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ai-workforce-exposure-datasets-public

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The dataset generation failed because of a cast error
Error code:   DatasetGenerationCastError
Exception:    DatasetGenerationCastError
Message:      An error occurred while generating the dataset

All the data files must have the same columns, but at some point there are 4 new columns ({'task_prop', 'title_current', 'soc_code_2019_full', 'soc_code_2019'})

This happened while the csv dataset builder was generating data using

hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public/final_aei_agentic_usage_2025_2026-02-12.csv (at revision f3f48f6adb0cc6c978b454da3a461e84f852ed2c), ['hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_aei_agentic_usage_2025-08-11.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_aei_agentic_usage_2025-11-13.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_aei_agentic_usage_2025_2026-02-12.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_aei_agentic_usage_2026-02-12.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_aei_all_usage_2024-12-23.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_aei_all_usage_2025-03-06.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_aei_all_usage_2025-08-11.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_aei_all_usage_2025-11-13.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_aei_all_usage_2025_2026-02-12.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_aei_all_usage_2026-02-12.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_aei_api_v3.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_aei_api_v4.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_aei_api_v5.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_aei_human_usage_2024-12-23.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_aei_human_usage_2025-03-06.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_aei_human_usage_2025-08-11.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_aei_human_usage_2025-11-13.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_aei_human_usage_2026-02-12.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_aei_v1.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_aei_v2.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_aei_v3.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_aei_v4.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_aei_v5.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_all_agentic_usage_2025-04-24.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_all_agentic_usage_2025-05-24.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_all_agentic_usage_2025-07-23.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_all_agentic_usage_2025-08-11.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_all_agentic_usage_2025-11-13.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_all_agentic_usage_2026-02-12.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_all_agentic_usage_2026-02-18.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_all_confirmed_usage_2024-09-30.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_all_confirmed_usage_2024-12-23.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_all_confirmed_usage_2025-03-06.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_all_confirmed_usage_2025-08-11.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_all_confirmed_usage_2025-11-13.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_all_confirmed_usage_2026-02-12.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_all_usage_2024-09-30.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_all_usage_2024-12-23.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_all_usage_2025-03-06.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_all_usage_2025-04-24.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_all_usage_2025-05-24.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_all_usage_2025-07-23.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_all_usage_2025-08-11.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_all_usage_2025-11-13.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_all_usage_2026-02-12.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_all_usage_2026-02-18.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_confirmed_human_usage_2024-09-30.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_confirmed_human_usage_2024-12-23.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_confirmed_human_usage_2025-03-06.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_confirmed_human_usage_2025-08-11.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_confirmed_human_usage_2025-11-13.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_confirmed_human_usage_2026-02-12.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_eco_2015.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_eco_2025.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_eco_2025_with_task_properties.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_mcp_v1.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_mcp_v2.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_mcp_v3.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_mcp_v4.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_microsoft.csv']

Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1837, in _prepare_split_single
                  writer.write_table(table)
                  ~~~~~~~~~~~~~~~~~~^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/arrow_writer.py", line 765, in write_table
                  self._write_table(pa_table, writer_batch_size=writer_batch_size)
                  ~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/arrow_writer.py", line 773, in _write_table
                  pa_table = table_cast(pa_table, self._schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2369, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2297, in cast_table_to_schema
                  raise CastError(
                  ...<3 lines>...
                  )
              datasets.table.CastError: Couldn't cast
              task: string
              task_normalized: string
              dwa_title: string
              iwa_title: string
              gwa_title: string
              title: string
              title_normalized: string
              soc_code_2010: string
              title_current: string
              soc_code_2019: string
              soc_code_2019_full: string
              broad_occ: string
              minor_occ_category: string
              major_occ_category: string
              physical: bool
              auto_aug_mean: double
              pct_normalized: double
              date: string
              freq_mean: double
              importance: double
              relevance: double
              task_prop: double
              eloundu_human: string
              eloundu_gpt4: string
              a_med_nat_2025: double
              a_med_al_2025: double
              a_med_ak_2025: double
              a_med_az_2025: double
              a_med_ar_2025: double
              a_med_ca_2025: double
              a_med_co_2025: double
              a_med_ct_2025: double
              a_med_de_2025: double
              a_med_dc_2025: double
              a_med_fl_2025: double
              a_med_ga_2025: double
              a_med_hi_2025: double
              a_med_id_2025: double
              a_med_il_2025: double
              a_med_in_2025: double
              a_med_ia_2025: double
              a_med_ks_2025: double
              a_med_ky_2025: double
              a_med_la_2025: double
              a_med_me_2025: double
              a_med_md_2025: double
              a_med_ma_2025: double
              a_med_mi_2025: double
              a_med_mn_2025: double
              a_med_ms_2025: double
              a_med_mo_2025: double
              a_med_mt_2025: double
              a_med_ne_2025: double
              a_med_nv_2025: double
              a_med_nh_2025: double
              a_med_nj_2025: double
              a_med_nm_2025: double
              a_med_ny_2025: double
              a_med_nc_2025: double
              a_med_nd_2025: double
              a_med_oh_2025: double
              a_med_ok_2025: double
              a_med_or_2025: double
              a_med_pa_2025: double
              a_med_ri_2025: double
              a_med_sc_2025: double
              a_med_sd_2025: double
              a_med_tn_2025: double
              a_med_tx_2025: double
              a_med_ut_2025: double
              a_m
              ...
              : double
              a_med_gu_2025: double
              a_med_pr_2025: double
              a_med_vi_2025: double
              emp_tot_nat_2025: double
              emp_tot_al_2025: double
              emp_tot_ak_2025: double
              emp_tot_az_2025: double
              emp_tot_ar_2025: double
              emp_tot_ca_2025: double
              emp_tot_co_2025: double
              emp_tot_ct_2025: double
              emp_tot_de_2025: double
              emp_tot_dc_2025: double
              emp_tot_fl_2025: double
              emp_tot_ga_2025: double
              emp_tot_hi_2025: double
              emp_tot_id_2025: double
              emp_tot_il_2025: double
              emp_tot_in_2025: double
              emp_tot_ia_2025: double
              emp_tot_ks_2025: double
              emp_tot_ky_2025: double
              emp_tot_la_2025: double
              emp_tot_me_2025: double
              emp_tot_md_2025: double
              emp_tot_ma_2025: double
              emp_tot_mi_2025: double
              emp_tot_mn_2025: double
              emp_tot_ms_2025: double
              emp_tot_mo_2025: double
              emp_tot_mt_2025: double
              emp_tot_ne_2025: double
              emp_tot_nv_2025: double
              emp_tot_nh_2025: double
              emp_tot_nj_2025: double
              emp_tot_nm_2025: double
              emp_tot_ny_2025: double
              emp_tot_nc_2025: double
              emp_tot_nd_2025: double
              emp_tot_oh_2025: double
              emp_tot_ok_2025: double
              emp_tot_or_2025: double
              emp_tot_pa_2025: double
              emp_tot_ri_2025: double
              emp_tot_sc_2025: double
              emp_tot_sd_2025: double
              emp_tot_tn_2025: double
              emp_tot_tx_2025: double
              emp_tot_ut_2025: double
              emp_tot_vt_2025: double
              emp_tot_va_2025: double
              emp_tot_wa_2025: double
              emp_tot_wv_2025: double
              emp_tot_wi_2025: double
              emp_tot_wy_2025: double
              emp_tot_gu_2025: double
              emp_tot_pr_2025: double
              emp_tot_vi_2025: double
              -- schema metadata --
              pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 17415
              to
              {'title': Value('string'), 'task_normalized': Value('string'), 'dwa_title': Value('string'), 'iwa_title': Value('string'), 'gwa_title': Value('string'), 'task': Value('string'), 'title_normalized': Value('string'), 'soc_code_2010': Value('string'), 'broad_occ': Value('string'), 'minor_occ_category': Value('string'), 'major_occ_category': Value('string'), 'physical': Value('bool'), 'auto_aug_mean': Value('float64'), 'pct_normalized': Value('float64'), 'date': Value('string'), 'freq_mean': Value('float64'), 'importance': Value('float64'), 'relevance': Value('float64'), 'eloundu_human': Value('string'), 'eloundu_gpt4': Value('string'), 'a_med_nat_2025': Value('float64'), 'a_med_al_2025': Value('float64'), 'a_med_ak_2025': Value('float64'), 'a_med_az_2025': Value('float64'), 'a_med_ar_2025': Value('float64'), 'a_med_ca_2025': Value('float64'), 'a_med_co_2025': Value('float64'), 'a_med_ct_2025': Value('float64'), 'a_med_de_2025': Value('float64'), 'a_med_dc_2025': Value('float64'), 'a_med_fl_2025': Value('float64'), 'a_med_ga_2025': Value('float64'), 'a_med_hi_2025': Value('float64'), 'a_med_id_2025': Value('float64'), 'a_med_il_2025': Value('float64'), 'a_med_in_2025': Value('float64'), 'a_med_ia_2025': Value('float64'), 'a_med_ks_2025': Value('float64'), 'a_med_ky_2025': Value('float64'), 'a_med_la_2025': Value('float64'), 'a_med_me_2025': Value('float64'), 'a_med_md_2025': Value('float64'), 'a_med_ma_2025': Value('float64'), 'a_med_mi_2025': Value('float64'), 'a_med_mn_2025': V
              ...
