "pattern_an = [{\"DEP\": \"amod\"},{\"POS\":{\"IN\":[\"NOUN\",\"PROPN\"]}},{\"DEP\":{\"NOT_IN\":[\"attr\"]}}]\n", + "matcher.add(\"amod_noun\", [pattern_an])" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "f6ac821d-7b56-446e-b9ca-42a5f5afd198", + "metadata": {}, + "outputs": [], + "source": [ + "def match_this(matcher, doc):\n", + " matches = matcher(doc)\n", + " for match_id, start, end in matches:\n", + " matched_span = doc[start:end]\n", + " print(f\"Mached {matched_span.text} by the rule {nlp.vocab.strings[match_id]}.\")\n", + " return matches" + ] + }, + { + "cell_type": "markdown", + "id": "c23d48c4-f5ab-4428-9244-0786e9903a8e", + "metadata": { + "tags": [] + }, + "source": [ + "## Building the Duct-Tape Pipeline cell-by-cell" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "a373fc00-401a-4def-9f09-de73d485ac13", + "metadata": {}, + "outputs": [], + "source": [ + "gender = [\"man\", \"woman\",\"girl\",\"boy\",\"male\",\"female\",\"husband\",\"wife\",\"girlfriend\",\"boyfriend\",\"brother\",\"sister\",\"aunt\",\"uncle\",\"grandma\",\"grandpa\",\"granny\",\"granps\",\"grandmother\",\"grandfather\",\"mama\",\"dada\",\"Ma\",\"Pa\",\"lady\",\"gentleman\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "8b02a5d4-8a6b-4e5e-8f15-4f9182fe341f", + "metadata": {}, + "outputs": [], + "source": [ + "def select_crit(document, options=False, limelist=False):\n", + " '''This function is meant to select the critical part of a sentence. Critical, in this context means\n", + " the part of the sentence that is either: A) a PROPN from the correct entity group; B) an ADJ associated with a NOUN;\n", + " C) a NOUN that represents gender. It also checks this against what the model thinks is important if the user defines \"options\" as \"LIME\" or True.'''\n", + " chunks = list(document.noun_chunks)\n", + " pos_options = []\n", + " lime_options = []\n", + " \n", + " #Identify what the model cares about.\n", + " if options:\n", + " exp = explainer.explain_instance(document.text, predictor, num_features=15, num_samples=2000)\n", + " lime_results = exp.as_list()\n", + " #prints the results from lime for QA.\n", + " if limelist == True:\n", + " print(lime_results)\n", + " for feature in lime_results:\n", + " lime_options.append(feature[0])\n", + " lime_results = pd.DataFrame(lime_results, columns=[\"Word\",\"Weight\"])\n", + " \n", + " #Identify what we care about \"parts of speech\"\n", + " for chunk in chunks:\n", + " #The use of chunk[-1] is due to testing that it appears to always match the root\n", + " root = chunk[-1]\n", + " #This currently matches to a list I've created. I don't know the best way to deal with this so I'm leaving it as is for the moment.\n", + " if root.text.lower() in gender:\n", + " cur_values = [token.text for token in chunk if token.pos_ in [\"NOUN\",\"ADJ\"]]\n", + " if (all(elem in lime_options for elem in cur_values) and ((options == \"LIME\") or (options == True))) or ((options != \"LIME\") and (options != True)):\n", + " pos_options.extend(cur_values)\n", + " #print(f\"From {chunk.text}, {cur_values} added to pos_options due to gender.\") #for QA\n", + " #This is currently set to pick up entities in a particular set of groups (which I recently expanded). Should it just pick up all named entities?\n", + " elif root.ent_type_ in [\"GPE\",\"NORP\",\"DATE\",\"EVENT\"]:\n", + " cur_values = []\n", + " if (len(chunk) > 1) and (chunk[-2].dep_ == \"compound\"):\n", + " #creates the compound element of the noun\n", + " compound = [x.text for x in chunk if x.dep_ == \"compound\"]\n", + " print(f\"This is the contents of {compound} and it is {all(elem in lime_options for elem in compound)} that all elements are present in {lime_options}.\") #for QA\n", + " #checks to see all elements in the compound are important to the model or use the compound if not checking importance.\n", + " if (all(elem in lime_options for elem in compound) and ((options == \"LIME\") or (options == True))) or ((options != \"LIME\") and (options != True)):\n", + " #creates a span for the entirety of the compound noun and adds it to the list.\n", + " span = -1 * (1 + len(compound))\n", + " pos_options.append(chunk[span:].text)\n", + " cur_values + [token.text for token in chunk if token.pos_ == \"ADJ\"]\n", + " else: \n", + " cur_values = [token.text for token in chunk if (token.ent_type_ in [\"GPE\",\"NORP\",\"DATE\",\"EVENT\"]) or (token.pos_ == \"ADJ\")]\n", + " if (all(elem in lime_options for elem in cur_values) and ((options == \"LIME\") or (options == True))) or ((options != \"LIME\") and (options != True)):\n", + " pos_options.extend(cur_values)\n", + " print(f\"From {chunk.text}, {cur_values} and {pos_options} added to pos_options due to entity recognition.\") #for QA\n", + " elif len(chunk) > 1:\n", + " cur_values = [token.text for token in chunk if token.pos_ in [\"NOUN\",\"ADJ\"]]\n", + " if (all(elem in lime_options for elem in cur_values) and ((options == \"LIME\") or (options == True))) or ((options != \"LIME\") and (options != True)):\n", + " pos_options.extend(cur_values)\n", + " print(f\"From {chunk.text}, {cur_values} added to pos_options due to wildcard.\") #for QA\n", + " else:\n", + " print(f\"No options added for \\'{chunk.text}\\' \")\n", + " \n", + " \n", + " #Return the correct set of options based on user input, defaults to POS for simplicity.\n", + " if options == \"LIME\":\n", + " return pos_options, lime_results\n", + " else:\n", + " return pos_options" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "d43e202e-64b9-4cea-b117-82492c9ee5f4", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "From This film, ['film'] added to pos_options due to wildcard.\n", + "From Iraq, ['Iraq'] and ['film', 'Iraq'] added to pos_options due to entity recognition.\n" + ] + } + ], + "source": [ + "#Test to make sure all three options work\n", + "text4 = \"This film was filmed in Iraq.\"\n", + "doc4 = nlp(text4)\n", + "lime4, limedf = select_crit(doc4,options=\"LIME\")" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "a0e55a24-65df-429e-a0cd-8daf91a5d242", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "
\n", + "" + ], + "text/plain": [ + "alt.LayerChart(...)" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "single_nearest = alt.selection_single(on='mouseover', nearest=True)\n", + "viz = alt.Chart(limedf).encode(\n", + " alt.X('Weight:Q', scale=alt.Scale(domain=(-1, 1))),\n", + " alt.Y('Word:N', sort='x', axis=None),\n", + " color=alt.Color(\"Weight\", scale=alt.Scale(scheme='blueorange', domain=[0], type=\"threshold\", range='diverging'), legend=None),\n", + " tooltip = (\"Word\",\"Weight\")\n", + ").mark_bar().properties(title =\"Importance of individual words\")\n", + "\n", + "text = viz.mark_text(\n", + " fill=\"black\",\n", + " align='right',\n", + " baseline='middle'\n", + ").encode(\n", + " text='Word:N'\n", + ")\n", + "limeplot = alt.LayerChart(layer=[viz,text], width = 300).configure_axis(grid=False).configure_view(strokeWidth=0)\n", + "limeplot" + ] + }, + { + "cell_type": "markdown", + "id": "bf0512b6-336e-4842-9bde-34e03a1ca7c6", + "metadata": {}, + "source": [ + "### Testing predictions and visualization\n", + "Here I will attempt to import the model from huggingface, generate predictions for each of the sentences, and then visualize those predictions into a dot plot. If I can get this to work then I will move on to testing a full pipeline for letting the user pick which part of the sentence they wish to generate counterfactuals for." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "74c639bb-e74a-4a46-8047-3552265ae6a4", + "metadata": {}, + "outputs": [], + "source": [ + "#Discovering that there's a pipeline specifically to provide scores. \n", + "#I used it to get a list of lists of dictionaries that I can then manipulate to calculate the proper prediction score.\n", + "pipe = TextClassificationPipeline(model=model, tokenizer=tokenizer, return_all_scores=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "8726a284-99bd-47f1-9756-1c3ae603db10", + "metadata": {}, + "outputs": [], + "source": [ + "def eval_pred(text):\n", + " '''A basic function for evaluating the prediction from the model and turning it into a visualization friendly number.'''\n", + " preds = pipe(text)\n", + " neg_score = preds[0][0]['score']\n", + " pos_score = preds[0][1]['score']\n", + " if pos_score >= neg_score:\n", + " return pos_score\n", + " if neg_score >= pos_score:\n", + " return -1 * neg_score" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "f38f5061-f30a-4c81-9465-37951c3ad9f4", + "metadata": {}, + "outputs": [], + "source": [ + "def eval_pred_test(text, return_all = False):\n", + " '''A basic function for evaluating the prediction from the model and turning it into a visualization friendly number.'''\n", + " preds = pipe(text)\n", + " neg_score = -1 * preds[0][0]['score']\n", + " sent_neg = preds[0][0]['label']\n", + " pos_score = preds[0][1]['score']\n", + " sent_pos = preds[0][1]['label']\n", + " prediction = 0\n", + " sentiment = ''\n", + " if pos_score > abs(neg_score):\n", + " prediction = pos_score\n", + " sentiment = sent_pos\n", + " elif abs(neg_score) > pos_score:\n", + " prediction = neg_score\n", + " sentiment = sent_neg\n", + " \n", + " if return_all:\n", + " return prediction, sentiment\n", + " else:\n", + " return prediction" + ] + }, + { + "cell_type": "markdown", + "id": "8b349a87-fe83-4045-a63a-d054489bb461", + "metadata": {}, + "source": [ + "## Load the dummy countries I created to test generating counterfactuals\n", + "I decided to test the pipeline with a known problem space. Taking the text from Aurélien Géron's observations in twitter, I built a built a small scale test using the learnings I had to prove that we can identify a particular part of speech, use it to generate counterfactuals, and then build a visualization off it." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "46ab3332-964c-449f-8cef-a9ff7df397a4", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " Country Continent\n", + "0 Algeria Africa\n", + "1 Angola Africa\n", + "2 Benin Africa\n", + "3 Botswana Africa\n", + "4 Burkina Africa" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#load my test data from https://github.com/dbouquin/IS_608/blob/master/NanosatDB_munging/Countries-Continents.csv\n", + "df = pd.read_csv(\"Assets/Countries/countries.csv\")\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "51c75894-80af-4625-8ce8-660e500b496b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "From This film, ['film'] added to pos_options due to wildcard.\n", + "From Iraq, ['Iraq'] and ['film', 'Iraq'] added to pos_options due to entity recognition.\n", + "['film', 'Iraq']\n" + ] + }, + { + "data": { + "text/plain": [ + "'Iraq'" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Note: we will need to build the function that lets the user choose from the options available. For now I have hard coded it as \"selection\", from \"user_options\".\n", + "user_options = select_crit(doc4)\n", + "print(user_options)\n", + "selection = user_options[1]\n", + "selection" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "3d6419f1-bf7d-44bc-afb8-ac26ef9002df", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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CountryContinenttextpredictionseed
0AlgeriaAfricaThis film was filmed in Algeria.0.806454alternative
1AngolaAfricaThis film was filmed in Angola.-0.775854alternative
2BeninAfricaThis film was filmed in Benin.0.962272alternative
3BotswanaAfricaThis film was filmed in Botswana.0.785837alternative
4BurkinaAfricaThis film was filmed in Burkina.0.872980alternative
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" + ], + "text/plain": [ + " Country Continent text prediction \\\n", + "0 Algeria Africa This film was filmed in Algeria. 0.806454 \n", + "1 Angola Africa This film was filmed in Angola. -0.775854 \n", + "2 Benin Africa This film was filmed in Benin. 0.962272 \n", + "3 Botswana Africa This film was filmed in Botswana. 0.785837 \n", + "4 Burkina Africa This film was filmed in Burkina. 0.872980 \n", + "\n", + " seed \n", + "0 alternative \n", + "1 alternative \n", + "2 alternative \n", + "3 alternative \n", + "4 alternative " + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Create a function that generates the counterfactuals within a data frame.\n", + "def gen_cf_country(df,document,selection):\n", + " df['text'] = df.Country.apply(lambda x: document.text.replace(selection,x))\n", + " df['prediction'] = df.text.apply(eval_pred_test)\n", + " #added this because I think it will make the end results better if we ensure the seed is in the data we generate counterfactuals from.\n", + " df['seed'] = df.Country.apply(lambda x: 'seed' if x == selection else 'alternative')\n", + " return df\n", + "\n", + "df = gen_cf_country(df,doc4,selection)\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "ecb9dd41-2fab-49bd-bae5-30300ce39e41", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "
\n", + "" + ], + "text/plain": [ + "alt.Chart(...)" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "single_nearest = alt.selection_single(on='mouseover', nearest=True)\n", + "full = alt.Chart(df).encode(\n", + " alt.X('Continent:N'), # specify nominal data\n", + " alt.Y('prediction:Q'), # specify quantitative data\n", + " color=alt.Color('seed:N', legend=alt.Legend(title=\"Seed or Alternative\")),\n", + " size='seed:N',\n", + " tooltip=('Country','prediction')\n", + ").mark_circle(opacity=.5).properties(width=300).add_selection(single_nearest)\n", + "\n", + "full" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "56bc30d7-03a5-43ff-9dfe-878197628305", + "metadata": {}, + "outputs": [], + "source": [ + "df2 = df.nlargest(5, 'prediction')\n", + "df3 = df.nsmallest(5, 'prediction')\n", + "frames = [df2,df3]\n", + "results = pd.concat(frames)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "1610bb48-c9b9-4bee-bcb5-999886acb9e3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "
\n", + "" + ], + "text/plain": [ + "alt.Chart(...)" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "bar = alt.Chart(results).encode( \n", + " alt.X('prediction:Q'), \n", + " alt.Y('Country:N', sort=\"-x\"),\n", + " color=alt.Color('seed:N', legend=alt.Legend(title=\"Seed or Alternative\")),\n", + " size='seed:N',\n", + " tooltip=('Country','prediction')\n", + ").mark_circle().properties(width=300).add_selection(single_nearest)\n", + "\n", + "bar" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "96cd0798-5ac5-4ede-8373-e8ed71ab07b3", + "metadata": {}, + "outputs": [], + "source": [ + "def critical_words(document, options=False):\n", + " '''This function is meant to select the critical part of a sentence. Critical, in this context means\n", + " the part of the sentence that is either: A) a PROPN from the correct entity group; B) an ADJ associated with a NOUN;\n", + " C) a NOUN that represents gender. It also checks this against what the model thinks is important if the user defines \"options\" as \"LIME\" or True.'''\n", + " if type(document) is not spacy.tokens.doc.Doc:\n", + " document = nlp(document)\n", + " chunks = list(document.noun_chunks)\n", + " pos_options = []\n", + " lime_options = []\n", + " \n", + " #Identify what the model cares about.\n", + " if options:\n", + " exp = explainer.explain_instance(document.text, predictor, num_features=15, num_samples=2000)\n", + " lime_results = exp.as_list()\n", + " for feature in lime_results:\n", + " lime_options.append(feature[0])\n", + " lime_results = pd.DataFrame(lime_results, columns=[\"Word\",\"Weight\"])\n", + " \n", + " #Identify what we care about \"parts of speech\". The first section focuses on NOUNs and related ADJ.\n", + " for chunk in chunks:\n", + " #The use of chunk[-1] is due to testing that it appears to always match the root\n", + " root = chunk[-1]\n", + " #This currently matches to a list I've created. I don't know the best way to deal with this so I'm leaving it as is for the moment.\n", + " if root.ent_type_:\n", + " cur_values = []\n", + " if (len(chunk) > 1) and (chunk[-2].dep_ == \"compound\"):\n", + " #creates the compound element of the noun\n", + " compound = [x.text for x in chunk if x.dep_ == \"compound\"]\n", + " print(f\"This is the contents of {compound} and it is {all(elem in lime_options for elem in compound)} that all elements are present in {lime_options}.\") #for QA\n", + " #checks to see all elements in the compound are important to the model or use the compound if not checking importance.\n", + " if (all(elem in lime_options for elem in cur_values) and (options is True)) or ((options is False)):\n", + " #creates a span for the entirety of the compound noun and adds it to the list.\n", + " span = -1 * (1 + len(compound))\n", + " pos_options.append(chunk[span:].text)\n", + " cur_values + [token.text for token in chunk if token.pos_ == \"ADJ\"]\n", + " else:\n", + " print(f\"The elmenents in {compound} could not be added to the final list because they are not all relevant to the model.\")\n", + " else: \n", + " cur_values = [token.text for token in chunk if (token.ent_type_) or (token.pos_ == \"ADJ\")]\n", + " if (all(elem in lime_options for elem in cur_values) and (options is True)) or ((options is False)):\n", + " pos_options.extend(cur_values)\n", + " print(f\"From {chunk.text}, {cur_values} added to pos_options due to entity recognition.\") #for QA\n", + " elif len(chunk) >= 1:\n", + " cur_values = [token.text for token in chunk if token.pos_ in [\"NOUN\",\"ADJ\"]]\n", + " if (all(elem in lime_options for elem in cur_values) and (options is True)) or ((options is False)):\n", + " pos_options.extend(cur_values)\n", + " print(f\"From {chunk.text}, {cur_values} added to pos_options due to wildcard.\") #for QA\n", + " else:\n", + " print(f\"No options added for \\'{chunk.text}\\' \")\n", + " # Here I am going to try to pick up pronouns, which are people, and Adjectival Compliments.\n", + " for token in document:\n", + " if (token.text not in pos_options) and ((token.text in lime_options) or (options == False)):\n", + " #print(f\"executed {token.text} with {token.pos_} and {token.dep_}\") #QA\n", + " if (token.pos_ == \"ADJ\") and (token.dep_ in [\"acomp\",\"conj\"]):\n", + " pos_options.append(token.text) \n", + " elif (token.pos_ == \"PRON\") and (token.morph.get(\"PronType\")[0] == \"Prs\"):\n", + " pos_options.append(token.text)\n", + " \n", + " #Return the correct set of options based on user input, defaults to POS for simplicity.\n", + " if options:\n", + " return pos_options, lime_results\n", + " else:\n", + " return pos_options" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "b04e7783-e51b-49b0-8165-afe1d5a1c576", + "metadata": {}, + "outputs": [], + "source": [ + "#Testing new code\n", + "a = \"People are fat and lazy.\"\n", + "b = \"I think she is beautiful.\"\n", + "doca = nlp(a)\n", + "docb = nlp(b)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "0a6bc521-9282-41ad-82c9-29e447d77635", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "No options added for 'People' \n" + ] + }, + { + "data": { + "text/plain": [ + "['fat', 'lazy']" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "optsa, limea = critical_words(doca, True)\n", + "optsa" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "042e94d3-65a5-4a20-b69a-96ec3296d7d4", + "metadata": {}, + "outputs": [], + "source": [ + "def lime_viz(df):\n", + " single_nearest = alt.selection_single(on='mouseover', nearest=True)\n", + " viz = alt.Chart(df).encode(\n", + " alt.X('Weight:Q', scale=alt.Scale(domain=(-1, 1))),\n", + " alt.Y('Word:N', sort='x', axis=None),\n", + " color=alt.Color(\"Weight\", scale=alt.Scale(scheme='blueorange', domain=[0], type=\"threshold\", range='diverging'), legend=None),\n", + " tooltip = (\"Word\",\"Weight\")\n", + " ).mark_bar().properties(title =\"Importance of individual words\")\n", + "\n", + " text = viz.mark_text(\n", + " fill=\"black\",\n", + " align='right',\n", + " baseline='middle'\n", + " ).encode(\n", + " text='Word:N'\n", + " )\n", + " limeplot = alt.LayerChart(layer=[viz,text], width = 300).configure_axis(grid=False).configure_view(strokeWidth=0)\n", + " return limeplot" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "924eeea8-1d5d-4fe7-8308-164521919269", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "No options added for 'I' \n", + "From a white woman, ['white', 'woman'] added to pos_options due to wildcard.\n", + "From the street, ['street'] added to pos_options due to wildcard.\n", + "From an asian man, ['asian', 'man'] added to pos_options due to wildcard.\n" + ] + }, + { + "data": { + "text/plain": [ + "['white', 'woman', 'street', 'asian', 'man', 'I']" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "test8 = \"I saw a white woman walking down the street with an asian man.\"\n", + "opts8, lime8 = critical_words(test8,True)\n", + "opts8" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "734366df-ad99-4d80-87e1-51793e150681", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "
\n", + "" + ], + "text/plain": [ + "alt.LayerChart(...)" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "lime_viz(lime8)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "816e1c4b-7f02-41b1-b430-2f3750ae6c4a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "No options added for 'I' \n", + "From a white woman, ['white', 'woman'] added to pos_options due to wildcard.\n", + "From the street, ['street'] added to pos_options due to wildcard.\n", + "From an asian man, ['asian', 'man'] added to pos_options due to wildcard.\n" + ] + } + ], + "source": [ + "probability, sentiment = eval_pred_test(test8, return_all=True)\n", + "options, lime = critical_words(test8,options=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "a437a4eb-73b3-4b3c-a719-8dde2ad6dd3c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "From I, [] added to pos_options due to wildcard.\n", + "From men, ['men'] added to pos_options due to wildcard.\n", + "From women, ['women'] added to pos_options due to wildcard.\n", + "From the same respect, ['same', 'respect'] added to pos_options due to wildcard.\n" + ] + } + ], + "source": [ + "bug = \"I find men and women deserve the same respect.\"\n", + "options = critical_words(bug)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "8676defd-0908-4218-a1d6-218de3fb7119", + "metadata": {}, + "outputs": [], + "source": [ + "bug_doc = nlp(bug)" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "21b9e39b-2fcd-4c6f-8fe6-0d571cd79cca", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "I\n", + "PRON\n", + "a man\n", + "NOUN\n", + "woman\n", + "NOUN\n", + "the same respect\n", + "NOUN\n" + ] + } + ], + "source": [ + "for chunk in bug_doc.noun_chunks:\n", + " print(chunk.text)\n", + " print(chunk[-1].pos_)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "38279d2d-e763-4329-a65e-1a67d6f5ebb8", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.8" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/WNgen.py b/WNgen.py new file mode 100644 index 0000000000000000000000000000000000000000..394ac524758d43eb56b3a92576fa57f9d61449ac --- /dev/null +++ b/WNgen.py @@ -0,0 +1,313 @@ +#Import necessary libraries. +import re, nltk, pandas as pd, numpy as np, ssl, streamlit as st +from nltk.corpus import wordnet +import spacy +nlp = spacy.load("en_core_web_lg") + +#Import necessary parts for predicting things. +from transformers import AutoTokenizer, AutoModelForSequenceClassification, TextClassificationPipeline +import torch +import torch.nn.functional as F +tokenizer = AutoTokenizer.from_pretrained("distilbert-base-uncased-finetuned-sst-2-english") +model = AutoModelForSequenceClassification.from_pretrained("distilbert-base-uncased-finetuned-sst-2-english") +pipe = TextClassificationPipeline(model=model, tokenizer=tokenizer, return_all_scores=True) + +#If an error is thrown that the corpus "omw-1.4" isn't discoverable you can use this code. (https://stackoverflow.com/questions/38916452/nltk-download-ssl-certificate-verify-failed) +'''try: + _create_unverified_https_context = ssl._create_unverified_context +except AttributeError: + pass +else: + ssl._create_default_https_context = _create_unverified_https_context + +nltk.download('omw-1.4')''' + +# A simple function to pull synonyms and antonyms using spacy's POS +def syn_ant(word,POS=False,human=True): + pos_options = ['NOUN','VERB','ADJ','ADV'] + synonyms = [] + antonyms = [] + #WordNet hates spaces so you have to remove them + if " " in word: + word = word.replace(" ", "_") + + if POS in pos_options: + for syn in wordnet.synsets(word, pos=getattr(wordnet, POS)): + for l in syn.lemmas(): + current = l.name() + if human: + current = re.sub("_"," ",current) + synonyms.append(current) + if l.antonyms(): + for ant in l.antonyms(): + cur_ant = ant.name() + if human: + cur_ant = re.sub("_"," ",cur_ant) + antonyms.append(cur_ant) + else: + for syn in wordnet.synsets(word): + for l in syn.lemmas(): + current = l.name() + if human: + current = re.sub("_"," ",current) + synonyms.append(current) + if l.antonyms(): + for ant in l.antonyms(): + cur_ant = ant.name() + if human: + cur_ant = re.sub("_"," ",cur_ant) + antonyms.append(cur_ant) + synonyms = list(set(synonyms)) + antonyms = list(set(antonyms)) + return synonyms, antonyms + +def process_text(text): + doc = nlp(text.lower()) + result = [] + for token in doc: + if (token.is_stop) or (token.is_punct) or (token.lemma_ == '-PRON-'): + continue + result.append(token.lemma_) + return " ".join(result) + +def clean_definition(syn): + #This function removes stop words from sentences to improve on document level similarity for differentiation. + if type(syn) is str: + synset = wordnet.synset(syn).definition() + elif type(syn) is nltk.corpus.reader.wordnet.Synset: + synset = syn.definition() + definition = nlp(process_text(synset)) + return definition + +def check_sim(a,b): + if type(a) is str and type(b) is str: + a = nlp(a) + b = nlp(b) + similarity = a.similarity(b) + return similarity + +# Builds a dataframe dynamically from WordNet using NLTK. +def wordnet_df(word,POS=False,seed_definition=None): + pos_options = ['NOUN','VERB','ADJ','ADV'] + synonyms, antonyms = syn_ant(word,POS,False) + #print(synonyms, antonyms) #for QA purposes + words = [] + cats = [] + #WordNet hates spaces so you have to remove them + m_word = word.replace(" ", "_") + + #Allow the user to pick a seed definition if it is not provided directly to the function. Currently not working so it's commented out. + '''#commented out the way it was designed to allow for me to do it through Streamlit (keeping it for posterity, and for anyone who wants to use it without streamlit.) + for d in range(len(seed_definitions)): + print(f"{d}: {seed_definitions[d]}") + #choice = int(input("Which of the definitions above most aligns to your selection?")) + seed_definition = seed_definitions[choice]''' + try: + definition = seed_definition + except: + st.write("You did not supply a definition.") + + if POS in pos_options: + for syn in wordnet.synsets(m_word, pos=getattr(wordnet, POS)): + if check_sim(process_text(seed_definition),process_text(syn.definition())) > .7: + cur_lemmas = syn.lemmas() + hypos = syn.hyponyms() + for hypo in hypos: + cur_lemmas.extend(hypo.lemmas()) + for lemma in cur_lemmas: + ll = lemma.name() + cats.append(re.sub("_"," ", syn.name().split(".")[0])) + words.append(re.sub("_"," ",ll)) + + if len(synonyms) > 0: + for w in synonyms: + w = w.replace(" ","_") + for syn in wordnet.synsets(w, pos=getattr(wordnet, POS)): + if check_sim(process_text(seed_definition),process_text(syn.definition())) > .6: + cur_lemmas = syn.lemmas() + hypos = syn.hyponyms() + for hypo in hypos: + cur_lemmas.extend(hypo.lemmas()) + for lemma in cur_lemmas: + ll = lemma.name() + cats.append(re.sub("_"," ", syn.name().split(".")[0])) + words.append(re.sub("_"," ",ll)) + if len(antonyms) > 0: + for a in antonyms: + a = a.replace(" ","_") + for syn in wordnet.synsets(a, pos=getattr(wordnet, POS)): + if check_sim(process_text(seed_definition),process_text(syn.definition())) > .26: + cur_lemmas = syn.lemmas() + hypos = syn.hyponyms() + for hypo in hypos: + cur_lemmas.extend(hypo.lemmas()) + for lemma in cur_lemmas: + ll = lemma.name() + cats.append(re.sub("_"," ", syn.name().split(".")[0])) + words.append(re.sub("_"," ",ll)) + else: + for syn in wordnet.synsets(m_word): + if check_sim(process_text(seed_definition),process_text(syn.definition())) > .7: + cur_lemmas = syn.lemmas() + hypos = syn.hyponyms() + for hypo in hypos: + cur_lemmas.extend(hypo.lemmas()) + for lemma in cur_lemmas: + ll = lemma.name() + cats.append(re.sub("_"," ", syn.name().split(".")[0])) + words.append(re.sub("_"," ",ll)) + if len(synonyms) > 0: + for w in synonyms: + w = w.replace(" ","_") + for syn in wordnet.synsets(w): + if check_sim(process_text(seed_definition),process_text(syn.definition())) > .6: + cur_lemmas = syn.lemmas() + hypos = syn.hyponyms() + for hypo in hypos: + cur_lemmas.extend(hypo.lemmas()) + for lemma in cur_lemmas: + ll = lemma.name() + cats.append(re.sub("_"," ", syn.name().split(".")[0])) + words.append(re.sub("_"," ",ll)) + if len(antonyms) > 0: + for a in antonyms: + a = a.replace(" ","_") + for syn in wordnet.synsets(a): + if check_sim(process_text(seed_definition),process_text(syn.definition())) > .26: + cur_lemmas = syn.lemmas() + hypos = syn.hyponyms() + for hypo in hypos: + cur_lemmas.extend(hypo.lemmas()) + for lemma in cur_lemmas: + ll = lemma.name() + cats.append(re.sub("_"," ", syn.name().split(".")[0])) + words.append(re.sub("_"," ",ll)) + + df = {"Categories":cats, "Words":words} + df = pd.DataFrame(df) + df = df.drop_duplicates().reset_index() + df = df.drop("index", axis=1) + return df + +def eval_pred_test(text, return_all = False): + '''A basic function for evaluating the prediction from the model and turning it into a visualization friendly number.''' + preds = pipe(text) + neg_score = -1 * preds[0][0]['score'] + sent_neg = preds[0][0]['label'] + pos_score = preds[0][1]['score'] + sent_pos = preds[0][1]['label'] + prediction = 0 + sentiment = '' + if pos_score > abs(neg_score): + prediction = pos_score + sentiment = sent_pos + elif abs(neg_score) > pos_score: + prediction = neg_score + sentiment = sent_neg + + if return_all: + return prediction, sentiment + else: + return prediction + +def get_parallel(word, seed_definition, QA=False): + cleaned = nlp(process_text(seed_definition)) + root_syns = wordnet.synsets(word) + hypers = [] + new_hypos = [] + + for syn in root_syns: + hypers.extend(syn.hypernyms()) + + for syn in hypers: + new_hypos.extend(syn.hyponyms()) + + hypos = list(set([syn for syn in new_hypos if cleaned.similarity(nlp(process_text(syn.definition()))) >=.75]))[:25] +# with st.sidebar: +# st.write(f"The number of hypos is {len(hypos)} during get Parallel at Similarity >= .75.") #QA + + if len(hypos) <= 1: + hypos = root_syns + elif len(hypos) < 3: + hypos = list(set([syn for syn in new_hypos if cleaned.similarity(nlp(process_text(syn.definition()))) >=.5]))[:25] # added a cap to each + elif len(hypos) < 10: + hypos = list(set([syn for syn in new_hypos if cleaned.similarity(nlp(process_text(syn.definition()))) >=.66]))[:25] + elif len(hypos) >= 10: + hypos = list(set([syn for syn in new_hypos if cleaned.similarity(nlp(process_text(syn.definition()))) >=.8]))[:25] + if QA: + print(hypers) + print(hypos) + return hypers, hypos + else: + return hypos + +# Builds a dataframe dynamically from WordNet using NLTK. +def wordnet_parallel_df(word,seed_definition=None): + words = [] + cats = [] + #WordNet hates spaces so you have to remove them + m_word = word.replace(" ", "_") + + # add synonyms and antonyms for diversity + synonyms, antonyms = syn_ant(word) + words.extend(synonyms) + cats.extend(["synonyms" for n in range(len(synonyms))]) + words.extend(antonyms) + cats.extend(["antonyms" for n in range(len(antonyms))]) + + try: + hypos = get_parallel(m_word,seed_definition) + except: + st.write("You did not supply a definition.") + #Allow the user to pick a seed definition if it is not provided directly to the function. + '''if seed_definition is None: + if POS in pos_options: + seed_definitions = [syn.definition() for syn in wordnet.synsets(m_word, pos=getattr(wordnet, POS))] + else: + seed_definitions = [syn.definition() for syn in wordnet.synsets(m_word)] + for d in range(len(seed_definitions)): + print(f"{d}: {seed_definitions[d]}") + choice = int(input("Which of the definitions above most aligns to your selection?")) + seed_definition = seed_definitions[choice]''' + + #This is a QA section +# with st.sidebar: +# st.write(f"The number of hypos is {len(hypos)} during parallel df creation.") #QA + + #Transforms hypos into lemmas + for syn in hypos: + cur_lemmas = syn.lemmas() + hypos = syn.hyponyms() + for hypo in hypos: + cur_lemmas.extend(hypo.lemmas()) + for lemma in cur_lemmas: + ll = lemma.name() + cats.append(re.sub("_"," ", syn.name().split(".")[0])) + words.append(re.sub("_"," ",ll)) +# with st.sidebar: +# st.write(f'There are {len(words)} words in the dataframe at the beginning of df creation.') #QA + + df = {"Categories":cats, "Words":words} + df = pd.DataFrame(df) + df = df.drop_duplicates("Words").reset_index() + df = df.drop("index", axis=1) + return df + +#@st.experimental_singleton(suppress_st_warning=True) +def cf_from_wordnet_df(seed,text,seed_definition=False): + seed_token = nlp(seed) + seed_POS = seed_token[0].pos_ + #print(seed_POS) QA + try: + df = wordnet_parallel_df(seed,seed_definition) + except: + st.write("You did not supply a definition.") + + df["text"] = df.Words.apply(lambda x: re.sub(r'\b'+seed+r'\b',x,text)) + df["similarity"] = df.Words.apply(lambda x: seed_token[0].similarity(nlp(x)[0])) + df = df[df["similarity"] > 0].reset_index() + df.drop("index", axis=1, inplace=True) + df["pred"] = df.text.apply(eval_pred_test) + # added this because I think it will make the end results better if we ensure the seed is in the data we generate counterfactuals from. + df['seed'] = df.Words.apply(lambda x: 'seed' if x.lower() == seed.lower() else 'alternative') + return df \ No newline at end of file diff --git a/app.py b/app.py new file mode 100644 index 0000000000000000000000000000000000000000..af9054597bedebfd997ba779f19689cc6f5a1be2 --- /dev/null +++ b/app.py @@ -0,0 +1,340 @@ +#Import the libraries we know we'll need for the Generator. +import pandas as pd, spacy, nltk, numpy as np +from spacy.matcher import Matcher +nlp = spacy.load("en_core_web_lg") + +#Import the libraries to support the model and predictions. +from transformers import AutoTokenizer, AutoModelForSequenceClassification, TextClassificationPipeline +import lime +import torch +import torch.nn.functional as F +from lime.lime_text import LimeTextExplainer + +#Import the libraries for human interaction and visualization. +import altair as alt +import streamlit as st +from annotated_text import annotated_text as ant + +#Import functions needed to build dataframes of keywords from WordNet +from WNgen import * +from NLselector import * + +@st.experimental_singleton +def set_up_explainer(): + class_names = ['negative', 'positive'] + explainer = LimeTextExplainer(class_names=class_names) + return explainer + +@st.experimental_singleton +def prepare_model(): + tokenizer = AutoTokenizer.from_pretrained("distilbert-base-uncased-finetuned-sst-2-english") + model = AutoModelForSequenceClassification.from_pretrained("distilbert-base-uncased-finetuned-sst-2-english") + pipe = TextClassificationPipeline(model=model, tokenizer=tokenizer, return_all_scores=True) + return tokenizer, model, pipe + +@st.experimental_singleton +def prepare_lists(): + countries = pd.read_csv("Assets/Countries/combined-countries.csv") + professions = pd.read_csv("Assets/Professions/soc-professions-2018.csv") + word_lists = [list(countries.Words),list(professions.Words)] + return countries, professions, word_lists + +#Provide all the functions necessary to run the app +#get definitions for control flow in Streamlit +def get_def(word, POS=False): + pos_options = ['NOUN','VERB','ADJ','ADV'] + m_word = word.replace(" ", "_") + if POS in pos_options: + seed_definitions = [syn.definition() for syn in wordnet.synsets(m_word, pos=getattr(wordnet, POS))] + else: + seed_definitions = [syn.definition() for syn in wordnet.synsets(m_word)] + seed_definition = col1.selectbox("Which definition is most relevant?", seed_definitions, key= "WN_definition") + if col1.button("Choose Definition"): + col1.write("You've chosen a definition.") + st.session_state.definition = seed_definition + return seed_definition + else: + col1.write("Please choose a definition.") + +###Start coding the actual app### +st.set_page_config(layout="wide", page_title="Natural Language Counterfactuals (NLC)") +layouts = ['Natural Language Explanation', 'Lime Explanation', 'MultiNLC', 'MultiNLC + Lime', 'VizNLC'] +alternatives = ['Similarity', 'Sampling (Random)', 'Sampling (Fixed)', 'Probability'] +alt_choice = "Similarity" + +#Content in the Sidebar. +st.sidebar.info('This is an interface for exploring how different interfaces for exploring natural language explanations (NLE) may appear to people. It is intended to allow individuals to provide feedback on specific versions, as well as to compare what one offers over