              ': Value('float64'), 'emp_tot_in_2025': Value('float64'), 'emp_tot_ia_2025': Value('float64'), 'emp_tot_ks_2025': Value('float64'), 'emp_tot_ky_2025': Value('float64'), 'emp_tot_la_2025': Value('float64'), 'emp_tot_me_2025': Value('float64'), 'emp_tot_md_2025': Value('float64'), 'emp_tot_ma_2025': Value('float64'), 'emp_tot_mi_2025': Value('float64'), 'emp_tot_mn_2025': Value('float64'), 'emp_tot_ms_2025': Value('float64'), 'emp_tot_mo_2025': Value('float64'), 'emp_tot_mt_2025': Value('float64'), 'emp_tot_ne_2025': Value('float64'), 'emp_tot_nv_2025': Value('float64'), 'emp_tot_nh_2025': Value('float64'), 'emp_tot_nj_2025': Value('float64'), 'emp_tot_nm_2025': Value('float64'), 'emp_tot_ny_2025': Value('float64'), 'emp_tot_nc_2025': Value('float64'), 'emp_tot_nd_2025': Value('float64'), 'emp_tot_oh_2025': Value('float64'), 'emp_tot_ok_2025': Value('float64'), 'emp_tot_or_2025': Value('float64'), 'emp_tot_pa_2025': Value('float64'), 'emp_tot_ri_2025': Value('float64'), 'emp_tot_sc_2025': Value('float64'), 'emp_tot_sd_2025': Value('float64'), 'emp_tot_tn_2025': Value('float64'), 'emp_tot_tx_2025': Value('float64'), 'emp_tot_ut_2025': Value('float64'), 'emp_tot_vt_2025': Value('float64'), 'emp_tot_va_2025': Value('float64'), 'emp_tot_wa_2025': Value('float64'), 'emp_tot_wv_2025': Value('float64'), 'emp_tot_wi_2025': Value('float64'), 'emp_tot_wy_2025': Value('float64'), 'emp_tot_gu_2025': Value('float64'), 'emp_tot_pr_2025': Value('float64'), 'emp_tot_vi_2025': Value('float64')}
              because column names don't match
              
              During handling of the above exception, another exception occurred:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1369, in compute_config_parquet_and_info_response
                  parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
                                                                        ~~~~~~~~~~~~~~~~~~~~~~~~~^
                      builder, max_dataset_size_bytes=max_dataset_size_bytes
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  )
                  ^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 948, in stream_convert_to_parquet
                  builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
                  ~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1683, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                                               ~~~~~~~~~~~~~~~~~~~~~~~~~~^
                      gen_kwargs=gen_kwargs, job_id=job_id, **_prepare_split_args
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  ):
                  ^
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1839, in _prepare_split_single
                  raise DatasetGenerationCastError.from_cast_error(
                  ...<4 lines>...
                  )
              datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
              
              All the data files must have the same columns, but at some point there are 4 new columns ({'task_prop', 'title_current', 'soc_code_2019_full', 'soc_code_2019'})
              
              This happened while the csv dataset builder was generating data using
              
              hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public/final_aei_agentic_usage_2025_2026-02-12.csv (at revision f3f48f6adb0cc6c978b454da3a461e84f852ed2c), ['hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_aei_agentic_usage_2025-08-11.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_aei_agentic_usage_2025-11-13.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_aei_agentic_usage_2025_2026-02-12.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_aei_agentic_usage_2026-02-12.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_aei_all_usage_2024-12-23.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_aei_all_usage_2025-03-06.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_aei_all_usage_2025-08-11.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_aei_all_usage_2025-11-13.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_aei_all_usage_2025_2026-02-12.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_aei_all_usage_2026-02-12.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_aei_api_v3.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_aei_api_v4.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_aei_api_v5.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_aei_human_usage_2024-12-23.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_aei_human_usage_2025-03-06.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_aei_human_usage_2025-08-11.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_aei_human_usage_2025-11-13.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_aei_human_usage_2026-02-12.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_aei_v1.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_aei_v2.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_aei_v3.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_aei_v4.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_aei_v5.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_all_agentic_usage_2025-04-24.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_all_agentic_usage_2025-05-24.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_all_agentic_usage_2025-07-23.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_all_agentic_usage_2025-08-11.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_all_agentic_usage_2025-11-13.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_all_agentic_usage_2026-02-12.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_all_agentic_usage_2026-02-18.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_all_confirmed_usage_2024-09-30.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_all_confirmed_usage_2024-12-23.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_all_confirmed_usage_2025-03-06.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_all_confirmed_usage_2025-08-11.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_all_confirmed_usage_2025-11-13.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_all_confirmed_usage_2026-02-12.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_all_usage_2024-09-30.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_all_usage_2024-12-23.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_all_usage_2025-03-06.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_all_usage_2025-04-24.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_all_usage_2025-05-24.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_all_usage_2025-07-23.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_all_usage_2025-08-11.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_all_usage_2025-11-13.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_all_usage_2026-02-12.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_all_usage_2026-02-18.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_confirmed_human_usage_2024-09-30.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_confirmed_human_usage_2024-12-23.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_confirmed_human_usage_2025-03-06.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_confirmed_human_usage_2025-08-11.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_confirmed_human_usage_2025-11-13.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_confirmed_human_usage_2026-02-12.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_eco_2015.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_eco_2025.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_eco_2025_with_task_properties.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_mcp_v1.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_mcp_v2.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_mcp_v3.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_mcp_v4.csv', 'hf://datasets/theodorewright11/ai-workforce-exposure-datasets-public@f3f48f6adb0cc6c978b454da3a461e84f852ed2c/final_microsoft.csv']
              
              Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)

Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.

title
string
task_normalized
string
dwa_title
string
iwa_title
string
gwa_title
string
task
string
title_normalized
string
soc_code_2010
string
broad_occ
string
minor_occ_category
string
major_occ_category
string
physical
bool
auto_aug_mean
float64
pct_normalized
float64
date
string
freq_mean
float64
importance
float64
relevance
float64
eloundu_human
string
eloundu_gpt4
string
a_med_nat_2025
float64
a_med_al_2025
float64
a_med_ak_2025
float64
a_med_az_2025
float64
a_med_ar_2025
float64
a_med_ca_2025
float64
a_med_co_2025
float64
a_med_ct_2025
float64
a_med_de_2025
float64
a_med_dc_2025
float64
a_med_fl_2025
float64
a_med_ga_2025
float64
a_med_hi_2025
float64
a_med_id_2025
float64
a_med_il_2025
float64
a_med_in_2025
float64
a_med_ia_2025
float64
a_med_ks_2025
float64
a_med_ky_2025
float64
a_med_la_2025
float64
a_med_me_2025
float64
a_med_md_2025
float64
a_med_ma_2025
float64
a_med_mi_2025
float64
a_med_mn_2025
float64
a_med_ms_2025
float64
a_med_mo_2025
float64
a_med_mt_2025
float64
a_med_ne_2025
float64
a_med_nv_2025
float64
a_med_nh_2025
float64
a_med_nj_2025
float64
a_med_nm_2025
float64
a_med_ny_2025
float64
a_med_nc_2025
float64
a_med_nd_2025
float64
a_med_oh_2025
float64
a_med_ok_2025
float64
a_med_or_2025
float64
a_med_pa_2025
float64
a_med_ri_2025
float64
a_med_sc_2025
float64
a_med_sd_2025
float64
a_med_tn_2025
float64
a_med_tx_2025
float64
a_med_ut_2025
float64
a_med_vt_2025
float64
a_med_va_2025
float64
a_med_wa_2025
float64
a_med_wv_2025
float64
a_med_wi_2025
float64
a_med_wy_2025
float64
a_med_gu_2025
float64
a_med_pr_2025
float64
a_med_vi_2025
float64
emp_tot_nat_2025
float64
emp_tot_al_2025
float64
emp_tot_ak_2025
float64
emp_tot_az_2025
float64
emp_tot_ar_2025
float64
emp_tot_ca_2025
float64
emp_tot_co_2025
float64
emp_tot_ct_2025
float64
emp_tot_de_2025
float64
emp_tot_dc_2025
float64
emp_tot_fl_2025
float64
emp_tot_ga_2025
float64
emp_tot_hi_2025
float64
emp_tot_id_2025
float64
emp_tot_il_2025
float64
emp_tot_in_2025
float64
emp_tot_ia_2025
float64
emp_tot_ks_2025
float64
emp_tot_ky_2025
float64
emp_tot_la_2025
float64
emp_tot_me_2025
float64
emp_tot_md_2025
float64
emp_tot_ma_2025
float64
emp_tot_mi_2025
float64
emp_tot_mn_2025
float64
emp_tot_ms_2025
float64
emp_tot_mo_2025
float64
emp_tot_mt_2025
float64
emp_tot_ne_2025
float64
emp_tot_nv_2025
float64
emp_tot_nh_2025
float64
emp_tot_nj_2025
float64
emp_tot_nm_2025
float64
emp_tot_ny_2025
float64
emp_tot_nc_2025
float64
emp_tot_nd_2025
float64
emp_tot_oh_2025
float64
emp_tot_ok_2025
float64
emp_tot_or_2025
float64
emp_tot_pa_2025
float64
emp_tot_ri_2025
float64
emp_tot_sc_2025
float64
emp_tot_sd_2025
float64
emp_tot_tn_2025
float64
emp_tot_tx_2025
float64
emp_tot_ut_2025
float64
emp_tot_vt_2025
float64
emp_tot_va_2025
float64
emp_tot_wa_2025
float64
emp_tot_wv_2025
float64
emp_tot_wi_2025
float64
emp_tot_wy_2025
float64
emp_tot_gu_2025
float64
emp_tot_pr_2025
float64
emp_tot_vi_2025
float64
Chief Executives
direct or coordinate activities of businesses involved with buying or selling investment products or financial services
Direct financial operations.
Manage budgets or finances.
Guiding, Directing, and Motivating Subordinates
Direct or coordinate activities of businesses involved with buying or selling investment products or financial services.
chief executives
11-1011.00
Chief Executives
Top Executives
Management Occupations
false
5
0.003005
2025-08-11
0.649179
3.9
27.31
E0
E2
213,990
166,420
166,710
213,990
119,990
218,600
213,370
295,120
199,990
213,990
213,990
208,180
281,640
177,210
331,920
254,180
211,190
158,100
179,530
213,990
138,770
248,660
213,990
255,560
195,670
139,250
172,320
182,340
214,680
149,770
168,590
310,440
123,500
257,980
314,290
164,560
176,440
163,790
341,630
232,560
235,360
168,840
280,900
198,830
257,850
171,880
175,070
310,740
339,810
151,950
208,350
147,940
213,990
97,510
104,010
204,350
810
640
4,229
3,550
34,700
3,752
1,660
390
916
12,963
4,080
470
2,920
4,620
1,820
3,050
1,960
2,070
2,526
1,580
3,180
6,590
4,950
6,740
310
2,550
670
2,510
1,370
892
2,430
100
8,430
1,930
380
4,470
2,390
910
8,850
460
1,740
510
4,700
8,780
3,140
360
4,870
3,170
1,700
3,840
60
87
2,690
130
Instructional Designers and Technologists
design instructional aids for standalone or instructorled classroom or online use
Develop instructional materials.
Prepare informational or instructional materials.
Documenting/Recording Information
Design instructional aids for stand-alone or instructor-led classroom or online use.
instructional designers and technologists
25-9031.01
Instructional Coordinators
Other Educational Instruction and Library Occupations
Educational Instruction and Library Occupations
false
5
0.006111
2025-08-11
1.018724
3.973569
88.171601
E2
E2
77,440
69,000
72,320
62,620
67,100
97,010
82,160
96,170
79,290
105,990
60,790
81,060
96,080
63,030
76,050
66,300
74,970
64,750
63,640
63,120
76,700
102,220
95,320
79,290
80,550
61,830
72,080
60,920
79,150
67,410
81,210
96,090
80,870
80,560
63,340
75,340
77,760
63,980
84,620
75,580
63,110
65,460
57,910
74,390
78,710
65,780
78,360
83,230
97,250
69,600
83,000
76,140
61,750
35,250
75,040
138,968
2,489
671
8,005
1,586
25,565
4,149
2,172
1,196
1,489
22,002
9,555
1,379
1,818
12,606
3,222
3,368
2,380
4,125
2,611
586
5,308
7,529
6,931
3,820
2,245
3,795
903
1,672
1,379
622
4,601
622
22,856
10,080
793
4,283
3,100
3,588
9,201
1,513
5,333
610
5,028
39,013
4,491
891
7,114
5,760
891
2,599
354
134
1,233
49
Instructional Coordinators
advise and teach students
Advise students on academic or career matters.
Advise others on educational or vocational matters.
Provide Consultation and Advice to Others
Advise and teach students.
instructional coordinators
25-9031.00
Instructional Coordinators
Other Educational Instruction and Library Occupations
Educational Instruction and Library Occupations
false
3.795892
0.001603
2025-08-11
2.632328
3.93
90.76
E2
E2
77,440
69,000
72,320
62,620
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97,010
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96,170
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75,580
63,110
65,460
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74,390
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65,780
78,360
83,230
97,250
69,600
83,000
76,140
61,750
35,250
75,040
88,792
1,591
429
5,115
1,014
16,335
2,651
1,388
764
951
14,058
6,105
881
1,162
8,054
2,058
2,152
1,520
2,635
1,669
374
3,392
4,811
4,429
2,440
1,435
2,425
577
1,068
881
398
2,939
398
14,604
6,440
507
2,737
1,980
2,292
5,879
967
3,407
390
3,212
24,927
2,869
569
4,546
3,680
569
1,661
226
86
787
31
Instructional Coordinators
develop tests questionnaires and procedures that measure the effectiveness of curricula and use these tools to determine whether program objectives are being met
Evaluate effectiveness of educational programs.
Evaluate programs, practices, or processes.