others for the same inputs.') +layout = st.sidebar.selectbox("Select a layout to explore.", layouts) +alt_choice = st.sidebar.selectbox("Choose the way you want to display alternatives.", alternatives) #Commented out until we decide this is useful functionality. + +#Set up the Main Area Layout +st.title('Natural Language Counterfactuals (NLC) Prototype') +st.subheader(f'Current Layout: {layout}') +text = st.text_input('Provide a sentence you want to evaluate.', placeholder = "I like you. I love you.", key="input") + +#Prepare the model, data, and Lime. Set starting variables. +tokenizer, model, pipe = prepare_model() +countries, professions, word_lists = prepare_lists() +explainer = set_up_explainer() +text2 = "" +text3 = "" +cf_df = pd.DataFrame() +if 'definition' not in st.session_state: + st.session_state.definition = "<(^_')>" + +#Outline the various user interfaces we have built. + +col1, col2, col3 = st.columns(3) +if layout == 'Natural Language Explanation': + with col1: + if st.session_state.input != "": + st.caption("This is the sentence you provided.") + st.write(text) + probability, sentiment = eval_pred(text, return_all=True) + nat_lang_explanation = construct_nlexp(text,sentiment,probability) + +if layout == 'Lime Explanation': + with col1: + #Use spaCy to make the sentence into a doc so we can do NLP. + doc = nlp(st.session_state.input) + #Evaluate the provided sentence for sentiment and probability. + if st.session_state.input != "": + st.caption("This is the sentence you provided.") + st.write(text) + probability, sentiment = eval_pred(text, return_all=True) + options, lime = critical_words(st.session_state.input,options=True) + nat_lang_explanation = construct_nlexp(text,sentiment,probability) + st.write(" ") + st.altair_chart(lime_viz(lime)) + +if layout == 'MultiNLC': + with col1: + #Use spaCy to make the sentence into a doc so we can do NLP. + doc = nlp(st.session_state.input) + #Evaluate the provided sentence for sentiment and probability. + if st.session_state.input != "": + st.caption("This is the sentence you provided.") + st.write(text) + probability, sentiment = eval_pred(text, return_all=True) + options, lime = critical_words(st.session_state.input,options=True) + nat_lang_explanation = construct_nlexp(text,sentiment,probability) + + #Allow the user to pick an option to generate counterfactuals from. + option = st.radio('Which word would you like to use to generate alternatives?', options, key = "option") + if (any(option in sublist for sublist in word_lists)): + st.write(f'You selected {option}. It matches a list.') + elif option: + st.write(f'You selected {option}. It does not match a list.') + definition = get_def(option) + else: + st.write('Awaiting your selection.') + + if st.button('Generate Alternatives'): + if option in list(countries.Words): + cf_df = gen_cf_country(countries, doc, option) + st.success('Alternatives created.') + elif option in list(professions.Words): + cf_df = gen_cf_profession(professions, doc, option) + st.success('Alternatives created.') + else: + with st.sidebar: + ant("Generating alternatives for",(option,"opt","#E0FBFB"), "with a definition of: ",(st.session_state.definition,"def","#E0FBFB"),".") + cf_df = cf_from_wordnet_df(option,text,seed_definition=st.session_state.definition) + st.success('Alternatives created.') + + if len(cf_df) != 0: + if alt_choice == "Similarity": + text2, text3 = get_min_max(cf_df, option) + col2.caption(f"This sentence is 'similar' to {option}.") + col3.caption(f"This sentence is 'not similar' to {option}.") + elif alt_choice == "Sampling (Random)": + text2, text3 = sampled_alts(cf_df, option) + col2.caption(f"This sentence is a random sample from the alternatives.") + col3.caption(f"This sentence is a random sample from the alternatives.") + elif alt_choice == "Sampling (Fixed)": + text2, text3 = sampled_alts(cf_df, option, fixed=True) + col2.caption(f"This sentence is a fixed sample of the alternatives.") + col3.caption(f"This sentence is a fixed sample of the alternatives.") + elif alt_choice == "Probability": + text2, text3 = abs_dif(cf_df, option) + col2.caption(f"This sentence is the closest prediction in the model.") + col3.caption(f"This sentence is the farthest prediction in the model.") + with st.sidebar: + st.info(f"Alternatives generated: {len(cf_df)}") + + with col2: + if text2 != "": + sim2 = cf_df.loc[cf_df['text'] == text2, 'similarity'].iloc[0] + st.write(text2) + probability2, sentiment2 = eval_pred(text2, return_all=True) + nat_lang_explanation = construct_nlexp(text2,sentiment2,probability2) + #st.info(f" Similarity Score: {np.round(sim2, 2)}, Num Checked: {len(cf_df)}") #for QA purposes + + with col3: + if text3 != "": + sim3 = cf_df.loc[cf_df['text'] == text3, 'similarity'].iloc[0] + st.write(text3) + probability3, sentiment3 = eval_pred(text3, return_all=True) + nat_lang_explanation = construct_nlexp(text3,sentiment3,probability3) + #st.info(f"Similarity Score: {np.round(sim3, 2)}, Num Checked: {len(cf_df)}") #for QA purposes + +if layout == 'MultiNLC + Lime': + with col1: + + #Use spaCy to make the sentence into a doc so we can do NLP. + doc = nlp(st.session_state.input) + #Evaluate the provided sentence for sentiment and probability. + if st.session_state.input != "": + st.caption("This is the sentence you provided.") + st.write(text) + probability, sentiment = eval_pred(text, return_all=True) + options, lime = critical_words(st.session_state.input,options=True) + nat_lang_explanation = construct_nlexp(text,sentiment,probability) + st.write(" ") + st.altair_chart(lime_viz(lime)) + + #Allow the user to pick an option to generate counterfactuals from. + option = st.radio('Which word would you like to use to generate alternatives?', options, key = "option") + if (any(option in sublist for sublist in word_lists)): + st.write(f'You selected {option}. It matches a list.') + elif option: + st.write(f'You selected {option}. It does not match a list.') + definition = get_def(option) + else: + st.write('Awaiting your selection.') + + if st.button('Generate Alternatives'): + if option in list(countries.Words): + cf_df = gen_cf_country(countries, doc, option) + st.success('Alternatives created.') + elif option in list(professions.Words): + cf_df = gen_cf_profession(professions, doc, option) + st.success('Alternatives created.') + else: + with st.sidebar: + ant("Generating alternatives for",(option,"opt","#E0FBFB"), "with a definition of: ",(st.session_state.definition,"def","#E0FBFB"),".") + cf_df = cf_from_wordnet_df(option,text,seed_definition=st.session_state.definition) + st.success('Alternatives created.') + + if len(cf_df) != 0: + if alt_choice == "Similarity": + text2, text3 = get_min_max(cf_df, option) + col2.caption(f"This sentence is 'similar' to {option}.") + col3.caption(f"This sentence is 'not similar' to {option}.") + elif alt_choice == "Sampling (Random)": + text2, text3 = sampled_alts(cf_df, option) + col2.caption(f"This sentence is a random sample from the alternatives.") + col3.caption(f"This sentence is a random sample from the alternatives.") + elif alt_choice == "Sampling (Fixed)": + text2, text3 = sampled_alts(cf_df, option, fixed=True) + col2.caption(f"This sentence is a fixed sample of the alternatives.") + col3.caption(f"This sentence is a fixed sample of the alternatives.") + elif alt_choice == "Probability": + text2, text3 = abs_dif(cf_df, option) + col2.caption(f"This sentence is the closest prediction in the model.") + col3.caption(f"This sentence is the farthest prediction in the model.") + with st.sidebar: + st.info(f"Alternatives generated: {len(cf_df)}") + + with col2: + if text2 != "": + sim2 = cf_df.loc[cf_df['text'] == text2, 'similarity'].iloc[0] + st.write(text2) + probability2, sentiment2 = eval_pred(text2, return_all=True) + nat_lang_explanation = construct_nlexp(text2,sentiment2,probability2) + exp2 = explainer.explain_instance(text2, predictor, num_features=15, num_samples=2000) + lime_results2 = exp2.as_list() + st.write(" ") + st.altair_chart(lime_viz(lime_results2)) + + with col3: + if text3 != "": + sim3 = cf_df.loc[cf_df['text'] == text3, 'similarity'].iloc[0] + st.write(text3) + probability3, sentiment3 = eval_pred(text3, return_all=True) + nat_lang_explanation = construct_nlexp(text3,sentiment3,probability3) + exp3 = explainer.explain_instance(text3, predictor, num_features=15, num_samples=2000) + lime_results3 = exp3.as_list() + st.write(" ") + st.altair_chart(lime_viz(lime_results3)) + +if layout == 'VizNLC': + with col1: + + #Use spaCy to make the sentence into a doc so we can do NLP. + doc = nlp(st.session_state.input) + #Evaluate the provided sentence for sentiment and probability. + if st.session_state.input != "": + st.caption("This is the sentence you provided.") + st.write(text) + probability, sentiment = eval_pred(text, return_all=True) + options, lime = critical_words(st.session_state.input,options=True) + nat_lang_explanation = construct_nlexp(text,sentiment,probability) + st.write(" ") + st.altair_chart(lime_viz(lime)) + + #Allow the user to pick an option to generate counterfactuals from. + option = st.radio('Which word would you like to use to generate alternatives?', options, key = "option") + if (any(option in sublist for sublist in word_lists)): + st.write(f'You selected {option}. It matches a list.') + elif option: + st.write(f'You selected {option}. It does not match a list.') + definition = get_def(option) + else: + st.write('Awaiting your selection.') + + if st.button('Generate Alternatives'): + if option in list(countries.Words): + cf_df = gen_cf_country(countries, doc, option) + st.success('Alternatives created.') + elif option in list(professions.Words): + cf_df = gen_cf_profession(professions, doc, option) + st.success('Alternatives created.') + else: + with st.sidebar: + ant("Generating alternatives for",(option,"opt","#E0FBFB"), "with a definition of: ",(st.session_state.definition,"def","#E0FBFB"),".") + cf_df = cf_from_wordnet_df(option,text,seed_definition=st.session_state.definition) + st.success('Alternatives created.') + + if len(cf_df) != 0: + if alt_choice == "Similarity": + text2, text3 = get_min_max(cf_df, option) + col2.caption(f"This sentence is 'similar' to {option}.") + col3.caption(f"This sentence is 'not similar' to {option}.") + elif alt_choice == "Sampling (Random)": + text2, text3 = sampled_alts(cf_df, option) + col2.caption(f"This sentence is a random sample from the alternatives.") + col3.caption(f"This sentence is a random sample from the alternatives.") + elif alt_choice == "Sampling (Fixed)": + text2, text3 = sampled_alts(cf_df, option, fixed=True) + col2.caption(f"This sentence is a fixed sample of the alternatives.") + col3.caption(f"This sentence is a fixed sample of the alternatives.") + elif alt_choice == "Probability": + text2, text3 = abs_dif(cf_df, option) + col2.caption(f"This sentence is the closest prediction in the model.") + col3.caption(f"This graph represents the {len(cf_df)} alternatives to {option}.") + with st.sidebar: + st.info(f"Alternatives generated: {len(cf_df)}") + + with col2: + if text2 != "": + sim2 = cf_df.loc[cf_df['text'] == text2, 'similarity'].iloc[0] + st.write(text2) + probability2, sentiment2 = eval_pred(text2, return_all=True) + nat_lang_explanation = construct_nlexp(text2,sentiment2,probability2) + exp2 = explainer.explain_instance(text2, predictor, num_features=15, num_samples=2000) + lime_results2 = exp2.as_list() + st.write(" ") + st.altair_chart(lime_viz(lime_results2)) + + with col3: + if not cf_df.empty: + single_nearest = alt.selection_single(on='mouseover', nearest=True) + full = alt.Chart(cf_df).encode( + alt.X('similarity:Q', scale=alt.Scale(zero=False)), + alt.Y('pred:Q'), + color=alt.Color('Categories:N', legend=alt.Legend(title="Color of Categories")), + size=alt.Size('seed:O'), + tooltip=('Categories','text','pred') + ).mark_circle(opacity=.5).properties(width=450, height=450).add_selection(single_nearest) + st.altair_chart(full) \ No newline at end of file diff --git a/cf-gen-pipeline.ipynb b/cf-gen-pipeline.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..ee2afb77868b2c1cf33c70d3b822f6f3d3827276 --- /dev/null +++ b/cf-gen-pipeline.ipynb @@ -0,0 +1,1279 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "7a3ff9c9-8642-43b9-b1f3-302c227d6acd", + "metadata": {}, + "outputs": [], + "source": [ + "#Import the libraries we know we'll need for the Generator.\n", + "import pandas as pd, spacy, nltk, numpy as np, re, ssl\n", + "from spacy import displacy\n", + "from spacy.matcher import Matcher\n", + "from nltk.corpus import wordnet\n", + "#!python -m spacy download en_core_web_md\n", + "nlp = spacy.load(\"en_core_web_md\")\n", + "lemmatizer = nlp.get_pipe(\"lemmatizer\")\n", + "\n", + "#Import the libraries to support the model, predictions, and LIME.\n", + "from transformers import AutoTokenizer, AutoModelForSequenceClassification, TextClassificationPipeline\n", + "import lime\n", + "import torch\n", + "import torch.nn.functional as F\n", + "from lime.lime_text import LimeTextExplainer\n", + "\n", + "#Import the libraries for generating interactive visualizations.\n", + "import altair as alt" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "730cc6fd-f125-42be-ba42-9a7741f82ef5", + "metadata": {}, + "outputs": [], + "source": [ + "#Defining all necessary variables and instances.\n", + "tokenizer = AutoTokenizer.from_pretrained(\"distilbert-base-uncased-finetuned-sst-2-english\")\n", + "model = AutoModelForSequenceClassification.from_pretrained(\"distilbert-base-uncased-finetuned-sst-2-english\")\n", + "pipe = TextClassificationPipeline(model=model, tokenizer=tokenizer, return_all_scores=True)\n", + "class_names = ['negative', 'positive']\n", + "explainer = LimeTextExplainer(class_names=class_names)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "1a40f224-25ce-4b57-88fb-404cccbc878b", + "metadata": {}, + "outputs": [], + "source": [ + "#Defining a Predictor required for LIME to function.\n", + "def predictor(texts):\n", + " outputs = model(**tokenizer(texts, return_tensors=\"pt\", padding=True))\n", + " probas = F.softmax(outputs.logits, dim=1).detach().numpy()\n", + " return probas" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "201c4792-868b-4e6a-a8d2-f6ffb2f8971a", + "metadata": {}, + "outputs": [], + "source": [ + "# A simple function to pull synonyms and antonyms using spacy's POS\n", + "def syn_ant(word,POS=False,human=True):\n", + " pos_options = ['NOUN','VERB','ADJ','ADV']\n", + " synonyms = [] \n", + " antonyms = []\n", + " #WordNet hates spaces so you have to remove them\n", + " if \" \" in word:\n", + " word = word.replace(\" \", \"_\")\n", + " \n", + " if POS in pos_options:\n", + " for syn in wordnet.synsets(word, pos=getattr(wordnet, POS)): \n", + " for l in syn.lemmas(): \n", + " current = l.name()\n", + " if human:\n", + " current = re.sub(\"_\",\" \",current)\n", + " synonyms.append(current) \n", + " if l.antonyms():\n", + " for ant in l.antonyms():\n", + " cur_ant = ant.name()\n", + " if human:\n", + " cur_ant = re.sub(\"_\",\" \",cur_ant)\n", + " antonyms.append(cur_ant)\n", + " else: \n", + " for syn in wordnet.synsets(word): \n", + " for l in syn.lemmas(): \n", + " current = l.name()\n", + " if human:\n", + " current = re.sub(\"_\",\" \",current)\n", + " synonyms.append(current) \n", + " if l.antonyms():\n", + " for ant in l.antonyms():\n", + " cur_ant = ant.name()\n", + " if human:\n", + " cur_ant = re.sub(\"_\",\" \",cur_ant)\n", + " antonyms.append(cur_ant)\n", + " synonyms = list(set(synonyms))\n", + " antonyms = list(set(antonyms))\n", + " return synonyms, antonyms" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "89aaea6d-a4b7-4995-85b5-625e6db292da", + "metadata": {}, + "outputs": [], + "source": [ + "# Builds a list dynamically from WordNet using NLTK.\n", + "def wordnet_list(word,POS=False):\n", + " word = word.lower()\n", + " pos_options = ['NOUN','VERB','ADJ','ADV']\n", + " synonyms, antonyms = syn_ant(word,POS,False)\n", + " #print(synonyms, antonyms)\n", + " base = []\n", + " final = [word]\n", + " #WordNet hates spaces so you have to remove them\n", + " m_word = word.replace(\" \", \"_\")\n", + " \n", + " if POS in pos_options:\n", + " for syn in wordnet.synsets(m_word, pos=getattr(wordnet, POS)):\n", + " base.extend(syn.hyponyms())\n", + " base.append(syn)\n", + " \n", + " if len(synonyms) > 0:\n", + " for w in synonyms:\n", + " w = w.replace(\" \",\"_\")\n", + " for syn in wordnet.synsets(w, pos=getattr(wordnet, POS)):\n", + " base.extend(syn.hyponyms())\n", + " base.append(syn)\n", + " if len(antonyms) > 0:\n", + " for a in antonyms:\n", + " a = a.replace(\" \",\"_\")\n", + " for syn in wordnet.synsets(a, pos=getattr(wordnet, POS)):\n", + " base.extend(syn.hyponyms())\n", + " base.append(syn)\n", + " else:\n", + " for syn in wordnet.synsets(m_word):\n", + " base.extend(syn.hyponyms())\n", + " base.append(syn)\n", + " \n", + " if len(synonyms) > 0:\n", + " for w in synonyms:\n", + " w = w.replace(\" \",\"_\")\n", + " for syn in wordnet.synsets(w):\n", + " base.extend(syn.hyponyms())\n", + " base.append(syn)\n", + " if len(antonyms) > 0:\n", + " for a in antonyms:\n", + " a = a.replace(\" \",\"_\")\n", + " for syn in wordnet.synsets(a):\n", + " base.extend(syn.hyponyms())\n", + " base.append(syn)\n", + " base = list(set(base))\n", + " for b in base:\n", + " cur_words = []\n", + " cur_words.extend([re.sub(\"_\",\" \",lemma.name()) for lemma in b.lemmas()])\n", + " final.extend(cur_words)\n", + "\n", + " \n", + " \n", + " final = list(set(final)) \n", + " return final" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "01c74ce5-8a31-4a28-bb12-655349fee453", + "metadata": {}, + "outputs": [], + "source": [ + "def eval_pred_test(text, return_all = False):\n", + " '''A basic function for evaluating the prediction from the model and turning it into a visualization friendly number.'''\n", + " preds = pipe(text)\n", + " neg_score = -1 * preds[0][0]['score']\n", + " sent_neg = preds[0][0]['label']\n", + " pos_score = preds[0][1]['score']\n", + " sent_pos = preds[0][1]['label']\n", + " prediction = 0\n", + " sentiment = ''\n", + " if pos_score > abs(neg_score):\n", + " prediction = pos_score\n", + " sentiment = sent_pos\n", + " elif abs(neg_score) > pos_score:\n", + " prediction = neg_score\n", + " sentiment = sent_neg\n", + " \n", + " if return_all:\n", + " return prediction, sentiment\n", + " else:\n", + " return prediction" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "7864d1db-399f-4d23-a036-30da34fe3805", + "metadata": {}, + "outputs": [], + "source": [ + "def cf_from_wordnet_list(seed,text):\n", + " seed_token = nlp(seed)\n", + " seed_POS = seed_token[0].pos_\n", + " #print(seed_POS)\n", + " words = wordnet_list(seed,seed_POS)\n", + " \n", + " df = pd.DataFrame()\n", + " df[\"Words\"] = words\n", + " df[\"Sentences\"] = df.Words.apply(lambda x: re.sub(r'\\b'+seed+r'\\b',x,text))\n", + " df[\"Similarity\"] = df.Words.apply(lambda x: seed_token[0].similarity(nlp(x)[0]))\n", + " df = df[df.Similarity > 0].reset_index()\n", + " df.drop(\"index\", axis=1, inplace=True)\n", + " df[\"Prediction\"] = df.Sentences.apply(eval_pred_test)\n", + " #added this because I think it will make the end results better if we ensure the seed is in the data we generate counterfactuals from.