Judging the Qualities of Things, Services, or People
Develop tests, questionnaires, and procedures that measure the effectiveness of curricula and use these tools to determine whether program objectives are being met.
instructional coordinators
25-9031.00
Instructional Coordinators
Other Educational Instruction and Library Occupations
Educational Instruction and Library Occupations
false
4.152941
0.009317
2025-08-11
0.457232
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80.131538
null
null
77,440
69,000
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97,010
82,160
96,170
79,290
105,990
60,790
81,060
96,080
63,030
76,050
66,300
74,970
64,750
63,640
63,120
76,700
102,220
95,320
79,290
80,550
61,830
72,080
60,920
79,150
67,410
81,210
96,090
80,870
80,560
63,340
75,340
77,760
63,980
84,620
75,580
63,110
65,460
57,910
74,390
78,710
65,780
78,360
83,230
97,250
69,600
83,000
76,140
61,750
35,250
75,040
88,792
1,591
429
5,115
1,014
16,335
2,651
1,388
764
951
14,058
6,105
881
1,162
8,054
2,058
2,152
1,520
2,635
1,669
374
3,392
4,811
4,429
2,440
1,435
2,425
577
1,068
881
398
2,939
398
14,604
6,440
507
2,737
1,980
2,292
5,879
967
3,407
390
3,212
24,927
2,869
569
4,546
3,680
569
1,661
226
86
787
31
Instructional Coordinators
develop instructional materials to be used by educators and instructors
Develop instructional materials.
Prepare informational or instructional materials.
Documenting/Recording Information
Develop instructional materials to be used by educators and instructors.
instructional coordinators
25-9031.00
Instructional Coordinators
Other Educational Instruction and Library Occupations
Educational Instruction and Library Occupations
false
4.697819
0.197261
2025-08-11
0.457232
3.846154
80.131538
null
null
77,440
69,000
72,320
62,620
67,100
97,010
82,160
96,170
79,290
105,990
60,790
81,060
96,080
63,030
76,050
66,300
74,970
64,750
63,640
63,120
76,700
102,220
95,320
79,290
80,550
61,830
72,080
60,920
79,150
67,410
81,210
96,090
80,870
80,560
63,340
75,340
77,760
63,980
84,620
75,580
63,110
65,460
57,910
74,390
78,710
65,780
78,360
83,230
97,250
69,600
83,000
76,140
61,750
35,250
75,040
88,792
1,591
429
5,115
1,014
16,335
2,651
1,388
764
951
14,058
6,105
881
1,162
8,054
2,058
2,152
1,520
2,635
1,669
374
3,392
4,811
4,429
2,440
1,435
2,425
577
1,068
881
398
2,939
398
14,604
6,440
507
2,737
1,980
2,292
5,879
967
3,407
390
3,212
24,927
2,869
569
4,546
3,680
569
1,661
226
86
787
31
Instructional Coordinators
research evaluate and prepare recommendations on curricula instructional methods and materials for school systems
Evaluate effectiveness of educational programs.
Evaluate programs, practices, or processes.
Judging the Qualities of Things, Services, or People
Research, evaluate, and prepare recommendations on curricula, instructional methods, and materials for school systems.
instructional coordinators
25-9031.00
Instructional Coordinators
Other Educational Instruction and Library Occupations
Educational Instruction and Library Occupations
false
5
0.004408
2025-08-11
0.198851
3.67
81.83
E2
E2
77,440
69,000
72,320
62,620
67,100
97,010
82,160
96,170
79,290
105,990
60,790
81,060
96,080
63,030
76,050
66,300
74,970
64,750
63,640
63,120
76,700
102,220
95,320
79,290
80,550
61,830
72,080
60,920
79,150
67,410
81,210
96,090
80,870
80,560
63,340
75,340
77,760
63,980
84,620
75,580
63,110
65,460
57,910
74,390
78,710
65,780
78,360
83,230
97,250
69,600
83,000
76,140
61,750
35,250
75,040
88,792
1,591
429
5,115
1,014
16,335
2,651
1,388
764
951
14,058
6,105
881
1,162
8,054
2,058
2,152
1,520
2,635
1,669
374
3,392
4,811
4,429
2,440
1,435
2,425
577
1,068
881
398
2,939
398
14,604
6,440
507
2,737
1,980
2,292
5,879
967
3,407
390
3,212
24,927
2,869
569
4,546
3,680
569
1,661
226
86
787
31
Instructional Coordinators
research evaluate and prepare recommendations on curricula instructional methods and materials for school systems
Research topics in area of expertise.
Maintain current knowledge in area of expertise.
Updating and Using Relevant Knowledge
Research, evaluate, and prepare recommendations on curricula, instructional methods, and materials for school systems.
instructional coordinators
25-9031.00
Instructional Coordinators
Other Educational Instruction and Library Occupations
Educational Instruction and Library Occupations
false
5
0.004408
2025-08-11
0.198851
3.67
81.83
E2
E2
77,440
69,000
72,320
62,620
67,100
97,010
82,160
96,170
79,290
105,990
60,790
81,060
96,080
63,030
76,050
66,300
74,970
64,750
63,640
63,120
76,700
102,220
95,320
79,290
80,550
61,830
72,080
60,920
79,150
67,410
81,210
96,090
80,870
80,560
63,340
75,340
77,760
63,980
84,620
75,580
63,110
65,460
57,910
74,390
78,710
65,780
78,360
83,230
97,250
69,600
83,000
76,140
61,750
35,250
75,040
88,792
1,591
429
5,115
1,014
16,335
2,651
1,388
764
951
14,058
6,105
881
1,162
8,054
2,058
2,152
1,520
2,635
1,669
374
3,392
4,811
4,429
2,440
1,435
2,425
577
1,068
881
398
2,939
398
14,604
6,440
507
2,737
1,980
2,292
5,879
967
3,407
390
3,212
24,927
2,869
569
4,546
3,680
569
1,661
226
86
787
31
Instructional Designers and Technologists
analyze performance data to determine effectiveness of instructional systems courses or instructional materials
Evaluate effectiveness of educational programs.
Evaluate programs, practices, or processes.
Judging the Qualities of Things, Services, or People
Analyze performance data to determine effectiveness of instructional systems, courses, or instructional materials.
instructional designers and technologists
25-9031.01
Instructional Coordinators
Other Educational Instruction and Library Occupations
Educational Instruction and Library Occupations
false
4.544643
0.012323
2025-08-11
0.2091
4.125674
96.331476
E2
E2
77,440
69,000
72,320
62,620
67,100
97,010
82,160
96,170
79,290
105,990
60,790
81,060
96,080
63,030
76,050
66,300
74,970
64,750
63,640
63,120
76,700
102,220
95,320
79,290
80,550
61,830
72,080
60,920
79,150
67,410
81,210
96,090
80,870
80,560
63,340
75,340
77,760
63,980
84,620
75,580
63,110
65,460
57,910
74,390
78,710
65,780
78,360
83,230
97,250
69,600
83,000
76,140
61,750
35,250
75,040
138,968
2,489
671
8,005
1,586
25,565
4,149
2,172
1,196
1,489
22,002
9,555
1,379
1,818
12,606
3,222
3,368
2,380
4,125
2,611
586
5,308
7,529
6,931
3,820
2,245
3,795
903
1,672
1,379
622
4,601
622
22,856
10,080
793
4,283
3,100
3,588
9,201
1,513
5,333
610
5,028
39,013
4,491
891
7,114
5,760
891
2,599
354
134
1,233
49
Instructional Designers and Technologists
define instructional learning or performance objectives
Develop instructional objectives.
Develop educational programs, plans, or procedures.
Thinking Creatively
Define instructional, learning, or performance objectives.
instructional designers and technologists
25-9031.01
Instructional Coordinators
Other Educational Instruction and Library Occupations
Educational Instruction and Library Occupations
false
4.485009
0.002905
2025-08-11
0.555757
4.174705
96.415324
E2
E1
77,440
69,000
72,320
62,620
67,100
97,010
82,160
96,170
79,290
105,990
60,790
81,060
96,080
63,030
76,050
66,300
74,970
64,750
63,640
63,120
76,700
102,220
95,320
79,290
80,550
61,830
72,080
60,920
79,150
67,410
81,210
96,090
80,870
80,560
63,340
75,340
77,760
63,980
84,620
75,580
63,110
65,460
57,910
74,390
78,710
65,780
78,360
83,230
97,250
69,600
83,000
76,140
61,750
35,250
75,040
138,968
2,489
671
8,005
1,586
25,565
4,149
2,172
1,196
1,489
22,002
9,555
1,379
1,818
12,606
3,222
3,368
2,380
4,125
2,611
586
5,308
7,529
6,931
3,820
2,245
3,795
903
1,672
1,379
622
4,601
622
22,856
10,080
793
4,283
3,100
3,588
9,201
1,513
5,333
610
5,028
39,013
4,491
891
7,114
5,760
891
2,599
354
134
1,233
49
Instructional Designers and Technologists
research and evaluate emerging instructional technologies or methods
Evaluate effectiveness of educational programs.