\n", + " df['Seed'] = df.Words.apply(lambda x: 'Seed' if x.lower() == seed else 'Alternative')\n", + " return df\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "527f037b-79a1-4636-88ba-efd06b9cc20d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'This film was filmed in Iraq.'" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "seed = \"film\"\n", + "text = f\"This {seed} was filmed in Iraq.\"\n", + "text" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "dc6b503c-0e7e-438e-8079-14479de4e246", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + " I\n", + " PRON\n", + "\n", + "\n", + "\n", + " met\n", + " VERB\n", + "\n", + "\n", + "\n", + " a\n", + " DET\n", + "\n", + "\n", + "\n", + " naked\n", + " ADJ\n", + "\n", + "\n", + "\n", + " doctor.\n", + " NOUN\n", + "\n", + "\n", + "\n", + " \n", + " \n", + " nsubj\n", + " \n", + " \n", + "\n", + "\n", + "\n", + " \n", + " \n", + " det\n", + " \n", + " \n", + "\n", + "\n", + "\n", + " \n", + " \n", + " amod\n", + " \n", + " \n", + "\n", + "\n", + "\n", + " \n", + " \n", + " dobj\n", + " \n", + " \n", + "\n", + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "test = \"I met a naked doctor.\"\n", + "testdoc = nlp(test)\n", + "displacy.render(testdoc, style=\"dep\")" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "04509f16-9098-4b67-9fea-3a256d1debe9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'adjectival modifier'" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "spacy.explain(\"amod\")" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "ebe15fd4-4c1e-4a10-a886-6698620b3b72", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/lx/xt9qnk8569n7xy_d7knh3npr0000gp/T/ipykernel_6702/625873274.py:10: UserWarning: [W008] Evaluating Token.similarity based on empty vectors.\n", + " df[\"Similarity\"] = df.Words.apply(lambda x: seed_token[0].similarity(nlp(x)[0]))\n" + ] + } + ], + "source": [ + "cf_df = cf_from_wordnet_list(seed,text)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "a8d44862-d39d-45e5-a030-49d91e9e0712", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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WordsSentencesSimilarityPredictionSeed
0dioramaThis diorama was filmed in Iraq.0.1270230.793419Alternative
1longshotThis longshot was filmed in Iraq.0.050408-0.991559Alternative
2musical comedyThis musical comedy was filmed in Iraq.1.0000000.910803Alternative
3characterisationThis characterisation was filmed in Iraq.0.216481-0.987333Alternative
4PolaroidThis Polaroid was filmed in Iraq.0.171456-0.979913Alternative
\n", + "
" + ], + "text/plain": [ + " Words Sentences Similarity \\\n", + "0 diorama This diorama was filmed in Iraq. 0.127023 \n", + "1 longshot This longshot was filmed in Iraq. 0.050408 \n", + "2 musical comedy This musical comedy was filmed in Iraq. 1.000000 \n", + "3 characterisation This characterisation was filmed in Iraq. 0.216481 \n", + "4 Polaroid This Polaroid was filmed in Iraq. 0.171456 \n", + "\n", + " Prediction Seed \n", + "0 0.793419 Alternative \n", + "1 -0.991559 Alternative \n", + "2 0.910803 Alternative \n", + "3 -0.987333 Alternative \n", + "4 -0.979913 Alternative " + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cf_df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "6d133205-08ad-43c8-8140-ece8d5943a7f", + "metadata": {}, + "outputs": [], + "source": [ + "def max_min(df):\n", + " maximum = df[df.Words != \"girl\"].Similarity.max()\n", + " text3 = df.loc[df['Similarity'] == maximum, 'Words'].iloc[0]\n", + " minimum = df.Similarity.min()\n", + " text2 = df.loc[df['Similarity'] == minimum, 'Words'].iloc[0]\n", + " return text2, text3" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "8311596b-10cf-4915-82f2-5e3e50000436", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "
\n", + "" + ], + "text/plain": [ + "alt.Chart(...)" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "single_nearest = alt.selection_single(on='mouseover', nearest=True)\n", + "full = alt.Chart(cf_df).encode(\n", + " alt.X('Similarity:Q'), # specify nominal data\n", + " alt.Y('Prediction:Q'), # specify quantitative data\n", + " color=alt.Color('Seed:N', legend=alt.Legend(title=\"Seed or Alternative\")),\n", + " size='Seed:N',\n", + " tooltip=('Words','Prediction','Similarity')\n", + ").mark_circle(opacity=.5).properties(width=300).add_selection(single_nearest)\n", + "\n", + "full" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "1898eb99-22fc-4c6f-b918-1f972c4edb9b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "
\n", + "" + ], + "text/plain": [ + "alt.Chart(...)" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df2 = cf_df.nlargest(5, 'Prediction')\n", + "df3 = cf_df.nsmallest(5, 'Prediction')\n", + "df4 = cf_df[cf_df.Seed == \"Seed\"]\n", + "frames = [df2,df3,df4]\n", + "results = pd.concat(frames)\n", + "\n", + "bar = alt.Chart(results).encode( \n", + " alt.X('Prediction:Q'), \n", + " alt.Y('Words:N', sort=\"-x\"),\n", + " color=alt.Color('Seed:N', legend=alt.Legend(title=\"Seed or Alternative\")),\n", + " size='Seed:N',\n", + " tooltip=('Words','Prediction','Similarity')\n", + ").mark_circle().properties(width=300).add_selection(single_nearest)\n", + "\n", + "bar" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "52a4fcfa-80d9-456e-a474-8192ac1c02e8", + "metadata": {}, + "outputs": [], + "source": [ + "# Builds a list dynamically from WordNet using NLTK.\n", + "def wordnet_df(word,POS=False):\n", + " pos_options = ['NOUN','VERB','ADJ','ADV']\n", + " synonyms, antonyms = syn_ant(word,POS,False)\n", + " words = []\n", + " cats = []\n", + " #WordNet hates spaces so you have to remove them\n", + " m_word = word.replace(\" \", \"_\")\n", + " \n", + " if POS in pos_options:\n", + " for syn in wordnet.synsets(m_word, pos=getattr(wordnet, POS)):\n", + " cur_lemmas = syn.lemmas()\n", + " hypos = syn.hyponyms()\n", + " for hypo in hypos:\n", + " cur_lemmas.extend(hypo.lemmas())\n", + " for lemma in cur_lemmas:\n", + " ll = lemma.name()\n", + " cats.append(re.sub(\"_\",\" \", syn.name().split(\".\")[0]))\n", + " words.append(re.sub(\"_\",\" \",ll))\n", + " \n", + " if len(synonyms) > 0:\n", + " for w in synonyms:\n", + " w = w.replace(\" \",\"_\")\n", + " for syn in wordnet.synsets(w, pos=getattr(wordnet, POS)):\n", + " cur_lemmas = syn.lemmas()\n", + " hypos = syn.hyponyms()\n", + " for hypo in hypos:\n", + " cur_lemmas.extend(hypo.lemmas())\n", + " for lemma in cur_lemmas:\n", + " ll = lemma.name()\n", + " cats.append(re.sub(\"_\",\" \", syn.name().split(\".\")[0]))\n", + " words.append(re.sub(\"_\",\" \",ll))\n", + " if len(antonyms) > 0:\n", + " for a in antonyms:\n", + " a = a.replace(\" \",\"_\")\n", + " for syn in wordnet.synsets(a, pos=getattr(wordnet, POS)):\n", + " cur_lemmas = syn.lemmas()\n", + " hypos = syn.hyponyms()\n", + " for hypo in hypos:\n", + " cur_lemmas.extend(hypo.lemmas())\n", + " for lemma in cur_lemmas:\n", + " ll = lemma.name()\n", + " cats.append(re.sub(\"_\",\" \", syn.name().split(\".\")[0]))\n", + " words.append(re.sub(\"_\",\" \",ll))\n", + " else:\n", + " for syn in wordnet.synsets(m_word):\n", + " cur_lemmas = syn.lemmas()\n", + " hypos = syn.hyponyms()\n", + " for hypo in hypos:\n", + " cur_lemmas.extend(hypo.lemmas())\n", + " for lemma in cur_lemmas:\n", + " ll = lemma.name()\n", + " cats.append(re.sub(\"_\",\" \", syn.name().split(\".\")[0]))\n", + " words.append(re.sub(\"_\",\" \",ll))\n", + " \n", + " if len(synonyms) > 0:\n", + " for w in synonyms:\n", + " w = w.replace(\" \",\"_\")\n", + " for syn in wordnet.synsets(w):\n", + " cur_lemmas = syn.lemmas()\n", + " hypos = syn.hyponyms()\n", + " for hypo in hypos:\n", + " cur_lemmas.extend(hypo.lemmas())\n", + " for lemma in cur_lemmas:\n", + " ll = lemma.name()\n", + " cats.append(re.sub(\"_\",\" \", syn.name().split(\".\")[0]))\n", + " words.append(re.sub(\"_\",\" \",ll))\n", + " if len(antonyms) > 0:\n", + " for a in antonyms:\n", + " a = a.replace(\" \",\"_\")\n", + " for syn in wordnet.synsets(a):\n", + " cur_lemmas = syn.lemmas()\n", + " hypos = syn.hyponyms()\n", + " for hypo in hypos:\n", + " cur_lemmas.extend(hypo.lemmas())\n", + " for lemma in cur_lemmas:\n", + " ll = lemma.name()\n", + " cats.append(re.sub(\"_\",\" \", syn.name().split(\".\")[0]))\n", + " words.append(re.sub(\"_\",\" \",ll))\n", + "\n", + " df = {\"Categories\":cats, \"Words\":words}\n", + " df = pd.DataFrame(df) \n", + " df = df.drop_duplicates().reset_index()\n", + " df = df.drop(\"index\", axis=1)\n", + " return df" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "8a61922c-09f8-4a2b-8317-36783016fc2a", + "metadata": {}, + "outputs": [], + "source": [ + "def cf_from_wordnet_df(seed,text):\n", + " seed_token = nlp(seed)\n", + " seed_POS = seed_token[0].pos_\n", + " print(seed_POS)\n", + " df = wordnet_df(seed,seed_POS)\n", + " \n", + " df[\"Sentences\"] = df.Words.apply(lambda x: re.sub(r'\\b'+seed+r'\\b',x,text))\n", + " df[\"Word Similarity\"] = df.Words.apply(lambda x: seed_token.similarity(nlp(x)))\n", + " df = df[df[\"Word Similarity\"] > 0].reset_index()\n", + " df.drop(\"index\", axis=1, inplace=True)\n", + " df[\"Prediction\"] = df.Sentences.apply(eval_pred_test)\n", + " #added this because I think it will make the end results better if we ensure the seed is in the data we generate counterfactuals from.\n", + " df['Seed'] = df.Words.apply(lambda x: 'Seed' if x.lower() == seed else 'Alternative')\n", + " return df" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "ebeafe57-44e2-4ae2-bdab-f16050efc4f1", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "NOUN\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/lx/xt9qnk8569n7xy_d7knh3npr0000gp/T/ipykernel_6702/2903488048.py:8: UserWarning: [W008] Evaluating Doc.similarity based on empty vectors.\n", + " df[\"Word Similarity\"] = df.Words.apply(lambda x: seed_token.similarity(nlp(x)))\n" + ] + } + ], + "source": [ + "panic = cf_from_wordnet_df(seed,text)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "c534bbab-7d5d-4695-8ab0-948ff88463de", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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CategoriesWordsSentencesWord SimilarityPredictionSeed
0moviemovieThis movie was filmed in Iraq.0.519086-0.985851Alternative
1moviefilmThis film was filmed in Iraq.1.000000-0.976839Seed
2moviepictureThis picture was filmed in Iraq.0.275934-0.966598Alternative
3moviemoving pictureThis moving picture was filmed in Iraq.0.3170250.951934Alternative
4moviemoving-picture showThis moving-picture show was filmed in Iraq.0.438731-0.891211Alternative
\n", + "
" + ], + "text/plain": [ + " Categories Words \\\n", + "0 movie movie \n", + "1 movie film \n", + "2 movie picture \n", + "3 movie moving picture \n", + "4 movie moving-picture show \n", + "\n", + " Sentences Word Similarity Prediction \\\n", + "0 This movie was filmed in Iraq. 0.519086 -0.985851 \n", + "1 This film was filmed in Iraq. 1.000000 -0.976839 \n", + "2 This picture was filmed in Iraq. 0.275934 -0.966598 \n", + "3 This moving picture was filmed in Iraq. 0.317025 0.951934 \n", + "4 This moving-picture show was filmed in Iraq. 0.438731 -0.891211 \n", + "\n", + " Seed \n", + "0 Alternative \n", + "1 Seed \n", + "2 Alternative \n", + "3 Alternative \n", + "4 Alternative " + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "panic.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "ea7ad4f3-98d0-4760-9bae-e94210886f08", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "
\n", + "" + ], + "text/plain": [ + "alt.Chart(...)" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "single_nearest = alt.selection_single(on='mouseover', nearest=True)\n", + "full = alt.Chart(panic).encode(\n", + " alt.X('Word Similarity:Q'), # specify nominal data\n", + " alt.Y('Prediction:Q'), # specify quantitative data\n", + " color=alt.Color('Seed:N', legend=alt.Legend(title=\"Seed or Alternative\")),\n", + " size='Seed:N',\n", + " tooltip=('Words','Prediction','Word Similarity')\n", + ").mark_circle(opacity=.5).properties(width=300).add_selection(single_nearest)\n", + "\n", + "full" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "68dfc91f-3a54-4d96-8be9-887415299735", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "isinstance(cf_df, pd.DataFrame)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "9b646bd3-fe80-460d-8237-d181554992a0", + "metadata": {}, + "outputs": [], + "source": [ + "#https://github.com/tvst/st-annotated-text/blob/master/example.py" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "77b86e94-e55a-4c2c-a2ed-bba4e504fbc8", + "metadata": {}, + "outputs": [], + "source": [ + "def get_sampled(df, seed, fixed=False):\n", + " sub_df = df[df['Words'] != seed]\n", + " if fixed:\n", + " sample = sub_df.sample(n=2, random_state = 2052)\n", + " else:\n", + " sample = sub_df.sample(n=2)\n", + " text2 = sample.Sentences.iloc[0]\n", + " text3 = sample.Sentences.iloc[1]\n", + " return text2,text3" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "99253045-8671-47d0-8bed-17b20476c196", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "('This cheesecake was filmed in Iraq.', 'This scum was filmed in Iraq.')" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "get_sampled(panic,\"film\")" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "f438ae0e-7a93-4021-a3ad-5ce36ad37984", + "metadata": {}, + "outputs": [], + "source": [ + "text2, text3 = get_sampled(panic, \"film\")" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "06b9e22f-7562-423d-b96d-19b706869c6a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'This montage was filmed in Iraq.'" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "text2" + ] + }, + { + "cell_type": "code", + "execution_count": 107, + "id": "bc4b5467-c8f6-4a88-8fa2-e781e1eba23e", + "metadata": {}, + "outputs": [], + "source": [ + "#inspired by https://stackoverflow.com/questions/17758023/return-rows-in-a-dataframe-closest-to-a-user-defined-number/17758115#17758115\n", + "def abs_dif(df,seed):\n", + " target = df[df['Words'] == seed].Prediction.iloc[0]\n", + " sub_df = df[df['Words'] != seed].reset_index()\n", + " nearest_prediction = sub_df.Prediction[(sub_df.Prediction-target).abs().argsort()[:1]]\n", + " farthest_prediction = sub_df.Prediction[(sub_df.Prediction-target).abs().argsort()[-1:]]\n", + " nearest = sub_df.Sentences.iloc[nearest_prediction.index[0]]\n", + " farthest = sub_df.Sentences.iloc[farthest_prediction.index[0]]\n", + " return target, nearest, farthest" + ] + }, + { + "cell_type": "code", + "execution_count": 108, + "id": "ae73d9ac-0a05-4d30-8aec-0f40f05b7b16", + "metadata": {}, + "outputs": [], + "source": [ + "target, near, far = abs_dif(panic,\"film\")" + ] + }, + { + "cell_type": "code", + "execution_count": 100, + "id": "48312660-33af-4909-98f1-6134215e63bb", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'This abstraction was filmed in Iraq.'" + ] + }, + "execution_count": 100, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "near" + ] + }, + { + "cell_type": "code", + "execution_count": 101, + "id": "37f226d4-dad7-42b1-9b1c-4e60fb5f3504", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'This positive was filmed in Iraq.'" + ] + }, + "execution_count": 101, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "far" + ] + }, + { + "cell_type": "code", + "execution_count": 102, + "id": "2a631966-025c-4964-bb22-bb245f0aeb57", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "-0.9771453142166138" + ] + }, + "execution_count": 102, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "eval_pred_test(near)" + ] + }, + { + "cell_type": "code", + "execution_count": 103, + "id": "777afc55-f701-4452-82ad-1b5487b68d29", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.9987342953681946" + ] + }, + "execution_count": 103, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "eval_pred_test(far)" + ] + }, + { + "cell_type": "code", + "execution_count": 104, + "id": "c9a92eef-9649-439e-b669-15cd360a3019", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "-0.9768388867378235" + ] + }, + "execution_count": 104, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "target" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e69f1778-22bf-47cc-8ee9-dd90d7e6cebf", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.8" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/custom-named-entity-recognition.ipynb b/custom-named-entity-recognition.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..05bcc64aadcf2a346a089c1d690f9c6949da1034 --- /dev/null +++ b/custom-named-entity-recognition.ipynb @@ -0,0 +1,1625 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "f4586eab-7134-4418-81db-d8cb37e6ac7b", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd, numpy as np, matplotlib.pyplot as plt\n", + "import spacy\n", + "from spacy import displacy\n", + "from spacy.matcher import Matcher\n", + "nlp = spacy.load(\"en_core_web_sm\")\n", + "lemmatizer = nlp.get_pipe(\"lemmatizer\")\n", + "\n", + "#All of the libraries needed to try and make a script for automating creation of rules from word lists\n", + "import json, os, requests" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "3b0e9f8f-c4de-4c9a-99eb-3b2551ea3206", + "metadata": {}, + "outputs": [], + "source": [ + "ruler = nlp.add_pipe(\"entity_ruler\").from_disk(\"tweaks/main-ruler-bias.jsonl\")" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "9552d9c3-03ce-4f88-a155-015cfaa93401", + "metadata": {}, + "outputs": [], + "source": [ + "matcher = Matcher(nlp.vocab)" + ] + }, + { + "cell_type": "code", + "execution_count": 169, + "id": "dad46655-bf5c-4745-a1a9-a3d8cb42df6c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[('transwoman', 'SOGI', 'lbgtq-bias'), ('trans-man', 'SOGI', 'lbgtq-bias'), ('gay', 'SOGI', 'lbgtq-bias')]\n" + ] + }, + { + "data": { + "text/html": [ + "
I saw a \n", + "\n", + " transwoman\n", + " SOGI\n", + "\n", + " and a \n", + "\n", + " trans-man\n", + " SOGI\n", + "\n", + " walking with their \n", + "\n", + " gay\n", + " SOGI\n", + "\n", + " friends down the road.
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Note: I'm using https://www.hrc.org/resources/sexual-orientation-and-gender-identity-terminology-and-definitions \"Sexual Orientation Gender Identity\" as \"SOGI\" to be more inclusive\n", + "txt_trans = \"I saw a transwoman and a trans-man walking with their gay friends down the road.\"\n", + "doc2 = nlp(txt_trans)\n", + "print([(ent.text, ent.label_, ent.ent_id_) for ent in doc2.ents])\n", + "displacy.render(doc2, style=\"ent\")" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "id": "f0dd8dc9-b723-4ece-9af3-5b789071bcc5", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Text: I | Part of Speech: PRON | Dependency: nsubj | Entity: \n", + "Text: saw | Part of Speech: VERB | Dependency: ROOT | Entity: \n", + "Text: a | Part of Speech: DET | Dependency: det | Entity: \n", + "Text: transwoman | Part of Speech: NOUN | Dependency: dobj | Entity: GENDER \n", + "Text: and | Part of Speech: CCONJ | Dependency: cc | Entity: \n", + "Text: a | Part of Speech: DET | Dependency: det | Entity: \n", + "Text: trans | Part of Speech: NOUN | Dependency: conj | Entity: \n", + "Text: - | Part of Speech: NOUN | Dependency: acl | Entity: \n", + "Text: man | Part of Speech: NOUN | Dependency: nsubj | Entity: GENDER \n", + "Text: walking | Part of Speech: VERB | Dependency: acl | Entity: \n", + "Text: with | Part of Speech: ADP | Dependency: prep | Entity: \n", + "Text: their | Part of Speech: PRON | Dependency: poss | Entity: \n", + "Text: gay | Part of Speech: ADJ | Dependency: amod | Entity: GENDER \n", + "Text: friends | Part of Speech: NOUN | Dependency: pobj | Entity: \n", + "Text: down | Part of Speech: ADP | Dependency: prep | Entity: \n", + "Text: the | Part of Speech: DET | Dependency: det | Entity: \n", + "Text: road | Part of Speech: NOUN | Dependency: pobj | Entity: \n", + "Text: . | Part of Speech: PUNCT | Dependency: punct | Entity: \n" + ] + } + ], + "source": [ + "text_pos(doc2)" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "ddd2cd17-6ca1-4cb8-b029-ecd6fe4df847", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[('man', 'GENDER', 'male-bias'), ('he', 'GENDER', 'male-bias'), ('woman', 'GENDER', 'female-bias'), ('his', 'GENDER', 'male-bias'), ('grandma', 'GENDER', 'female-bias')]\n" + ] + } + ], + "source": [ + "txt = \"I once met a man who didn't have a clue that he was once a woman in his grandma's shoes.\"\n", + "doc = nlp(txt)\n", + "print([(ent.text, ent.label_, ent.ent_id_) for ent in doc.ents])" + ] + }, + { + "cell_type": "markdown", + "id": "89c77f84-43fb-4bff-a1be-7a7d51569d6c", + "metadata": {}, + "source": [ + "## Exploring StereoSet as a possible source of defaults." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "1985016b-5d01-493a-980c-ee838edbe568", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "dict_keys(['version', 'data'])" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "obj = requests.get('https://raw.githubusercontent.com/moinnadeem/StereoSet/master/data/dev.json').json()\n", + "obj.keys()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "4b9e7a2a-8a8a-47d3-839b-b7707f75ed9f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(obj['data'])" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "abacc561-efcb-4647-b316-01a3f69d7f21", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "dict_keys(['intersentence', 'intrasentence'])" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "obj['data'].keys()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "d271af83-9eb3-4678-b79f-d50642438686", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2123" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "inter = obj['data']['intersentence']\n", + "intra = obj['data']['intrasentence']\n", + "len(inter)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "108bd67f-bda5-45b2-b91c-ff115fe4ada8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2106" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(intra)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "a6c14565-fc32-4d12-9410-dd4cc481b3ec", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'id': 'bb7a8bd19a8cfdf1381f60715adfdbb5',\n", + " 'target': 'Ethiopia',\n", + " 'bias_type': 'race',\n", + " 'context': 'Many people live in Ethiopia.',\n", + " 'sentences': [{'sentence': 'The people are fat and unathletic.',\n", + " 'id': '20eb4fa5c9d23ac9feaf78b1cbddef10',\n", + " 'labels': [{'label': 'anti-stereotype',\n", + " 'human_id': '82e625a43e56d10f06670b6d4e4df5e6'},\n", + " {'label': 'anti-stereotype',\n", + " 'human_id': 'ac063b5bb6b8944b60a4eef82b515b45'},\n", + " {'label': 'anti-stereotype',\n", + " 'human_id': 'd5ada355bf186c7bad86a36edd5261f8'},\n", + " {'label': 'anti-stereotype',\n", + " 'human_id': '707e2135a19883027a408499e2a91c09'},\n", + " {'label': 'anti-stereotype',\n", + " 'human_id': '4d51bfb38fcd2a331e6a77b3985ff2d6'}],\n", + " 'gold_label': 'anti-stereotype'},\n", + " {'sentence': 'The people are very thin and good at distance running.',\n", + " 'id': '907a891041d6c036e71e57867753157a',\n", + " 'labels': [{'label': 'stereotype',\n", + " 'human_id': '82e625a43e56d10f06670b6d4e4df5e6'},\n", + " {'label': 'stereotype', 'human_id': 'ac063b5bb6b8944b60a4eef82b515b45'},\n", + " {'label': 'stereotype', 'human_id': 'd5ada355bf186c7bad86a36edd5261f8'},\n", + " {'label': 'stereotype', 'human_id': '707e2135a19883027a408499e2a91c09'},\n", + " {'label': 'stereotype', 'human_id': '4d51bfb38fcd2a331e6a77b3985ff2d6'}],\n", + " 'gold_label': 'stereotype'},\n", + " {'sentence': 'Cats have sharp claws.',\n", + " 'id': '53ed092cc068d16e24a77324b8115287',\n", + " 'labels': [{'label': 'unrelated',\n", + " 'human_id': '82e625a43e56d10f06670b6d4e4df5e6'},\n", + " {'label': 'unrelated', 'human_id': 'ac063b5bb6b8944b60a4eef82b515b45'},\n", + " {'label': 'unrelated', 'human_id': 'd5ada355bf186c7bad86a36edd5261f8'},\n", + " {'label': 'unrelated', 'human_id': '707e2135a19883027a408499e2a91c09'},\n", + " {'label': 'unrelated', 'human_id': '4d51bfb38fcd2a331e6a77b3985ff2d6'}],\n", + " 'gold_label': 'unrelated'}]}" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "inter[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "93b18c11-6e72-4b24-b51a-ee05192cfea2", + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.DataFrame()" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "4fe779b2-2979-4a36-9395-99a5ccd2b981", + "metadata": {}, + "outputs": [], + "source": [ + "df['target'] = [inter[x]['target'] for x in range(0,len(inter))]\n", + "df['bias'] = [inter[x]['bias_type'] for x in range(0,len(inter))]\n", + "df['context'] = [inter[x]['context'] for x in range(0,len(inter))]" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "98d5a44a-0169-4b62-8518-94e445dedd2c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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targetbiascontext
0EthiopiaraceMany people live in Ethiopia.
1HispanicraceMy professor is a hispanic man
2schoolgirlgenderThe schoolgirl is walking down the street.
3Cape VerderaceWe'll likely fly over Cape Verde on our flight...
4RussianraceI know many people who are Russian.
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" + ], + "text/plain": [ + " target bias context\n", + "0 Ethiopia race Many people live in Ethiopia.\n", + "1 Hispanic race My professor is a hispanic man\n", + "2 schoolgirl gender The schoolgirl is walking down the street.\n", + "3 Cape Verde race We'll likely fly over Cape Verde on our flight...\n", + "4 Russian race I know many people who are Russian." + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "4a74b47f-5be9-4816-b656-5473e85ac4dd", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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targetcontext
0EthiopiaMany people live in Ethiopia.
1HispanicMy professor is a hispanic man
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" + ], + "text/plain": [ + " target context\n", + "0 Ethiopia Many people live in Ethiopia.\n", + "1 Hispanic My professor is a hispanic man\n", + "3 Cape Verde We'll likely fly over Cape Verde on our flight...\n", + "4 Russian I know many people who are Russian.\n", + "6 Cameroon That person is from Cameroon." + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "race.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "id": "3cf4d80b-ea62-4e83-8820-0939d06dad30", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "race.target.value_counts().plot.bar(x='target')" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "id": "46b7b0a6-f644-44a4-8156-49458cd6ca40", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/lx/xt9qnk8569n7xy_d7knh3npr0000gp/T/ipykernel_26888/3028792596.py:1: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " race.drop_duplicates('target', inplace=True)\n" + ] + }, + { + "data": { + "text/plain": [ + "36" + ] + }, + "execution_count": 58, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "race.drop_duplicates('target', inplace=True)\n", + "len(race)" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "id": "0bfd4d06-16fc-487c-bb7a-c2f91559ae6f", + "metadata": {}, + "outputs": [], + "source": [ + "#race.to_csv(\"Assets/stereo-set-race.csv\", index=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "id": "31227cba-7ce5-4ab5-9611-63b99f0d07e0", + "metadata": {}, + "outputs": [], + "source": [ + "gender = df[df.bias == 'gender']" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "id": "4edc9481-5a0d-4c80-b683-12f3dfdfd8fc", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 61, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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516MuslimThe teacher is a muslim.
575BibleThe Bible Study class meets once a week.
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" + ], + "text/plain": [ + " target context\n", + "516 Muslim The teacher is a muslim.\n", + "575 Bible The Bible Study class meets once a week.\n", + "629 Brahmin I sought out the advice of the Brahmin." + ] + }, + "execution_count": 78, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "rel" + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "id": "1111fee3-805d-4867-9bfb-c3c4fff24a6e", + "metadata": {}, + "outputs": [], + "source": [ + "#rel.to_csv('Assets/StereoSet/stereo-set-religion.csv', index=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "id": "03e80a8a-f7e6-46ed-892f-8ec8bc31a2cd", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'id': '855484664e331c670e1bbca3ec708d1c',\n", + " 'target': 'Ethiopian',\n", + " 'bias_type': 'race',\n", + " 'context': 'Ethiopian men are BLANK',\n", + " 'sentences': [{'sentence': 'Ethiopian men are skinny',\n", + " 'id': 'da3ffe0b63e23ecead967407f350c1b9',\n", + " 'labels': [{'label': 'stereotype',\n", + " 'human_id': '10102da18cc8d649454cf120350011be'},\n", + " {'label': 'stereotype', 'human_id': '6567e3de3f54868b9ecd3511b2a1e120'},\n", + " {'label': 'stereotype', 'human_id': '9fafcdd9a39a172460444c9d2bb428c3'},\n", + " {'label': 'stereotype', 'human_id': '1e28d436b6661f962052aae87b7d55a7'},\n", + " {'label': 'stereotype', 'human_id': '1e1f5577348f76027d7884815297109a'}],\n", + " 'gold_label': 'stereotype'},\n", + " {'sentence': 'Ethiopian men are fat',\n", + " 'id': 'b45db81e8d5ac4a1ca21b8c7af1b1ef8',\n", + " 'labels': [{'label': 'anti-stereotype',\n", + " 'human_id': '10102da18cc8d649454cf120350011be'},\n", + " {'label': 'anti-stereotype',\n", + " 'human_id': '6567e3de3f54868b9ecd3511b2a1e120'},\n", + " {'label': 'anti-stereotype',\n", + " 'human_id': '9fafcdd9a39a172460444c9d2bb428c3'},\n", + " {'label': 'anti-stereotype',\n", + " 'human_id': '1e28d436b6661f962052aae87b7d55a7'},\n", + " {'label': 'anti-stereotype',\n", + " 'human_id': '1e1f5577348f76027d7884815297109a'}],\n", + " 'gold_label': 'anti-stereotype'},\n", + " {'sentence': 'Ethiopian men are floating',\n", + " 'id': 'ab8bccba80cee897ce52924a539ed9cb',\n", + " 'labels': [{'label': 'unrelated',\n", + " 'human_id': '10102da18cc8d649454cf120350011be'},\n", + " {'label': 'unrelated', 'human_id': '6567e3de3f54868b9ecd3511b2a1e120'},\n", + " {'label': 'unrelated', 'human_id': '9fafcdd9a39a172460444c9d2bb428c3'},\n", + " {'label': 'unrelated', 'human_id': '1e28d436b6661f962052aae87b7d55a7'},\n", + " {'label': 'unrelated', 'human_id': '1e1f5577348f76027d7884815297109a'}],\n", + " 'gold_label': 'unrelated'}]}" + ] + }, + "execution_count": 81, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "intra[1]" + ] + }, + { + "cell_type": "markdown", + "id": "826c1691-4b23-4dd8-8788-106c6e427f48", + "metadata": {}, + "source": [ + "## Reading a text file to generate the jsonl files" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "eb51cae1-86c2-47cd-9fb0-52dbe4eb688d", + "metadata": {}, + "outputs": [], + "source": [ + "#Create a simple function to read a .txt file, clean it, and return it as a list.\n", + "def source_words(filepath):\n", + " current = open(filepath).readlines()\n", + " current = [word.replace(\"\\n\",\"\") for word in current]\n", + " return current" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "14752cca-6f4f-4707-b2f6-6cd0d41a85c2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['advanced',\n", + " 'aged',\n", + " 'ancient',\n", + " 'antique',\n", + " 'archaic',\n", + " 'contemporary',\n", + " 'current',\n", + " 'frayed',\n", + " 'fresh',\n", + " 'grizzled',\n", + " 'hoary',\n", + " 'immature',\n", + " 'juvenile',\n", + " 'mature',\n", + " 'modern',\n", + " 'new',\n", + " 'novel',\n", + " 'obsolete',\n", + " 'old',\n", + " 'primordial',\n", + " 'ragged',\n", + " 'raw',\n", + " 'recent',\n", + " 'senile',\n", + " 'shabby',\n", + " 'stale',\n", + " 'tattered',\n", + " 'threadbare',\n", + " 'trite',\n", + " 'vintage',\n", + " 'worn',\n", + " 'young']" + ] + }, + "execution_count": 79, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "age_terms = source_words(age_path)\n", + "age_terms" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "97090b8b-fde1-4d46-8c9a-bb95a9717db2", + "metadata": {}, + "outputs": [], + "source": [ + "#Create a function to build the JSONL file.\n", + "def gen_rule_pattern(wordpath,label,ID,to_file=True,test=False):\n", + " words= source_words(wordpath)\n", + " \n", + " if test:\n", + " filepath = \"tweaks/test/\" + ID + \".jsonl\"\n", + " else:\n", + " filepath = \"tweaks/\" + ID + \".jsonl\"\n", + " \n", + " patterns = []\n", + " \n", + " #Adds pattern to a list of patterns.\n", + " for word in words:\n", + " value = {\"label\": label, \"pattern\": [{\"LOWER\": word}],\"id\":ID}\n", + " patterns.append(value)\n", + " \n", + " #Writes the patterns to a JSONL file.\n", + " if to_file:\n", + " with open(filepath, 'w') as file:\n", + " for entry in patterns:\n", + " json.dump(entry, file)\n", + " file.write('\\n')\n", + " return filepath\n", + " else:\n", + " return patterns" + ] + }, + { + "cell_type": "code", + "execution_count": 148, + "id": "e4c9b13a-7db4-4710-8668-52f81d978414", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[{'label': 'age', 'pattern': [{'LOWER': 'advanced'}], 'id': 'age-bias'},\n", + " {'label': 'age', 'pattern': [{'LOWER': 'aged'}], 'id': 'age-bias'},\n", + " {'label': 'age', 'pattern': [{'LOWER': 'ancient'}], 'id': 'age-bias'},\n", + " {'label': 'age', 'pattern': [{'LOWER': 'antique'}], 'id': 'age-bias'},\n", + " {'label': 'age', 'pattern': [{'LOWER': 'archaic'}], 'id': 'age-bias'}]" + ] + }, + "execution_count": 148, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "age_rule = gen_rule_pattern(age_path, \"age\", \"age-bias\",to_file=False)\n", + "age_rule[:5]" + ] + }, + { + "cell_type": "code", + "execution_count": 139, + "id": "5c1a4244-dfae-4532-b6f9-ca6458b203df", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 139, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ruler.from_disk(age_rule)" + ] + }, + { + "cell_type": "code", + "execution_count": 140, + "id": "09dfff75-6b1c-4664-91e7-558f918e93d7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
I ate a \n", + "\n", + " stale\n", + " age\n", + "\n", + " piece of bread in a \n", + "\n", + " vintage\n", + " age\n", + "\n", + " cafe.