Evaluate programs, practices, or processes.
Judging the Qualities of Things, Services, or People
Research and evaluate emerging instructional technologies or methods.
instructional designers and technologists
25-9031.01
Instructional Coordinators
Other Educational Instruction and Library Occupations
Educational Instruction and Library Occupations
false
4.43635
0.001703
2025-08-11
0.2091
4.125674
96.331476
E2
E2
77,440
69,000
72,320
62,620
67,100
97,010
82,160
96,170
79,290
105,990
60,790
81,060
96,080
63,030
76,050
66,300
74,970
64,750
63,640
63,120
76,700
102,220
95,320
79,290
80,550
61,830
72,080
60,920
79,150
67,410
81,210
96,090
80,870
80,560
63,340
75,340
77,760
63,980
84,620
75,580
63,110
65,460
57,910
74,390
78,710
65,780
78,360
83,230
97,250
69,600
83,000
76,140
61,750
35,250
75,040
138,968
2,489
671
8,005
1,586
25,565
4,149
2,172
1,196
1,489
22,002
9,555
1,379
1,818
12,606
3,222
3,368
2,380
4,125
2,611
586
5,308
7,529
6,931
3,820
2,245
3,795
903
1,672
1,379
622
4,601
622
22,856
10,080
793
4,283
3,100
3,588
9,201
1,513
5,333
610
5,028
39,013
4,491
891
7,114
5,760
891
2,599
354
134
1,233
49
Instructional Designers and Technologists
research and evaluate emerging instructional technologies or methods
Research topics in area of expertise.
Maintain current knowledge in area of expertise.
Updating and Using Relevant Knowledge
Research and evaluate emerging instructional technologies or methods.
instructional designers and technologists
25-9031.01
Instructional Coordinators
Other Educational Instruction and Library Occupations
Educational Instruction and Library Occupations
false
4.43635
0.001703
2025-08-11
0.2091
4.125674
96.331476
E2
E2
77,440
69,000
72,320
62,620
67,100
97,010
82,160
96,170
79,290
105,990
60,790
81,060
96,080
63,030
76,050
66,300
74,970
64,750
63,640
63,120
76,700
102,220
95,320
79,290
80,550
61,830
72,080
60,920
79,150
67,410
81,210
96,090
80,870
80,560
63,340
75,340
77,760
63,980
84,620
75,580
63,110
65,460
57,910
74,390
78,710
65,780
78,360
83,230
97,250
69,600
83,000
76,140
61,750
35,250
75,040
138,968
2,489
671
8,005
1,586
25,565
4,149
2,172
1,196
1,489
22,002
9,555
1,379
1,818
12,606
3,222
3,368
2,380
4,125
2,611
586
5,308
7,529
6,931
3,820
2,245
3,795
903
1,672
1,379
622
4,601
622
22,856
10,080
793
4,283
3,100
3,588
9,201
1,513
5,333
610
5,028
39,013
4,491
891
7,114
5,760
891
2,599
354
134
1,233
49
Instructional Designers and Technologists
design instructional aids for standalone or instructorled classroom or online use
Create technology-based learning materials.
Prepare informational or instructional materials.
Documenting/Recording Information
Design instructional aids for stand-alone or instructor-led classroom or online use.
instructional designers and technologists
25-9031.01
Instructional Coordinators
Other Educational Instruction and Library Occupations
Educational Instruction and Library Occupations
false
5
0.006111
2025-08-11
1.018724
3.973569
88.171601
E2
E2
77,440
69,000
72,320
62,620
67,100
97,010
82,160
96,170
79,290
105,990
60,790
81,060
96,080
63,030
76,050
66,300
74,970
64,750
63,640
63,120
76,700
102,220
95,320
79,290
80,550
61,830
72,080
60,920
79,150
67,410
81,210
96,090
80,870
80,560
63,340
75,340
77,760
63,980
84,620
75,580
63,110
65,460
57,910
74,390
78,710
65,780
78,360
83,230
97,250
69,600
83,000
76,140
61,750
35,250
75,040
138,968
2,489
671
8,005
1,586
25,565
4,149
2,172
1,196
1,489
22,002
9,555
1,379
1,818
12,606
3,222
3,368
2,380
4,125
2,611
586
5,308
7,529
6,931
3,820
2,245
3,795
903
1,672
1,379
622
4,601
622
22,856
10,080
793
4,283
3,100
3,588
9,201
1,513
5,333
610
5,028
39,013
4,491
891
7,114
5,760
891
2,599
354
134
1,233
49
Instructional Designers and Technologists
provide technical advice on the use of current instructional technologies including computerbased training desktop videoconferencing multimedia and distance learning technologies
Advise educators on curricula, instructional methods, or policies.
Advise others on educational or vocational matters.
Provide Consultation and Advice to Others
Provide technical advice on the use of current instructional technologies, including computer-based training, desktop videoconferencing, multimedia, and distance learning technologies.
instructional designers and technologists
25-9031.01
Instructional Coordinators
Other Educational Instruction and Library Occupations
Educational Instruction and Library Occupations
false
2.560976
0.009317
2025-08-11
0.076926
2.853433
60.758802
null
null
77,440
69,000
72,320
62,620
67,100
97,010
82,160
96,170
79,290
105,990
60,790
81,060
96,080
63,030
76,050
66,300
74,970
64,750
63,640
63,120
76,700
102,220
95,320
79,290
80,550
61,830
72,080
60,920
79,150
67,410
81,210
96,090
80,870
80,560
63,340
75,340
77,760
63,980
84,620
75,580
63,110
65,460
57,910
74,390
78,710
65,780
78,360
83,230
97,250
69,600
83,000
76,140
61,750
35,250
75,040
138,968
2,489
671
8,005
1,586
25,565
4,149
2,172
1,196
1,489
22,002
9,555
1,379
1,818
12,606
3,222
3,368
2,380
4,125
2,611
586
5,308
7,529
6,931
3,820
2,245
3,795
903
1,672
1,379
622
4,601
622
22,856
10,080
793
4,283
3,100
3,588
9,201
1,513
5,333
610
5,028
39,013
4,491
891
7,114
5,760
891
2,599
354
134
1,233
49
Instructional Designers and Technologists
design learning products including webbased aids or electronic performance support systems
Create technology-based learning materials.
Prepare informational or instructional materials.
Documenting/Recording Information
Design learning products, including web-based aids or electronic performance support systems.
instructional designers and technologists
25-9031.01
Instructional Coordinators
Other Educational Instruction and Library Occupations
Educational Instruction and Library Occupations
false
5
0.005009
2025-08-11
1.018724
3.973569
88.171601
E2
E2
77,440
69,000
72,320
62,620
67,100
97,010
82,160
96,170
79,290
105,990
60,790
81,060
96,080
63,030
76,050
66,300
74,970
64,750
63,640
63,120
76,700
102,220
95,320
79,290
80,550
61,830
72,080
60,920
79,150
67,410
81,210
96,090
80,870
80,560
63,340
75,340
77,760
63,980
84,620
75,580
63,110
65,460
57,910
74,390
78,710
65,780
78,360
83,230
97,250
69,600
83,000
76,140
61,750
35,250
75,040
138,968
2,489
671
8,005
1,586
25,565
4,149
2,172
1,196
1,489
22,002
9,555
1,379
1,818
12,606
3,222
3,368
2,380
4,125
2,611
586
5,308
7,529
6,931
3,820
2,245
3,795
903
1,672
1,379
622
4,601
622
22,856
10,080
793
4,283
3,100
3,588
9,201
1,513
5,333
610
5,028
39,013
4,491
891
7,114
5,760
891
2,599
354
134
1,233
49
Instructional Designers and Technologists
provide technical support to clients in the implementation of designed instruction or in task analyses and instructional systems design
Advise educators on curricula, instructional methods, or policies.
Advise others on educational or vocational matters.
Provide Consultation and Advice to Others
Provide technical support to clients in the implementation of designed instruction or in task analyses and instructional systems design.
instructional designers and technologists
25-9031.01
Instructional Coordinators
Other Educational Instruction and Library Occupations
Educational Instruction and Library Occupations
false
3.196078
0.008315
2025-08-11
0.076926
2.853433
60.758802
null
null
77,440
69,000
72,320
62,620
67,100
97,010
82,160
96,170
79,290
105,990
60,790
81,060
96,080
63,030
76,050
66,300
74,970
64,750
63,640
63,120
76,700
102,220
95,320
79,290
80,550
61,830
72,080
60,920
79,150
67,410
81,210
96,090
80,870
80,560
63,340
75,340
77,760
63,980
84,620
75,580
63,110
65,460
57,910
74,390
78,710
65,780
78,360
83,230
97,250
69,600
83,000
76,140
61,750
35,250
75,040
138,968
2,489
671
8,005
1,586
25,565
4,149
2,172
1,196
1,489
22,002
9,555
1,379
1,818
12,606
3,222
3,368
2,380
4,125
2,611
586
5,308
7,529
6,931
3,820
2,245
3,795
903
1,672
1,379
622
4,601
622
22,856
10,080
793
4,283
3,100
3,588
9,201
1,513
5,333
610
5,028
39,013
4,491
891
7,114
5,760
891
2,599
354
134
1,233
49
Instructional Designers and Technologists
adapt instructional content or delivery methods for different levels or types of learners
Modify teaching methods or materials to accommodate student needs.
Prepare informational or instructional materials.
Documenting/Recording Information
Adapt instructional content or delivery methods for different levels or types of learners.
instructional designers and technologists
25-9031.01
Instructional Coordinators
Other Educational Instruction and Library Occupations
Educational Instruction and Library Occupations
false
5
0.016731
2025-08-11
1.163842
4.205095
86.225281
E2
E2
77,440
69,000
72,320
62,620
67,100
97,010
82,160
96,170
79,290
105,990
60,790
81,060
96,080
63,030
76,050
66,300
74,970
64,750
63,640
63,120
76,700
102,220
95,320
79,290
80,550
61,830
72,080
60,920
79,150
67,410
81,210
96,090
80,870
80,560
63,340
75,340
77,760
63,980
84,620
75,580
63,110
65,460
57,910
74,390
78,710
65,780
78,360
83,230
97,250
69,600
83,000
76,140
61,750
35,250
75,040
138,968
2,489
671
8,005
1,586
25,565
4,149
2,172
1,196
1,489
22,002
9,555
1,379
1,818
12,606
3,222
3,368
2,380
4,125
2,611
586
5,308
7,529
6,931
3,820
2,245
3,795
903
1,672
1,379
622
4,601
622
22,856
10,080
793
4,283
3,100
3,588
9,201
1,513
5,333
610
5,028
39,013
4,491
891
7,114
5,760
891
2,599
354
134
1,233
49
Instructional Designers and Technologists
develop measurement tools to evaluate the effectiveness of instruction or training interventions
Evaluate effectiveness of educational programs.
Evaluate programs, practices, or processes.
Judging the Qualities of Things, Services, or People
Develop measurement tools to evaluate the effectiveness of instruction or training interventions.
instructional designers and technologists
25-9031.01
Instructional Coordinators
Other Educational Instruction and Library Occupations
Educational Instruction and Library Occupations
false
4.238095
0.007313
2025-08-11
0.2091
4.125674
96.331476
E2
E2
77,440
69,000
72,320
62,620
67,100
97,010
82,160
96,170
79,290
105,990
60,790
81,060
96,080
63,030
76,050
66,300
74,970
64,750
63,640
63,120
76,700
102,220
95,320
79,290
80,550
61,830
72,080
60,920
79,150
67,410
81,210
96,090
80,870
80,560
63,340
75,340
77,760
63,980
84,620
75,580
63,110
65,460
57,910
74,390
78,710
65,780
78,360
83,230
97,250
69,600
83,000
76,140
61,750
35,250
75,040
138,968
2,489
671
8,005
1,586
25,565
4,149
2,172
1,196
1,489
22,002
9,555
1,379
1,818
12,606
3,222
3,368
2,380
4,125
2,611
586
5,308
7,529
6,931
3,820
2,245
3,795
903
1,672
1,379
622
4,601
622
22,856
10,080
793
4,283
3,100
3,588
9,201
1,513
5,333
610
5,028
39,013
4,491
891
7,114
5,760
891
2,599
354
134
1,233
49
Instructional Designers and Technologists
present and make recommendations regarding course design technology and instruction delivery options
Advise educators on curricula, instructional methods, or policies.
Advise others on educational or vocational matters.
Provide Consultation and Advice to Others
Present and make recommendations regarding course design, technology, and instruction delivery options.
instructional designers and technologists
25-9031.01
Instructional Coordinators
Other Educational Instruction and Library Occupations
Educational Instruction and Library Occupations
false
5
0.002204
2025-08-11
0.076926
2.853433
60.758802
E1
E2
77,440
69,000
72,320
62,620
67,100
97,010
82,160
96,170
79,290
105,990
60,790
81,060
96,080
63,030
76,050
66,300
74,970
64,750
63,640
63,120
76,700
102,220
95,320
79,290
80,550
61,830
72,080
60,920
79,150
67,410
81,210
96,090
80,870
80,560
63,340
75,340
77,760
63,980
84,620
75,580
63,110
65,460
57,910
74,390
78,710
65,780
78,360
83,230
97,250
69,600
83,000
76,140
61,750
35,250
75,040
138,968
2,489
671
8,005
1,586
25,565
4,149
2,172
1,196
1,489
22,002
9,555
1,379
1,818
12,606
3,222
3,368
2,380
4,125
2,611
586
5,308
7,529
6,931
3,820
2,245
3,795
903
1,672
1,379
622
4,601
622
22,856
10,080
793
4,283
3,100
3,588
9,201
1,513
5,333
610
5,028
39,013
4,491
891
7,114
5,760
891
2,599
354
134
1,233
49
Instructional Designers and Technologists
develop instructional materials such as lesson plans handouts or examinations
Develop instructional materials.
Prepare informational or instructional materials.
Documenting/Recording Information
Develop instructional materials, such as lesson plans, handouts, or examinations.
instructional designers and technologists
25-9031.01
Instructional Coordinators
Other Educational Instruction and Library Occupations
Educational Instruction and Library Occupations
false
4.688341
0.181532
2025-08-11
0.34565
4.166894
90.886791
E1
E1
77,440
69,000
72,320
62,620
67,100
97,010
82,160
96,170
79,290
105,990
60,790
81,060
96,080
63,030
76,050
66,300
74,970
64,750
63,640
63,120
76,700
102,220
95,320
79,290
80,550
61,830
72,080
60,920
79,150
67,410
81,210
96,090
80,870
80,560
63,340
75,340
77,760
63,980
84,620
75,580
63,110
65,460
57,910
74,390
78,710
65,780
78,360
83,230
97,250
69,600
83,000
76,140
61,750
35,250
75,040
138,968
2,489
671
8,005
1,586
25,565
4,149
2,172
1,196
1,489
22,002
9,555
1,379
1,818
12,606
3,222
3,368
2,380
4,125
2,611
586
5,308
7,529
6,931
3,820
2,245
3,795
903
1,672
1,379
622
4,601
622
22,856
10,080
793
4,283
3,100
3,588
9,201
1,513
5,333
610
5,028
39,013
4,491
891
7,114
5,760
891
2,599
354
134
1,233
49
Instructional Designers and Technologists
develop instructional materials and products for technologybased redesign of courses
Create technology-based learning materials.