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "age_test = \"I ate a stale piece of bread in a vintage cafe.\"\n", + "doc_age = nlp(age_test)\n", + "displacy.render(doc_age, style=\"ent\")" + ] + }, + { + "cell_type": "code", + "execution_count": 149, + "id": "126c8ad0-65af-45f8-8373-e1102050916a", + "metadata": {}, + "outputs": [], + "source": [ + "#Function to read all txt files in Assets and then create JSONL files. It currently doesn't support crawling subfolders, and I'm not sure if I need it.\n", + "def build_pattern_files(directory, use_root=False, add_subfolder=False):\n", + " if use_root:\n", + " dir_path = \"Assets/wordlists-master/\" + directory\n", + " wordlists = os.listdir(dir_path)\n", + " else: \n", + " dir_path = directory\n", + " wordlists = os.listdir(dir_path)\n", + " \n", + " #open the wordlist and then generate a Pattern JSONL File\n", + " for wordlist in wordlists:\n", + " if wordlist == \".ipynb_checkpoints\":\n", + " continue\n", + " label = wordlist.replace(\".txt\",\"\")\n", + " ID = label + \"-bias\"\n", + " list_path = dir_path + \"/\" + wordlist\n", + " gen_rule_pattern(list_path,label,ID,test=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "4308e987-5c2b-431c-b32f-714c69c43120", + "metadata": {}, + "outputs": [], + "source": [ + "#Function to read all txt files in Assets and then create JSONL files. It currently doesn't support crawling subfolders, and I'm not sure if I need it.\n", + "def build_main_pattern(directory, use_root=False, add_subfolder=False):\n", + " if use_root:\n", + " dir_path = \"Assets/wordlists-master/\" + directory\n", + " wordlists = os.listdir(dir_path)\n", + " else: \n", + " dir_path = directory\n", + " wordlists = os.listdir(dir_path)\n", + " \n", + " pattern = []\n", + " #open the wordlist and then generate a Pattern JSONL File\n", + " for wordlist in wordlists:\n", + " if wordlist == \".ipynb_checkpoints\":\n", + " continue\n", + " label = wordlist.replace(\".txt\",\"\")\n", + " ID = label + \"-bias\"\n", + " list_path = dir_path + \"/\" + wordlist\n", + " pattern.extend(gen_rule_pattern(list_path,directory,ID,to_file=False))\n", + " filepath = \"tweaks/main-ruler-bias.jsonl\"\n", + " with open(filepath, 'a') as file:\n", + " for entry in pattern:\n", + " json.dump(entry, file)\n", + " file.write('\\n')\n", + " return filepath" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "be98225e-8c9e-41f8-a422-ea2586ade56d", + "metadata": {}, + "outputs": [], + "source": [ + "#main_pattern = build_main_pattern(\"adjectives\",True)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "64a6d281-d8ba-4eea-93ae-2b903d9e5908", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'tweaks/main-ruler-bias.jsonl'" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ruler.from_disk(main_pattern)\n", + "main_pattern" + ] + }, + { + "cell_type": "code", + "execution_count": 132, + "id": "0e3c5fbe-bff8-4381-916f-4ce088a466f0", + "metadata": {}, + "outputs": [], + "source": [ + "build_pattern_files(\"nouns\",True)" + ] + }, + { + "cell_type": "code", + "execution_count": 135, + "id": "3791ac82-72ad-479f-a120-f2599594be66", + "metadata": {}, + "outputs": [], + "source": [ + "def add_pattern_files(directory):\n", + " dir_path = \"tweaks/\" + directory\n", + " print(dir_path)\n", + " patterns = os.listdir(dir_path)\n", + " for pattern in patterns:\n", + " if pattern[-6:] == \".jsonl\":\n", + " filepath = dir_path + \"/\" + pattern\n", + " print(filepath)\n", + " ruler.from_disk(filepath)" + ] + }, + { + "cell_type": "code", + "execution_count": 172, + "id": "b6afed3a-e76c-41f9-a83f-20d3d601c64f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
I read an article about a \n", + "\n", + " plane\n", + " geometry\n", + "\n", + " and an \n", + "\n", + " accelerometer\n", + " phones\n", + "\n", + " and a \n", + "\n", + " headset\n", + " phones\n", + "\n", + ". It was an interesting \n", + "\n", + " magazine\n", + " military_navy\n", + "\n", + ".
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "txt_test = \"I read an article about a plane and an accelerometer and a headset. It was an interesting magazine.\"\n", + "doc_test = nlp(txt_test)\n", + "displacy.render(doc_test, style=\"ent\")" + ] + }, + { + "cell_type": "code", + "execution_count": 171, + "id": "dfb30f42-2abb-4cb7-89b1-0f1227668c18", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
I went through the \n", + "\n", + " extra\n", + " filmmaking\n", + "\n", + " in the \n", + "\n", + " film\n", + " filmmaking\n", + "\n", + ".
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "test2 = \"I went through the extra in the film.\"\n", + "doc2 = nlp(test2)\n", + "displacy.render(doc2, style=\"ent\")" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "e0321db2-4fd5-483d-b480-69f0aad70089", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
I saw a \n", + "\n", + " black\n", + " adjectives\n", + "\n", + " \n", + "\n", + " mother\n", + " SOGI\n", + "\n", + " walking with a \n", + "\n", + " white\n", + " adjectives\n", + "\n", + " \n", + "\n", + " boy\n", + " SOGI\n", + "\n", + ". Was \n", + "\n", + " he\n", + " SOGI\n", + "\n", + " \n", + "\n", + " her\n", + " SOGI\n", + "\n", + " child?
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "test3 = \"I saw a black mother walking with a white boy. Was he her child?\"\n", + "doc3 = nlp(test3)\n", + "displacy.render(doc3, style=\"ent\")" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "8839c32d-2f0e-4615-85bd-9c461e652636", + "metadata": {}, + "outputs": [], + "source": [ + "race_pattern = [[{\"LOWER\": \"black\"},{\"ENT_TYPE\": \"SOGI\"}],[{\"LOWER\": \"white\"},{\"ENT_TYPE\": \"SOGI\"}]]\n", + "matcher.add(\"race bias\", race_pattern)\n", + "matches = matcher(doc3)" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "dd68331d-bab6-4a49-b39b-15fff819ba42", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "11308906909559912593 race bias 3 5 black mother\n", + "11308906909559912593 race bias 8 10 white boy\n" + ] + } + ], + "source": [ + "for match_id, start, end in matches:\n", + " string_id = nlp.vocab.strings[match_id] # Get string representation\n", + " span = doc3[start:end] # The matched span\n", + " print(match_id, string_id, start, end, span.text)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "40ddd804-b14a-4b97-af7e-78417f9e446a", + "metadata": {}, + "outputs": [], + "source": [ + "vocab = nlp.vocab" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "35708e2a-6d17-4e71-9c98-7e1f710ce623", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.8" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/dynamic-word-list-generation.ipynb b/dynamic-word-list-generation.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..243a8f41349a0ed5478b3e4ee45f62cc27347c62 --- /dev/null +++ b/dynamic-word-list-generation.ipynb @@ -0,0 +1,1287 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "eeaa927c-b8ef-4ee5-ab03-8257899152fd", + "metadata": {}, + "source": [ + "# Building Dynamic Wordlists from WordNet as a fallback\n", + "\n", + "I am using an article from [GeeksforGeeks](https://www.geeksforgeeks.org/get-synonymsantonyms-nltk-wordnet-python/amp/) to guide building lists using NLTK's `WordNet`. I am considering that this may be a way to avoid having to build custom lists and want to test it out.\n", + "\n", + "# Builds a dataframe dynamically from WordNet using NLTK.\n", + "def wordnet_df(word,POS=False,seed_definition=None):\n", + " pos_options = ['NOUN','VERB','ADJ','ADV']\n", + " synonyms, antonyms = syn_ant(word,POS,False)\n", + " #print(synonyms, antonyms) #for QA purposes\n", + " words = []\n", + " cats = []\n", + " #WordNet hates spaces so you have to remove them\n", + " m_word = word.replace(\" \", \"_\")\n", + " \n", + " #Allow the user to pick a seed definition if it is not provided directly to the function.\n", + " if seed_definition is None:\n", + " if POS in pos_options:\n", + " seed_definitions = [syn.definition() for syn in wordnet.synsets(m_word, pos=getattr(wordnet, POS))]\n", + " else:\n", + " seed_definitions = [syn.definition() for syn in wordnet.synsets(m_word)]\n", + " for d in range(len(seed_definitions)):\n", + " print(f\"{d}: {seed_definitions[d]}\")\n", + " choice = int(input(\"Which of the definitions above most aligns to your selection?\"))\n", + " seed_definition = seed_definitions[choice]\n", + " \n", + " if POS in pos_options:\n", + " for syn in wordnet.synsets(m_word, pos=getattr(wordnet, POS)):\n", + " if check_sim(process_text(seed_definition),process_text(syn.definition())) > .7:\n", + " cur_lemmas = syn.lemmas()\n", + " hypos = syn.hyponyms()\n", + " for hypo in hypos:\n", + " cur_lemmas.extend(hypo.lemmas())\n", + " for lemma in cur_lemmas:\n", + " ll = lemma.name()\n", + " cats.append(re.sub(\"_\",\" \", syn.name().split(\".\")[0]))\n", + " words.append(re.sub(\"_\",\" \",ll))\n", + "\n", + " if len(synonyms) > 0:\n", + " for w in synonyms:\n", + " w = w.replace(\" \",\"_\")\n", + " for syn in wordnet.synsets(w, pos=getattr(wordnet, POS)):\n", + " if check_sim(process_text(seed_definition),process_text(syn.definition())) > .6:\n", + " cur_lemmas = syn.lemmas()\n", + " hypos = syn.hyponyms()\n", + " for hypo in hypos:\n", + " cur_lemmas.extend(hypo.lemmas())\n", + " for lemma in cur_lemmas:\n", + " ll = lemma.name()\n", + " cats.append(re.sub(\"_\",\" \", syn.name().split(\".\")[0]))\n", + " words.append(re.sub(\"_\",\" \",ll))\n", + " if len(antonyms) > 0:\n", + " for a in antonyms:\n", + " a = a.replace(\" \",\"_\")\n", + " for syn in wordnet.synsets(a, pos=getattr(wordnet, POS)):\n", + " if check_sim(process_text(seed_definition),process_text(syn.definition())) > .6:\n", + " cur_lemmas = syn.lemmas()\n", + " hypos = syn.hyponyms()\n", + " for hypo in hypos:\n", + " cur_lemmas.extend(hypo.lemmas())\n", + " for lemma in cur_lemmas:\n", + " ll = lemma.name()\n", + " cats.append(re.sub(\"_\",\" \", syn.name().split(\".\")[0]))\n", + " words.append(re.sub(\"_\",\" \",ll))\n", + " else:\n", + " for syn in wordnet.synsets(m_word):\n", + " if check_sim(process_text(seed_definition),process_text(syn.definition())) > .7:\n", + " cur_lemmas = syn.lemmas()\n", + " hypos = syn.hyponyms()\n", + " for hypo in hypos:\n", + " cur_lemmas.extend(hypo.lemmas())\n", + " for lemma in cur_lemmas:\n", + " ll = lemma.name()\n", + " cats.append(re.sub(\"_\",\" \", syn.name().split(\".\")[0]))\n", + " words.append(re.sub(\"_\",\" \",ll)) \n", + " if len(synonyms) > 0:\n", + " for w in synonyms:\n", + " w = w.replace(\" \",\"_\")\n", + " for syn in wordnet.synsets(w):\n", + " if check_sim(process_text(seed_definition),process_text(syn.definition())) > .6:\n", + " cur_lemmas = syn.lemmas()\n", + " hypos = syn.hyponyms()\n", + " for hypo in hypos:\n", + " cur_lemmas.extend(hypo.lemmas())\n", + " for lemma in cur_lemmas:\n", + " ll = lemma.name()\n", + " cats.append(re.sub(\"_\",\" \", syn.name().split(\".\")[0]))\n", + " words.append(re.sub(\"_\",\" \",ll))\n", + " if len(antonyms) > 0:\n", + " for a in antonyms:\n", + " a = a.replace(\" \",\"_\")\n", + " for syn in wordnet.synsets(a):\n", + " if check_sim(process_text(seed_definition),process_text(syn.definition())) > .6:\n", + " cur_lemmas = syn.lemmas()\n", + " hypos = syn.hyponyms()\n", + " for hypo in hypos:\n", + " cur_lemmas.extend(hypo.lemmas())\n", + " for lemma in cur_lemmas:\n", + " ll = lemma.name()\n", + " cats.append(re.sub(\"_\",\" \", syn.name().split(\".\")[0]))\n", + " words.append(re.sub(\"_\",\" \",ll))\n", + "\n", + " df = {\"Categories\":cats, \"Words\":words}\n", + " df = pd.DataFrame(df) \n", + " df = df.drop_duplicates().reset_index()\n", + " df = df.drop(\"index\", axis=1)\n", + " return df" + ] + }, + { + "cell_type": "markdown", + "id": "4048815e-8434-4db9-bbb2-652fe0076df3", + "metadata": {}, + "source": [ + "# Building Dynamic Wordlists from WordNet as a fallback\n", + "\n", + "I am using an article from [GeeksforGeeks](https://www.geeksforgeeks.org/get-synonymsantonyms-nltk-wordnet-python/amp/) to guide building lists using NLTK's `WordNet`. I am considering that this may be a way to avoid having to build custom lists and want to test it out." + ] + }, + { + "cell_type": "markdown", + "id": "41374b5c-12c0-4e4d-aa73-20db04b280ff", + "metadata": {}, + "source": [ + "# Building Dynamic Wordlists from WordNet as a fallback\n", + "\n", + "I am using an article from [GeeksforGeeks](https://www.geeksforgeeks.org/get-synonymsantonyms-nltk-wordnet-python/amp/) to guide building lists using NLTK's `WordNet`. I am considering that this may be a way to avoid having to build custom lists and want to test it out." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "26a97377-67be-4903-9bfa-e8660aeb8c90", + "metadata": {}, + "outputs": [], + "source": [ + "#Import necessary libraries.\n", + "import re, nltk, pandas as pd, numpy as np, ssl\n", + "from nltk.corpus import wordnet\n", + "import spacy\n", + "nlp = spacy.load(\"en_core_web_lg\")" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "42e7a838-bb82-4736-8f70-127c53fea68b", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[nltk_data] Downloading package omw-1.4 to\n", + "[nltk_data] /Users/nbutters/nltk_data...\n", + "[nltk_data] Package omw-1.4 is already up-to-date!\n" + ] + }, + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#If an error is thrown that the corpus \"omw-1.4\" isn't discoverable you can use this code. (https://stackoverflow.com/questions/38916452/nltk-download-ssl-certificate-verify-failed)\n", + "try:\n", + " _create_unverified_https_context = ssl._create_unverified_context\n", + "except AttributeError:\n", + " pass\n", + "else:\n", + " ssl._create_default_https_context = _create_unverified_https_context\n", + " \n", + "nltk.download('omw-1.4')" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "14918489-e5fe-4898-8d4a-8bc0f7b1d9e0", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[Synset('bantam.s.01')]\n", + "16 [Synset('bantam.n.01'), Synset('bantam.s.01'), Synset('diminutive.n.01'), Synset('bantam.s.01'), Synset('lilliputian.n.01'), Synset('lilliputian.n.02'), Synset('lilliputian.a.01'), Synset('bantam.s.01'), Synset('fiddling.s.01'), Synset('dwarf.n.01'), Synset('bantam.s.01'), Synset('petite.n.01'), Synset('bantam.s.01'), Synset('bantam.s.01'), Synset('flyspeck.n.01'), Synset('bantam.s.01')]\n" + ] + } + ], + "source": [ + "hypos = wordnet.synsets(\"tiny\")\n", + "print(hypos)\n", + "new_list = []\n", + "for syn in hypos:\n", + " cur_lemmas = syn.lemmas()\n", + " hypos = syn.hyponyms()\n", + " for hypo in hypos:\n", + " cur_lemmas.extend(hypo.lemmas())\n", + " for lemma in cur_lemmas:\n", + " ll = lemma.name()\n", + " new_list.append(ll)\n", + "syns = []\n", + "for lemma in new_list:\n", + " syns.extend(wordnet.synsets(lemma))\n", + "print(len(syns),syns)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c3047d11-0512-41af-9db7-62daa8cbb60d", + "metadata": {}, + "outputs": [], + "source": [ + "#Here I define a few test sentences from the Duct-Tape-Pipeline.\n", + "upt1 = \"I like movies starring black actors.\"\n", + "upt2 = \"I am a black trans-woman.\"\n", + "upt3 = \"Native Americans deserve to have their land back.\"\n", + "upt4 = \"This movie was filmed in Iraq.\"" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "b52425b5-2c4d-4a31-a240-feabc319198b", + "metadata": {}, + "outputs": [], + "source": [ + "# A simple function to pull synonyms and antonyms using spacy's POS\n", + "def syn_ant(word,POS=False,human=True):\n", + " pos_options = ['NOUN','VERB','ADJ','ADV']\n", + " synonyms = [] \n", + " antonyms = []\n", + " #WordNet hates spaces so you have to remove them\n", + " if \" \" in word:\n", + " word = word.replace(\" \", \"_\")\n", + " \n", + " if POS in pos_options:\n", + " for syn in wordnet.synsets(word, pos=getattr(wordnet, POS)): \n", + " for l in syn.lemmas(): \n", + " current = l.name()\n", + " if human:\n", + " current = re.sub(\"_\",\" \",current)\n", + " synonyms.append(current) \n", + " if l.antonyms():\n", + " for ant in l.antonyms():\n", + " cur_ant = ant.name()\n", + " if human:\n", + " cur_ant = re.sub(\"_\",\" \",cur_ant)\n", + " antonyms.append(cur_ant)\n", + " else: \n", + " for syn in wordnet.synsets(word): \n", + " for l in syn.lemmas(): \n", + " current = l.name()\n", + " if human:\n", + " current = re.sub(\"_\",\" \",current)\n", + " synonyms.append(current) \n", + " if l.antonyms():\n", + " for ant in l.antonyms():\n", + " cur_ant = ant.name()\n", + " if human:\n", + " cur_ant = re.sub(\"_\",\" \",cur_ant)\n", + " antonyms.append(cur_ant)\n", + " synonyms = list(set(synonyms))\n", + " antonyms = list(set(antonyms))\n", + " return synonyms, antonyms" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "7cd10cf1-bf0d-4baa-8588-9315cfbe760e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['man', \"gentleman's gentleman\", 'Isle of Man', 'Man', 'humanity', 'human', 'piece', 'valet de chambre', 'mankind', 'humans', 'military personnel', 'adult male', 'homo', 'human race', 'valet', 'humankind', 'military man', 'human being', 'serviceman', 'world', 'gentleman', 'human beings'] ['woman', 'civilian']\n" + ] + } + ], + "source": [ + "x, q = syn_ant(\"man\")\n", + "print(x,q)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3b15bcba-ca91-49a0-b873-aff1e61b3053", + "metadata": {}, + "outputs": [], + "source": [ + "doc1 = nlp(upt1)\n", + "doc2 = nlp(upt2)\n", + "doc3 = nlp(upt3)\n", + "doc4 = nlp(upt4)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1220c67b-1776-4a39-8335-c88b96379122", + "metadata": {}, + "outputs": [], + "source": [ + "syn_ant(doc3[0].text,doc3[0].pos_)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4cc3ada2-90c1-4ecf-b704-9c4bf5146406", + "metadata": {}, + "outputs": [], + "source": [ + "#Discovering that NLTk WordNet uses \"_\" for compounds... and fixed it.