Prepare informational or instructional materials.
Documenting/Recording Information
Develop instructional materials and products for technology-based redesign of courses.
instructional designers and technologists
25-9031.01
Instructional Coordinators
Other Educational Instruction and Library Occupations
Educational Instruction and Library Occupations
true
4.783133
0.02725
2025-08-11
1.018724
3.973569
88.171601
null
null
77,440
69,000
72,320
62,620
67,100
97,010
82,160
96,170
79,290
105,990
60,790
81,060
96,080
63,030
76,050
66,300
74,970
64,750
63,640
63,120
76,700
102,220
95,320
79,290
80,550
61,830
72,080
60,920
79,150
67,410
81,210
96,090
80,870
80,560
63,340
75,340
77,760
63,980
84,620
75,580
63,110
65,460
57,910
74,390
78,710
65,780
78,360
83,230
97,250
69,600
83,000
76,140
61,750
35,250
75,040
138,968
2,489
671
8,005
1,586
25,565
4,149
2,172
1,196
1,489
22,002
9,555
1,379
1,818
12,606
3,222
3,368
2,380
4,125
2,611
586
5,308
7,529
6,931
3,820
2,245
3,795
903
1,672
1,379
622
4,601
622
22,856
10,080
793
4,283
3,100
3,588
9,201
1,513
5,333
610
5,028
39,013
4,491
891
7,114
5,760
891
2,599
354
134
1,233
49
Instructional Designers and Technologists
assess effectiveness and efficiency of instruction according to ease of instructional technology use and student learning knowledge transfer and satisfaction
Evaluate effectiveness of educational programs.
Evaluate programs, practices, or processes.
Judging the Qualities of Things, Services, or People
Assess effectiveness and efficiency of instruction according to ease of instructional technology use and student learning, knowledge transfer, and satisfaction.
instructional designers and technologists
25-9031.01
Instructional Coordinators
Other Educational Instruction and Library Occupations
Educational Instruction and Library Occupations
false
5
0.003106
2025-08-11
0.2091
4.125674
96.331476
E2
E2
77,440
69,000
72,320
62,620
67,100
97,010
82,160
96,170
79,290
105,990
60,790
81,060
96,080
63,030
76,050
66,300
74,970
64,750
63,640
63,120
76,700
102,220
95,320
79,290
80,550
61,830
72,080
60,920
79,150
67,410
81,210
96,090
80,870
80,560
63,340
75,340
77,760
63,980
84,620
75,580
63,110
65,460
57,910
74,390
78,710
65,780
78,360
83,230
97,250
69,600
83,000
76,140
61,750
35,250
75,040
138,968
2,489
671
8,005
1,586
25,565
4,149
2,172
1,196
1,489
22,002
9,555
1,379
1,818
12,606
3,222
3,368
2,380
4,125
2,611
586
5,308
7,529
6,931
3,820
2,245
3,795
903
1,672
1,379
622
4,601
622
22,856
10,080
793
4,283
3,100
3,588
9,201
1,513
5,333
610
5,028
39,013
4,491
891
7,114
5,760
891
2,599
354
134
1,233
49
Instructional Designers and Technologists
edit instructional materials such as books simulation exercises lesson plans instructor guides and tests
Edit documents.
Edit written materials or documents.
Making Decisions and Solving Problems
Edit instructional materials, such as books, simulation exercises, lesson plans, instructor guides, and tests.
instructional designers and technologists
25-9031.01
Instructional Coordinators
Other Educational Instruction and Library Occupations
Educational Instruction and Library Occupations
false
4.439394
0.015027
2025-08-11
0.93152
4.034237
82.64539
E1
E1
77,440
69,000
72,320
62,620
67,100
97,010
82,160
96,170
79,290
105,990
60,790
81,060
96,080
63,030
76,050
66,300
74,970
64,750
63,640
63,120
76,700
102,220
95,320
79,290
80,550
61,830
72,080
60,920
79,150
67,410
81,210
96,090
80,870
80,560
63,340
75,340
77,760
63,980
84,620
75,580
63,110
65,460
57,910
74,390
78,710
65,780
78,360
83,230
97,250
69,600
83,000
76,140
61,750
35,250
75,040
138,968
2,489
671
8,005
1,586
25,565
4,149
2,172
1,196
1,489
22,002
9,555
1,379
1,818
12,606
3,222
3,368
2,380
4,125
2,611
586
5,308
7,529
6,931
3,820
2,245
3,795
903
1,672
1,379
622
4,601
622
22,856
10,080
793
4,283
3,100
3,588
9,201
1,513
5,333
610
5,028
39,013
4,491
891
7,114
5,760
891
2,599
354
134
1,233
49
Teacher Assistants
type file and duplicate materials
Maintain inventories of materials, equipment, or products.
Replenish inventories of materials, equipment, or products.
Monitoring and Controlling Resources
Type, file, and duplicate materials.
teacher assistants
25-9041.00
Teaching Assistants
Other Educational Instruction and Library Occupations
Educational Instruction and Library Occupations
true
5
0.045383
2025-08-11
1.049592
3.6
71.3
E2
E1
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
396,110
5,349
824
8,197
3,299
46,090
7,272
4,292
1,227
1,776
25,128
12,372
1,588
2,170
15,431
8,101
3,946
3,638
5,062
4,896
1,621
6,992
9,205
11,144
7,465
2,943
7,430
1,295
2,592
3,926
1,729
10,845
2,204
24,516
12,505
1,087
14,045
4,321
4,978
15,347
1,269
5,833
1,157
8,297
35,607
4,392
769
10,399
8,986
1,775
7,444
710
169
2,375
81
Farm and Home Management Advisors
maintain records of services provided and the effects of advice given
Maintain operational records.
Maintain operational records.
Documenting/Recording Information
Maintain records of services provided and the effects of advice given.
farm and home management advisors
25-9021.00
Farm and Home Management Educators
Other Educational Instruction and Library Occupations
Educational Instruction and Library Occupations
false
4.825327
0.001603
2025-08-11
0.9536
3.88
88.89
E2
E1
60,220
58,330
60,220
73,210
49,640
98,770
66,230
60,220
63,300
60,220
49,090
33,510
48,340
60,220
60,220
65,740
48,200
52,870
61,190
60,220
65,780
79,780
66,920
65,030
60,220
59,480
60,220
60,220
60,670
60,220
60,220
57,810
62,730
48,860
64,280
63,480
60,220
60,220
80,030
45,970
60,220
60,220
60,440
60,220
33,260
60,220
62,830
76,710
63,440
50,930
60,920
50,510
60,220
53,160
60,220
8,220
260
17
30
200
40
90
89
80
37
710
200
30
45
320
360
520
480
420
102
70
150
40
330
155
61
154
27
90
81
36
225
160
80
910
90
291
90
103
318
26
121
90
172
470
91
50
520
186
50
670
140
3
470
2
Audio-Visual and Multimedia Collections Specialists
maintain hardware and software including computers scanners color copiers and color laser printers
Maintain computer equipment or software.
Maintain electronic, computer, or other technical equipment.
Repairing and Maintaining Mechanical Equipment
Maintain hardware and software, including computers, scanners, color copiers, and color laser printers.
audiovisual and multimedia collections specialists
25-9011.00
Librarians and Media Collections Specialists
Librarians, Curators, and Archivists
Educational Instruction and Library Occupations
true
5
0.003306
2025-08-11
0.908805
3.416667
63.636667
null
null
68,270
64,650
78,810
60,500
56,800
89,790
76,480
79,210
77,700
96,550
67,060
76,750
68,270
54,130
62,700
53,500
58,440
61,900
65,200
60,650
59,540
88,570
78,540
60,010
77,650
56,970
58,700
63,870
64,060
84,540
63,580
78,380
62,530
78,590
61,420
62,830
60,630
58,180
78,070
62,880
75,860
62,640
51,210
62,090
71,860
53,730
62,360
77,430
100,030
42,980
66,870
46,530
68,270
51,610
68,270
66,895
2,750
350
1,990
1,490
10,180
1,990
2,550
370
960
6,670
3,330
300
650
5,390
1,920
1,770
1,620
1,980
2,130
780
3,220
4,980
3,940
2,220
1,060
2,970
640
1,200
610
1,150
4,100
580
11,870
4,010
570
4,820
1,820
1,690
5,050
780
2,130
490
2,540
9,150
1,630
600
4,590
2,750
610
2,450
440
28
1,310
14
Librarians
search standard reference materials including online sources and the internet to answer patrons reference questions
Search information sources to find specific data.