\n", + "syn_ant(\"Native_American\", \"NOUN\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "52253e37-5eb1-42f8-a4b8-046542004349", + "metadata": {}, + "outputs": [], + "source": [ + "syn_ant(\"Papua_New_Guinea\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "14eb3c2f-2a5a-4db0-a802-172d9902df70", + "metadata": {}, + "outputs": [], + "source": [ + "syn_ant(\"hate\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "53a3d7af-980a-47bc-b70f-65c1411fba05", + "metadata": {}, + "outputs": [], + "source": [ + "russian = wordnet.synset('mother.n.01')\n", + "print(russian.hyponyms())\n", + "hypos = []\n", + "[hypos.extend([re.sub(\"_\",\" \",lemma.name()) for lemma in hyponyms.lemmas()]) for hyponyms in russian.hyponyms()]\n", + "hypos" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bd60bca8-96a9-45f5-8c60-e7177ead3f35", + "metadata": {}, + "outputs": [], + "source": [ + "hyper_list = wordnet.synset('woman.n.01')\n", + "print(hyper_list.hypernyms())\n", + "hypers = []\n", + "[hypers.extend([re.sub(\"_\",\" \",lemma.name()) for lemma in hypernyms.lemmas()]) for hypernyms in hyper_list.hypernyms()]\n", + "hypers" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9b3f4a7f-a4a6-4862-a321-42e1d4be406a", + "metadata": {}, + "outputs": [], + "source": [ + "hyper_list = wordnet.synset('man.n.01')\n", + "print(hyper_list.hypernyms())\n", + "hypers = []\n", + "[hypers.extend([re.sub(\"_\",\" \",lemma.name()) for lemma in hypernyms.lemmas()]) for hypernyms in hyper_list.hypernyms()]\n", + "hypers" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b9932230-e38d-444d-9814-8668d4bf596c", + "metadata": {}, + "outputs": [], + "source": [ + "parent = wordnet.synset('male.n.02')\n", + "print(parent.hyponyms())\n", + "hypos = []\n", + "[hypos.extend([re.sub(\"_\",\" \",lemma.name()) for lemma in hyponyms.lemmas()]) for hyponyms in parent.hyponyms()]\n", + "hypos" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "51bf50a7-87e0-485e-b055-b5a59c44db06", + "metadata": {}, + "outputs": [], + "source": [ + "hypo2 = [[re.sub(\"_\",\" \",lemma.name()) for lemma in hyponym.lemmas()] for hyponym in parent.hyponyms()]\n", + "hypo2" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "96cce82d-854a-4c3f-b2a1-d8d224357b1d", + "metadata": {}, + "outputs": [], + "source": [ + "syn_ant(\"white supremacist\",\"NOUN\",human=False)" + ] + }, + { + "cell_type": "raw", + "id": "f6cc0a50-ec83-4951-a9bf-86e89e334945", + "metadata": {}, + "source": [ + "## Here's an attempt to explore ConceptNet\n", + "# I have currently commented it out because it is not as useful for where I'm trying to go.\n", + "'''This is an attempt to use [ConceptNet](https://conceptnet.io/), specifically calling their API ([see documentation](https://github.com/commonsense/conceptnet5/wiki/API)). If I can figure out how to build a list of synonyms and antonyms from here then it may represent a good way to set defaults.\n", + "\n", + "#import the necessary library\n", + "import requests\n", + "\n", + "obj = requests.get('http://api.conceptnet.io/c/en/black').json()\n", + "obj.keys()'''" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "310dfd86-d2df-4023-85bc-bed22099b890", + "metadata": {}, + "outputs": [], + "source": [ + "# Builds a list dynamically from WordNet using NLTK.\n", + "def wordnet_list(word,POS=False):\n", + " pos_options = ['NOUN','VERB','ADJ','ADV']\n", + " synonyms, antonyms = syn_ant(word,POS,False)\n", + " base = []\n", + " final = [word]\n", + " #WordNet hates spaces so you have to remove them\n", + " m_word = word.replace(\" \", \"_\")\n", + " \n", + " if POS in pos_options:\n", + " for syn in wordnet.synsets(m_word, pos=getattr(wordnet, POS)):\n", + " base.extend(syn.hyponyms())\n", + " base.append(syn)\n", + " \n", + " if len(synonyms) > 0:\n", + " for w in synonyms:\n", + " w = w.replace(\" \",\"_\")\n", + " for syn in wordnet.synsets(w, pos=getattr(wordnet, POS)):\n", + " base.extend(syn.hyponyms())\n", + " base.append(syn)\n", + " if len(antonyms) > 0:\n", + " for a in antonyms:\n", + " a = a.replace(\" \",\"_\")\n", + " for syn in wordnet.synsets(a, pos=getattr(wordnet, POS)):\n", + " base.extend(syn.hyponyms())\n", + " base.append(syn)\n", + " else:\n", + " for syn in wordnet.synsets(m_word):\n", + " base.extend(syn.hyponyms())\n", + " base.append(syn)\n", + " \n", + " if len(synonyms) > 0:\n", + " for w in synonyms:\n", + " w = w.replace(\" \",\"_\")\n", + " for syn in wordnet.synsets(w):\n", + " base.extend(syn.hyponyms())\n", + " base.append(syn)\n", + " if len(antonyms) > 0:\n", + " for a in antonyms:\n", + " a = a.replace(\" \",\"_\")\n", + " for syn in wordnet.synsets(a):\n", + " base.extend(syn.hyponyms())\n", + " base.append(syn)\n", + " base = list(set(base))\n", + " for b in base:\n", + " cur_words = []\n", + " cur_words.extend([re.sub(\"_\",\" \",lemma.name()) for lemma in b.lemmas()])\n", + " final.extend(cur_words)\n", + "\n", + " \n", + " \n", + " final = list(set(final)) \n", + " return final" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "331ad5b4-15da-454f-8b3d-9fe7b131a6d4", + "metadata": {}, + "outputs": [], + "source": [ + "wordnet_list(\"white supremacist\", \"NOUN\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "866e3ba9-6213-4725-9627-2b5054f996e8", + "metadata": {}, + "outputs": [], + "source": [ + "words = wordnet_list(\"girl\", \"NOUN\")\n", + "print(f\"The length of the list is {len(words)}.\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d284ea9c-71d2-4860-882e-64b280d0d699", + "metadata": {}, + "outputs": [], + "source": [ + "text = \"The girl was brought to the front of the class.\"\n", + "test_doc = nlp(text)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f53cbe5f-50db-4b2c-b59a-66864669b244", + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.DataFrame()\n", + "df[\"Words\"] = words\n", + "\n", + "df[\"Sentences\"] = df.Words.apply(lambda x: text.replace(\"girl\",x))\n", + "\n", + "df[\"Similarity\"] = df.Words.apply(lambda x: nlp(\"girl\").similarity(nlp(x)[0]))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5b4e37dd-f899-47c9-93ea-f92898760819", + "metadata": {}, + "outputs": [], + "source": [ + "df.sort_values(by='Similarity', ascending=False)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "27f912c6-bfa9-4604-8d9d-f4502a0f0ea7", + "metadata": {}, + "outputs": [], + "source": [ + "df2 = df[df.Similarity > 0].reset_index()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "59e35f36-f434-4377-a170-d109ca89dd77", + "metadata": {}, + "outputs": [], + "source": [ + "df2" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2c754d73-9d74-471d-a36f-84a404aa7093", + "metadata": {}, + "outputs": [], + "source": [ + "minimum = df2.Similarity.min()\n", + "text2 = df2.loc[df2['Similarity'] == minimum, 'Words'].iloc[0]\n", + "text2" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e2853e02-faea-4ce8-800c-70cc6273be02", + "metadata": {}, + "outputs": [], + "source": [ + "maximum = df2[df2.Words != \"girl\"].Similarity.max()\n", + "text3 = df2.loc[df2['Similarity'] == maximum, 'Words'].iloc[0]\n", + "text3" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3f03e090-6c99-41db-b013-a77f2fec6e4d", + "metadata": {}, + "outputs": [], + "source": [ + "df3 = df2[df.Similarity > .5].reset_index()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2bab0a7f-27c7-4dbf-a92b-b0c13d25e5b0", + "metadata": {}, + "outputs": [], + "source": [ + "homo = wordnet.synsets('gay')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1a1130a9-b5aa-47b4-9e33-738b08f92c7c", + "metadata": {}, + "outputs": [], + "source": [ + "for syn in homo:\n", + " print(syn.lemmas())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d6e48617-aefb-46f6-9961-21da7f81c8d4", + "metadata": {}, + "outputs": [], + "source": [ + "mother = wordnet.synsets('homo')\n", + "cats = []\n", + "words = []\n", + "for syn in mother:\n", + " lemmas = syn.lemmas()\n", + " for lemma in lemmas:\n", + " ll = lemma.name()\n", + " print(ll)\n", + " cats.append(syn.name().split(\".\")[0])\n", + " words.append(ll)\n", + " \n", + "print(cats,words)\n", + "print(len(cats),len(words))\n", + "df = {\"Categories\":cats, \"Words\":words}\n", + "df = pd.DataFrame(df)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8d55ba70-a569-429e-88d0-84f99772b9be", + "metadata": {}, + "outputs": [], + "source": [ + "df" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "097f927b-28e6-4d10-99a2-621bb758bb77", + "metadata": {}, + "outputs": [], + "source": [ + "def process_text(text):\n", + " doc = nlp(text.lower())\n", + " result = []\n", + " for token in doc:\n", + " if (token.is_stop) or (token.is_punct) or (token.lemma_ == '-PRON-'):\n", + " continue\n", + " result.append(token.lemma_)\n", + " return \" \".join(result)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "18b4469e-4457-405e-9736-58ab9e8d8ac6", + "metadata": {}, + "outputs": [], + "source": [ + "def clean_definition(syn):\n", + " #This function removes stop words from sentences to improve on document level similarity for differentiation.\n", + " if type(syn) is str:\n", + " synset = wordnet.synset(syn).definition()\n", + " elif type(syn) is nltk.corpus.reader.wordnet.Synset:\n", + " synset = syn.definition()\n", + " definition = nlp(\" \".join(token.lemma_ for token in nlp(synset) if not token.is_stop))\n", + " return definition\n", + "\n", + "def check_sim(a,b):\n", + " if type(a) is str and type(b) is str:\n", + " a = nlp(a)\n", + " b = nlp(b)\n", + " similarity = a.similarity(b)\n", + " return similarity" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ed2323c6-cee1-4d6b-8d33-a53755036acd", + "metadata": {}, + "outputs": [], + "source": [ + "# Builds a dataframe dynamically from WordNet using NLTK.\n", + "def wordnet_df(word,POS=False,seed_definition=None):\n", + " pos_options = ['NOUN','VERB','ADJ','ADV']\n", + " synonyms, antonyms = syn_ant(word,POS,False)\n", + " #print(synonyms, antonyms) #for QA purposes\n", + " words = []\n", + " cats = []\n", + " #WordNet hates spaces so you have to remove them\n", + " m_word = word.replace(\" \", \"_\")\n", + " \n", + " #Allow the user to pick a seed definition if it is not provided directly to the function.\n", + " if seed_definition is None:\n", + " if POS in pos_options:\n", + " seed_definitions = [syn.definition() for syn in wordnet.synsets(m_word, pos=getattr(wordnet, POS))]\n", + " else:\n", + " seed_definitions = [syn.definition() for syn in wordnet.synsets(m_word)]\n", + " for d in range(len(seed_definitions)):\n", + " print(f\"{d}: {seed_definitions[d]}\")\n", + " choice = int(input(\"Which of the definitions above most aligns to your selection?\"))\n", + " seed_definition = seed_definitions[choice]\n", + " \n", + " if POS in pos_options:\n", + " for syn in wordnet.synsets(m_word, pos=getattr(wordnet, POS)):\n", + " if check_sim(process_text(seed_definition),process_text(syn.definition())) > .7:\n", + " cur_lemmas = syn.lemmas()\n", + " hypos = syn.hyponyms()\n", + " for hypo in hypos:\n", + " cur_lemmas.extend(hypo.lemmas())\n", + " for lemma in cur_lemmas:\n", + " ll = lemma.name()\n", + " cats.append(re.sub(\"_\",\" \", syn.name().split(\".\")[0]))\n", + " words.append(re.sub(\"_\",\" \",ll))\n", + "\n", + " if len(synonyms) > 0:\n", + " for w in synonyms:\n", + " w = w.replace(\" \",\"_\")\n", + " for syn in wordnet.synsets(w, pos=getattr(wordnet, POS)):\n", + " if check_sim(process_text(seed_definition),process_text(syn.definition())) > .6:\n", + " cur_lemmas = syn.lemmas()\n", + " hypos = syn.hyponyms()\n", + " for hypo in hypos:\n", + " cur_lemmas.extend(hypo.lemmas())\n", + " for lemma in cur_lemmas:\n", + " ll = lemma.name()\n", + " cats.append(re.sub(\"_\",\" \", syn.name().split(\".\")[0]))\n", + " words.append(re.sub(\"_\",\" \",ll))\n", + " if len(antonyms) > 0:\n", + " for a in antonyms:\n", + " a = a.replace(\" \",\"_\")\n", + " for syn in wordnet.synsets(a, pos=getattr(wordnet, POS)):\n", + " if check_sim(process_text(seed_definition),process_text(syn.definition())) > .6:\n", + " cur_lemmas = syn.lemmas()\n", + " hypos = syn.hyponyms()\n", + " for hypo in hypos:\n", + " cur_lemmas.extend(hypo.lemmas())\n", + " for lemma in cur_lemmas:\n", + " ll = lemma.name()\n", + " cats.append(re.sub(\"_\",\" \", syn.name().split(\".\")[0]))\n", + " words.append(re.sub(\"_\",\" \",ll))\n", + " else:\n", + " for syn in wordnet.synsets(m_word):\n", + " if check_sim(process_text(seed_definition),process_text(syn.definition())) > .7:\n", + " cur_lemmas = syn.lemmas()\n", + " hypos = syn.hyponyms()\n", + " for hypo in hypos:\n", + " cur_lemmas.extend(hypo.lemmas())\n", + " for lemma in cur_lemmas:\n", + " ll = lemma.name()\n", + " cats.append(re.sub(\"_\",\" \", syn.name().split(\".\")[0]))\n", + " words.append(re.sub(\"_\",\" \",ll)) \n", + " if len(synonyms) > 0:\n", + " for w in synonyms:\n", + " w = w.replace(\" \",\"_\")\n", + " for syn in wordnet.synsets(w):\n", + " if check_sim(process_text(seed_definition),process_text(syn.definition())) > .6:\n", + " cur_lemmas = syn.lemmas()\n", + " hypos = syn.hyponyms()\n", + " for hypo in hypos:\n", + " cur_lemmas.extend(hypo.lemmas())\n", + " for lemma in cur_lemmas:\n", + " ll = lemma.name()\n", + " cats.append(re.sub(\"_\",\" \", syn.name().split(\".\")[0]))\n", + " words.append(re.sub(\"_\",\" \",ll))\n", + " if len(antonyms) > 0:\n", + " for a in antonyms:\n", + " a = a.replace(\" \",\"_\")\n", + " for syn in wordnet.synsets(a):\n", + " if check_sim(process_text(seed_definition),process_text(syn.definition())) > .6:\n", + " cur_lemmas = syn.lemmas()\n", + " hypos = syn.hyponyms()\n", + " for hypo in hypos:\n", + " cur_lemmas.extend(hypo.lemmas())\n", + " for lemma in cur_lemmas:\n", + " ll = lemma.name()\n", + " cats.append(re.sub(\"_\",\" \", syn.name().split(\".\")[0]))\n", + " words.append(re.sub(\"_\",\" \",ll))\n", + "\n", + " df = {\"Categories\":cats, \"Words\":words}\n", + " df = pd.DataFrame(df) \n", + " df = df.drop_duplicates().reset_index()\n", + " df = df.drop(\"index\", axis=1)\n", + " return df" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2e9224f8-9620-464d-8a27-6b5b2ff27983", + "metadata": {}, + "outputs": [], + "source": [ + "df_mother = wordnet_df(\"gay\")\n", + "df_mother" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "003c8941-77e9-45de-a1f5-bd3ac8b6d4a2", + "metadata": {}, + "outputs": [], + "source": [ + "len(df_mother)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3b196716-ee0d-479b-922c-9bac711dd535", + "metadata": {}, + "outputs": [], + "source": [ + "test = wordnet.synsets(\"mother\",wordnet.NOUN)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bebb801e-6e43-463f-8a3d-7a09b709836e", + "metadata": {}, + "outputs": [], + "source": [ + "test" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b9a87480-1e25-4614-95fc-5aa201efb9c3", + "metadata": {}, + "outputs": [], + "source": [ + "test1 = wordnet.synsets('father',wordnet.NOUN)\n", + "testx = wordnet.synset(\"mother.n.01\")\n", + "for syn in test1:\n", + " definition = clean_definition(syn)\n", + " test_def = clean_definition(testx)\n", + " print(test_def)\n", + " print(syn, definition, check_sim(process_text(test_def.text),process_text(definition.text)))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1757d434-5f67-465a-9559-34ce2eacf1f1", + "metadata": {}, + "outputs": [], + "source": [ + "test = \"colonizer.n.01\"" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ea8eb48a-49dd-4aae-b5ae-ae0db2bddc49", + "metadata": {}, + "outputs": [], + "source": [ + "test2 = \"mother.n.01\"" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7b99656d-efab-4c6e-8dca-0d604cbd5bbe", + "metadata": {}, + "outputs": [], + "source": [ + "mother = nlp(wordnet.synset(\"black.n.05\").definition())\n", + "print(mother)\n", + "colony = nlp(wordnet.synset(\"white.n.01\").definition())\n", + "print(colony)\n", + "print(mother.similarity(colony))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b735efc4-0c84-4632-b850-7395f27971fe", + "metadata": {}, + "outputs": [], + "source": [ + "mother_processed = nlp(process_text(mother.text))\n", + "colony_processed = nlp(process_text(colony.text))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c5972e22-ae21-4b6a-9c1a-cbd907c8aef1", + "metadata": {}, + "outputs": [], + "source": [ + "print(mother_processed.similarity(colony_processed))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1046cc13-ea10-4bb1-bd59-daa1507c5c19", + "metadata": {}, + "outputs": [], + "source": [ + "a = clean_definition(test)\n", + "\n", + "b = clean_definition(test2)\n", + "\n", + "a.similarity(b)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d9f46e35-2bc9-4937-bb5f-ce6d268150af", + "metadata": {}, + "outputs": [], + "source": [ + "a_p = nlp(process_text(a.text))\n", + "b_p = nlp(process_text(b.text))\n", + "a_p.similarity(b_p)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "451815b5-3fa8-48c4-a89a-7b70d19d00da", + "metadata": {}, + "outputs": [], + "source": [ + "check_sim(a,b)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "98519912-fe93-4b9a-85cb-9d7001735627", + "metadata": {}, + "outputs": [], + "source": [ + "test3 = wordnet.synset(\"white_supremacist.n.01\")\n", + "c = clean_definition(test3)\n", + "a.similarity(c)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2d44f7ee-f7a7-421e-9cb5-d0f599c2b9ab", + "metadata": {}, + "outputs": [], + "source": [ + "def get_parallel(word, seed_definition, QA=False):\n", + " cleaned = nlp(process_text(seed_definition))\n", + " root_syns = wordnet.synsets(word)\n", + " hypers = []\n", + " new_hypos = []\n", + " \n", + " for syn in root_syns:\n", + " hypers.extend(syn.hypernyms())\n", + " \n", + " #hypers = list(set([syn for syn in hypers if cleaned.similarity(nlp(process_text(syn.definition()))) >=.5]))\n", + " \n", + " for syn in hypers:\n", + " new_hypos.extend(syn.hyponyms())\n", + " \n", + " hypos = list(set([syn for syn in new_hypos if cleaned.similarity(nlp(process_text(syn.definition()))) >=.75]))\n", + " print(len(hypos))\n", + " if len(hypos) < 3:\n", + " hypos = list(set([(syn, cleaned.similarity(nlp(process_text(syn.definition())))) for syn in new_hypos if cleaned.similarity(nlp(process_text(syn.definition()))) >=.5]))\n", + " elif len(hypos) <10:\n", + " hypos = list(set([(syn, cleaned.similarity(nlp(process_text(syn.definition())))) for syn in new_hypos if cleaned.similarity(nlp(process_text(syn.definition()))) >=.66]))\n", + " elif len(hypos) >= 10: \n", + " hypos = list(set([(syn, cleaned.similarity(nlp(process_text(syn.definition())))) for syn in new_hypos if cleaned.similarity(nlp(process_text(syn.definition()))) >=.8]))\n", + " elif len(hypos) >= 20:\n", + " hypos = list(set([(syn, cleaned.similarity(nlp(process_text(syn.definition())))) for syn in new_hypos if cleaned.similarity(nlp(process_text(syn.definition()))) >=.9]))\n", + " if QA:\n", + " print(hypers)\n", + " print(hypos)\n", + " return hypers, hypos\n", + " else:\n", + " return hypos\n", + "\n", + "# Builds a dataframe dynamically from WordNet using NLTK.\n", + "def wordnet_parallel_df(word,POS=False,seed_definition=None):\n", + " pos_options = ['NOUN','VERB','ADJ','ADV']\n", + " synonyms, antonyms = syn_ant(word,POS,False)\n", + " #print(synonyms, antonyms) #for QA purposes\n", + " words = []\n", + " cats = []\n", + " #WordNet hates spaces so you have to remove them\n", + " m_word = word.replace(\" \", \"_\")\n", + " \n", + " #Allow the user to pick a seed definition if it is not provided directly to the function.\n", + " if seed_definition is None:\n", + " if POS in pos_options:\n", + " seed_definitions = [syn.definition() for syn in wordnet.synsets(m_word, pos=getattr(wordnet, POS))]\n", + " else:\n", + " seed_definitions = [syn.definition() for syn in wordnet.synsets(m_word)]\n", + " for d in range(len(seed_definitions)):\n", + " print(f\"{d}: {seed_definitions[d]}\")\n", + " choice = int(input(\"Which of the definitions above most aligns to your selection?\"))\n", + " seed_definition = seed_definitions[choice]\n", + " \n", + " hypos = get_parallel(m_word,seed_definition)\n", + " for syn,sim in hypos:\n", + " cur_lemmas = syn.lemmas()\n", + " hypos = syn.hyponyms()\n", + " for hypo in hypos:\n", + " cur_lemmas.extend(hypo.lemmas())\n", + " for lemma in cur_lemmas:\n", + " ll = lemma.name()\n", + " cats.append(re.sub(\"_\",\" \", syn.name().split(\".\")[0]))\n", + " words.append(re.sub(\"_\",\" \",ll))\n", + "\n", + " df = {\"Categories\":cats, \"Words\":words}\n", + " df = pd.DataFrame(df) \n", + " df = df.drop_duplicates().reset_index()\n", + " df = df.drop(\"index\", axis=1)\n", + " return df" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "dbd95998-ec11-4166-93fa-18c0a99c4d6e", + "metadata": {}, + "outputs": [], + "source": [ + "gay_root = wordnet.synsets(\"gay\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3cdc4a08-2e90-4ab9-ae5e-6c95fd162048", + "metadata": {}, + "outputs": [], + "source": [ + "gay = wordnet.synset(\"gay.s.06\").definition()\n", + "print(gay)\n", + "hypers, hypos1 = get_parallel(\"gay\",gay,True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "34b80b88-3089-44b5-8c5b-13e5f7ea8446", + "metadata": {}, + "outputs": [], + "source": [ + "len(hypos1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a134ba49-19cc-4937-b6af-67e044e3bcd2", + "metadata": {}, + "outputs": [], + "source": [ + "for root in gay_root:\n", + " print(root, root.definition())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "662ff6a8-b5af-4c6a-8102-39b66b85e5d1", + "metadata": {}, + "outputs": [], + "source": [ + "wordnet.synsets(\"chinese\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4bc77b81-8c43-4cbb-bc7e-a178e76d3659", + "metadata": {}, + "outputs": [], + "source": [ + "chinese = wordnet.synset(\"chinese.a.01\").definition()\n", + "hypers, hypos = get_parallel(\"chinese\",chinese,True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8b66bb7a-0ede-48a1-888a-c90e81e2d75d", + "metadata": {}, + "outputs": [], + "source": [ + "lemmas = []\n", + "for hypo in hypos1:\n", + " lemmas.extend([re.sub(\"_\",\" \",lemma.name()) for lemma in hypo[0].lemmas()])\n", + "lemmas" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "221c43f2-05f1-4a48-95a8-eb6a122527e9", + "metadata": {}, + "outputs": [], + "source": [ + "len(lemmas)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3d75b92b-be76-45c5-b955-d1f64ec03bd4", + "metadata": {}, + "outputs": [], + "source": [ + "df = wordnet_parallel_df(\"gay\",seed_definition=gay)\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "35194a7a-a814-43c6-a57c-c40e54b81847", + "metadata": {}, + "outputs": [], + "source": [ + "len(df)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "29618210-fec7-40b6-b326-107e8570abca", + "metadata": {}, + "outputs": [], + "source": [ + "df_grouped = df.groupby('Categories').count()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "407cda3a-1d7a-4863-aa1e-e69860e6cfb5", + "metadata": {}, + "outputs": [], + "source": [ + "df_grouped.head()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3b70c510-997a-4675-963c-ca7000e79eb4", + "metadata": {}, + "outputs": [], + "source": [ + "tiny = wordnet.synsets(\"tiny\", wordnet.ADJ)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2fe63d4d-b080-49ae-a1b6-487e8b440e76", + "metadata": {}, + "outputs": [], + "source": [ + "tiny" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9661c299-369b-4538-86d9-003b3dc9fa5c", + "metadata": {}, + "outputs": [], + "source": [ + "tiny[0].lemmas()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "99a6e4d9-2923-41a9-94b3-09d21c699f21", + "metadata": {}, + "outputs": [], + "source": [ + "new_alt = []\n", + "for lemma in tiny[0].lemmas():\n", + " new_alt.extend(wordnet.synsets(lemma.name()))\n", + "new_alt" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7ac3e75d-8a0e-44e2-910a-dcfcea86fa9f", + "metadata": {}, + "outputs": [], + "source": [ + "new_alt2 = list(set(new_alt))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3617a495-c722-466f-a74b-1e22bf025248", + "metadata": {}, + "outputs": [], + "source": [ + "for alt in new_alt2:\n", + " print(alt,alt.hypernyms())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "cc2f7839-f219-4cf8-ab5d-82781016e6c5", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.8" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/multinlc-app.py b/multinlc-app.py new file mode 100644 index 0000000000000000000000000000000000000000..8bd53df417ffb5d1267a4ac46b72ccbbf7a7d713 --- /dev/null +++ b/multinlc-app.py @@ -0,0 +1,143 @@ +#Import the libraries we know we'll need for the Generator. +import pandas as pd, spacy, nltk, numpy as np +from spacy.matcher import Matcher +#!python -m spacy download en_core_web_md #Not sure if we need this so I'm going to keep it just in case +nlp = spacy.load("en_core_web_lg") +lemmatizer = nlp.get_pipe("lemmatizer") + +#Import the libraries to support the model and predictions. +from transformers import AutoTokenizer, AutoModelForSequenceClassification, TextClassificationPipeline +import lime +import torch +import torch.nn.functional as F +from lime.lime_text import LimeTextExplainer + +#Import the libraries for human interaction and visualization. +import altair as alt +import streamlit as st +from annotated_text import annotated_text as ant + +#Import functions needed to build dataframes of keywords from WordNet +from WNgen import * +from NLselector import * + +@st.experimental_singleton +def set_up_explainer(): + class_names = ['negative', 'positive'] + explainer = LimeTextExplainer(class_names=class_names) + return explainer + +@st.experimental_singleton +def prepare_model(): + tokenizer = AutoTokenizer.from_pretrained("distilbert-base-uncased-finetuned-sst-2-english") + model = AutoModelForSequenceClassification.from_pretrained("distilbert-base-uncased-finetuned-sst-2-english") + pipe = TextClassificationPipeline(model=model, tokenizer=tokenizer, return_all_scores=True) + return tokenizer, model, pipe + +@st.experimental_singleton +def prepare_lists(): + countries = pd.read_csv("Assets/Countries/combined-countries.csv") + professions = pd.read_csv("Assets/Professions/soc-professions-2018.csv") + word_lists = [list(countries.Words),list(professions.Words)] + return countries, professions, word_lists + +#Provide all the functions necessary to run the app +#get definitions for control flow in Streamlit +def get_def(word, POS=False): + pos_options = ['NOUN','VERB','ADJ','ADV'] + m_word = word.replace(" ", "_") + if POS in pos_options: + seed_definitions = [syn.definition() for syn in wordnet.synsets(m_word, pos=getattr(wordnet, POS))] + else: + seed_definitions = [syn.definition() for syn in wordnet.synsets(m_word)] + seed_definition = col1.selectbox("Which definition is most relevant?", seed_definitions, key= "WN_definition") + if col1.button("Choose Definition"): + col1.write("You've chosen a definition.") + st.session_state.definition = seed_definition + return seed_definition + else: + col1.write("Please choose a definition.") + +###Start coding the actual app### +st.set_page_config(layout="wide", page_title="MultiNLC Generator Test") +st.title('MultiNLC Generator Test') +st.write('This is a test of the pipeline Nathan built to generate counterfactuals for the STP-3 research project. Here we test the initial propsoal from Ana for comparing the Natural Language Explanation of multiple alternatives against the original input from a person.') + + + +#Prepare the model +tokenizer, model, pipe = prepare_model() +countries, professions, word_lists = prepare_lists() +explainer = set_up_explainer() +text2 = "" +text3 = "" +cf_df = pd.DataFrame() +if 'definition' not in st.session_state: + st.session_state.definition = None +#if 'option' not in st.session_state: +# st.session_state.option = None +#Get the user to input a sentence +st.write('This first iteration only allows you to evaluate countries.') + +col1, col2, col3 = st.columns(3) +with col1: + text = st.text_input('Provide a sentence you want to evaluate.', placeholder = "I like you. I love you.", key="input") + + #Use spaCy to make the sentence into a doc so we can do NLP. + doc = nlp(st.session_state.input) + #Evaluate the provided sentence for sentiment and probability. + if st.session_state.input != "": + probability, sentiment = eval_pred(text, return_all=True) + options, lime = critical_words(st.session_state.input,options=True) + nat_lang_explanation = construct_nlexp(text,sentiment,probability) + st.altair_chart(lime_viz(lime)) + + #Allow the user to pick an option to generate counterfactuals from. + option = st.radio('Which word would you like to use to generate alternatives?', options, key = "option") + if (any(option in sublist for sublist in word_lists)): + st.write(f'You selected {option}. It matches a list.') + elif option: + st.write(f'You selected {option}. It does not match a list.') + definition = get_def(option) + else: + st.write('Awaiting your selection.') + + if st.button('Generate Alternatives'): + if option in list(countries.Words): + cf_df = gen_cf_country(countries, doc, option) + col1.write('Alternatives created.') + elif option in list(professions.Words): + cf_df = gen_cf_profession(professions, doc, option) + col1.write('Alternatives created.') + else: + ant("Generating alternatives for",(option,"opt","#E0FBFB"), "with a definition of: ",(st.session_state.definition,"def","#E0FBFB"),".") + cf_df = cf_from_wordnet_df(option,text,seed_definition=st.session_state.definition) + col1.write('Alternatives created.') + + + if len(cf_df) != 0: + text2, text3 = get_min_max(cf_df, option) + +with col2: + if text2 != "": + sim2 = cf_df.loc[cf_df['text'] == text2, 'similarity'].iloc[0] + st.write(f"This alternate example is similar to {option}.") + st.write(f" Similarity Score: {np.round(sim2, 2)}, Num Checked: {len(cf_df)}") #for QA purposes + st.write(text2) + exp2 = explainer.explain_instance(text2, predictor, num_features=15, num_samples=2000) + lime_results2 = exp2.as_list() + probability2, sentiment2 = eval_pred(text2, return_all=True) + nat_lang_explanation = construct_nlexp(text2,sentiment2,probability2) + st.altair_chart(lime_viz(lime_results2)) + +with col3: + if text3 != "": + sim3 = cf_df.loc[cf_df['text'] == text3, 'similarity'].iloc[0] + st.write(f"This alternate example is not similar to {option}.") + st.write(f"Similarity Score: {np.round(sim3, 2)}, Num Checked: {len(cf_df)}") #for QA purposes + st.write(text3) + exp3 = explainer.explain_instance(text3, predictor, num_features=15, num_samples=2000) + lime_results3 = exp3.as_list() + probability3, sentiment3 = eval_pred(text3, return_all=True) + nat_lang_explanation = construct_nlexp(text3,sentiment3,probability3) + st.altair_chart(lime_viz(lime_results3)) \ No newline at end of file diff --git a/viznlc-app.py b/viznlc-app.py new file mode 100644 index 0000000000000000000000000000000000000000..acfe49fe815e2d1d00457e3fd5995ba307f8b858 --- /dev/null +++ b/viznlc-app.py @@ -0,0 +1,142 @@ +#Import the libraries we know we'll need for the Generator. +import pandas as pd, spacy, nltk, numpy as np +from spacy.matcher import Matcher +#!python -m spacy download en_core_web_md #Not sure if we need this so I'm going to keep it just in case +nlp = spacy.load("en_core_web_lg") +lemmatizer = nlp.get_pipe("lemmatizer") + +#Import the libraries to support the model and predictions. +from transformers import AutoTokenizer, AutoModelForSequenceClassification, TextClassificationPipeline +import lime +import torch +import torch.nn.functional as F +from lime.lime_text import LimeTextExplainer + +#Import the libraries for human interaction and visualization. +import altair as alt +import streamlit as st +from annotated_text import annotated_text as ant + +#Import functions needed to build dataframes of keywords from WordNet +from WNgen import * +from NLselector import * + +@st.experimental_singleton +def set_up_explainer(): + class_names = ['negative', 'positive'] + explainer = LimeTextExplainer(class_names=class_names) + return explainer + +@st.experimental_singleton +def prepare_model(): + tokenizer = AutoTokenizer.from_pretrained("distilbert-base-uncased-finetuned-sst-2-english") + model = AutoModelForSequenceClassification.from_pretrained("distilbert-base-uncased-finetuned-sst-2-english") + pipe = TextClassificationPipeline(model=model, tokenizer=tokenizer, return_all_scores=True) + return tokenizer, model, pipe + +@st.experimental_singleton +def prepare_lists(): + countries = pd.read_csv("Assets/Countries/combined-countries.csv") + professions = pd.read_csv("Assets/Professions/soc-professions-2018.csv") + word_lists = [list(countries.Words),list(professions.Words)] + return countries, professions, word_lists + +#Provide all the functions necessary to run the app +#get definitions for control flow in Streamlit +def get_def(word, POS=False): + pos_options = ['NOUN','VERB','ADJ','ADV'] + m_word = word.replace(" ", "_") + if POS in pos_options: + seed_definitions = [syn.definition() for syn in wordnet.synsets(m_word, pos=getattr(wordnet, POS))] + else: + seed_definitions = [syn.definition() for syn in wordnet.synsets(m_word)] + seed_definition = col1.selectbox("Which definition is most relevant?", seed_definitions, key= "WN_definition") + if col1.button("Choose Definition"): + col1.write("You've chosen a definition.") + st.session_state.definition = seed_definition + return seed_definition + else: + col1.write("Please choose a definition.") + +###Start coding the actual app### +st.set_page_config(layout="wide", page_title="VizNLC Generator Test") +st.title('VizNLC Generator Test') +st.write('This is a test of the pipeline Nathan built to generate counterfactuals for the STP-3 research project. Here we test the Nathan\'s elaboration for comparing the Natural Language Explanation and a visual display against the original input from a person.') + +#Prepare the model +tokenizer, model, pipe = prepare_model() +countries, professions, word_lists = prepare_lists() +explainer = set_up_explainer() +text2 = "" +text3 = "" +cf_df = pd.DataFrame() +if 'definition' not in st.session_state: + st.session_state.definition = None +if 'option' not in st.session_state: + st.session_state.option = None +proceed = False +#Get the user to input a sentence +st.write('This first iteration only allows you to evaluate countries.') + +col1, col2, col3 = st.columns(3) +with col1: + text = st.text_input('Provide a sentence you want to evaluate.', placeholder = "I like you. I love you.", key="input") + + #Use spaCy to make the sentence into a doc so we can do NLP. + doc = nlp(st.session_state.input) + #Evaluate the provided sentence for sentiment and probability. + if st.session_state.input != "": + probability, sentiment = eval_pred(text, return_all=True) + options, lime = critical_words(st.session_state.input,options=True) + nat_lang_explanation = construct_nlexp(text,sentiment,probability) + st.altair_chart(lime_viz(lime)) + + #Allow the user to pick an option to generate counterfactuals from. + option = st.radio('Which word would you like to use to generate alternatives?', options, key = "option") + if (any(option in sublist for sublist in word_lists)): + st.write(f'You selected {option}. It matches a list.') + elif option: + st.write(f'You selected {option}. It does not match a list.') + definition = get_def(option) + else: + st.write('Awaiting your selection.') + + if st.button('Generate Alternatives'): + if option in list(countries.Words): + cf_df = gen_cf_country(countries, doc, option) + col1.write('Alternatives created.') + elif option in list(professions.Words): + cf_df = gen_cf_country(professions, doc, option) + col1.write('Alternatives created.') + else: + ant("Generating alternatives for",(option,"opt","#E0FBFB"), "with a definition of: ",(st.session_state.definition,"def","#E0FBFB"),".") + cf_df = cf_from_wordnet_df(option,text,seed_definition=st.session_state.definition) + col1.write('Alternatives created.') + + + if len(cf_df) != 0: + text2, text3 = get_min_max(cf_df, option) + +with col2: + if text2 != "": + sim2 = cf_df.loc[cf_df['text'] == text2, 'similarity'].iloc[0] + st.write(f"This alternate example is similar to {option}.") + st.write(f" Similarity Score: {np.round(sim2, 2)}, Num Checked: {len(cf_df)}") #for QA purposes + st.write(text2) + exp2 = explainer.explain_instance(text2, predictor, num_features=15, num_samples=2000) + lime_results2 = exp2.as_list() + probability2, sentiment2 = eval_pred(text2, return_all=True) + nat_lang_explanation = construct_nlexp(text2,sentiment2,probability2) + st.altair_chart(lime_viz(lime_results2)) + +with col3: + if not cf_df.empty: + single_nearest = alt.selection_single(on='mouseover', nearest=True) + full = alt.Chart(cf_df).encode( + alt.X('similarity:Q', scale=alt.Scale(zero=False)), + alt.Y('pred:Q'), + color=alt.Color('Categories:N', legend=alt.Legend(title="Color of Categories")), + size=alt.Size('seed:O'), + tooltip=('Categories','text','pred') + ).mark_circle(opacity=.5).properties(width=450, height=450).add_selection(single_nearest) + st.altair_chart(full) \ No newline at end of file