Gather information from physical or electronic sources.
Getting Information
Search standard reference materials, including online sources and the Internet, to answer patrons' reference questions.
librarians
25-4021.00
Librarians and Media Collections Specialists
Librarians, Curators, and Archivists
Educational Instruction and Library Occupations
false
3.984686
0.073234
2025-08-11
2.213603
4.14
86.92
E2
E2
68,270
64,650
78,810
60,500
56,800
89,790
76,480
79,210
77,700
96,550
67,060
76,750
68,270
54,130
62,700
53,500
58,440
61,900
65,200
60,650
59,540
88,570
78,540
60,010
77,650
56,970
58,700
63,870
64,060
84,540
63,580
78,380
62,530
78,590
61,420
62,830
60,630
58,180
78,070
62,880
75,860
62,640
51,210
62,090
71,860
53,730
62,360
77,430
100,030
42,980
66,870
46,530
68,270
51,610
68,270
66,895
2,750
350
1,990
1,490
10,180
1,990
2,550
370
960
6,670
3,330
300
650
5,390
1,920
1,770
1,620
1,980
2,130
780
3,220
4,980
3,940
2,220
1,060
2,970
640
1,200
610
1,150
4,100
580
11,870
4,010
570
4,820
1,820
1,690
5,050
780
2,130
490
2,540
9,150
1,630
600
4,590
2,750
610
2,450
440
28
1,310
14
Curators
plan and conduct special research projects in area of interest or expertise
Research topics in area of expertise.
Maintain current knowledge in area of expertise.
Updating and Using Relevant Knowledge
Plan and conduct special research projects in area of interest or expertise.
curators
25-4012.00
Archivists, Curators, and Museum Technicians
Librarians, Curators, and Archivists
Educational Instruction and Library Occupations
false
5
0.008716
2025-08-11
0.49336
4.03
94.42
E2
E2
63,420
61,120
63,880
63,510
53,870
78,740
73,630
76,510
56,800
93,310
59,500
57,810
50,720
62,190
63,060
53,910
53,830
56,630
55,460
60,080
56,470
63,750
77,790
63,190
53,920
40,600
59,960
54,460
58,600
69,900
82,490
77,800
63,690
79,120
49,470
63,420
63,640
60,560
62,790
62,100
77,930
47,200
74,990
57,580
59,990
59,910
56,520
58,200
74,030
63,420
64,370
61,910
63,420
63,420
63,420
12,150
150
90
150
80
1,140
300
190
60
140
420
230
140
50
410
220
230
120
130
160
110
170
370
360
220
30
260
100
120
100
60
120
140
1,330
600
33
370
150
260
520
70
120
50
190
690
50
60
450
260
54
300
90
5
73
2
Librarians
analyze patrons requests to determine needed information and assist in furnishing or locating that information
Help patrons use library or archival resources.
Provide general assistance to others, such as customers, patrons, or motorists.
Assisting and Caring for Others
Analyze patrons' requests to determine needed information and assist in furnishing or locating that information.
librarians
25-4021.00
Librarians and Media Collections Specialists
Librarians, Curators, and Archivists
Educational Instruction and Library Occupations
false
3.972973
0.007914
2025-08-11
1.870514
4.09
96.38
E1
E2
68,270
64,650
78,810
60,500
56,800
89,790
76,480
79,210
77,700
96,550
67,060
76,750
68,270
54,130
62,700
53,500
58,440
61,900
65,200
60,650
59,540
88,570
78,540
60,010
77,650
56,970
58,700
63,870
64,060
84,540
63,580
78,380
62,530
78,590
61,420
62,830
60,630
58,180
78,070
62,880
75,860
62,640
51,210
62,090
71,860
53,730
62,360
77,430
100,030
42,980
66,870
46,530
68,270
51,610
68,270
66,895
2,750
350
1,990
1,490
10,180
1,990
2,550
370
960
6,670
3,330
300
650
5,390
1,920
1,770
1,620
1,980
2,130
780
3,220
4,980
3,940
2,220
1,060
2,970
640
1,200
610
1,150
4,100
580
11,870
4,010
570
4,820
1,820
1,690
5,050
780
2,130
490
2,540
9,150
1,630
600
4,590
2,750
610
2,450
440
28
1,310
14
Librarians
locate unusual or unique information in response to specific requests
Search information sources to find specific data.
Gather information from physical or electronic sources.
Getting Information
Locate unusual or unique information in response to specific requests.
librarians
25-4021.00
Librarians and Media Collections Specialists
Librarians, Curators, and Archivists
Educational Instruction and Library Occupations
false
5
0.023844
2025-08-11
0.877767
3.79
95.27
E2
E2
68,270
64,650
78,810
60,500
56,800
89,790
76,480
79,210
77,700
96,550
67,060
76,750
68,270
54,130
62,700
53,500
58,440
61,900
65,200
60,650
59,540
88,570
78,540
60,010
77,650
56,970
58,700
63,870
64,060
84,540
63,580
78,380
62,530
78,590
61,420
62,830
60,630
58,180
78,070
62,880
75,860
62,640
51,210
62,090
71,860
53,730
62,360
77,430
100,030
42,980
66,870
46,530
68,270
51,610
68,270
66,895
2,750
350
1,990
1,490
10,180
1,990
2,550
370
960
6,670
3,330
300
650
5,390
1,920
1,770
1,620
1,980
2,130
780
3,220
4,980
3,940
2,220
1,060
2,970
640
1,200
610
1,150
4,100
580
11,870
4,010
570
4,820
1,820
1,690
5,050
780
2,130
490
2,540
9,150
1,630
600
4,590
2,750
610
2,450
440
28
1,310
14
Librarians
design information storage and retrieval systems and develop procedures for collecting organizing interpreting and classifying information
Develop policies or procedures for archives, museums or libraries.
Develop operational or technical procedures or standards.
Developing Objectives and Strategies
Design information storage and retrieval systems and develop procedures for collecting, organizing, interpreting, and classifying information.
librarians
25-4021.00
Librarians and Media Collections Specialists
Librarians, Curators, and Archivists
Educational Instruction and Library Occupations
false
4.632258
0.034663
2025-08-11
1.044514
3.848333
85.34625
null
null
68,270
64,650
78,810
60,500
56,800
89,790
76,480
79,210
77,700
96,550
67,060
76,750
68,270
54,130
62,700
53,500
58,440
61,900
65,200
60,650
59,540
88,570
78,540
60,010
77,650
56,970
58,700
63,870
64,060
84,540
63,580
78,380
62,530
78,590
61,420
62,830
60,630
58,180
78,070
62,880
75,860
62,640
51,210
62,090
71,860
53,730
62,360
77,430
100,030
42,980
66,870
46,530
68,270
51,610
68,270
66,895
2,750
350
1,990
1,490
10,180
1,990
2,550
370
960
6,670
3,330
300
650
5,390
1,920
1,770
1,620
1,980
2,130
780
3,220
4,980
3,940
2,220
1,060
2,970
640
1,200
610
1,150
4,100
580
11,870
4,010
570
4,820
1,820
1,690
5,050
780
2,130
490
2,540
9,150
1,630
600
4,590
2,750
610
2,450
440
28
1,310
14
Librarians
compile lists of books periodicals articles and audiovisual materials on particular subjects
Compile specialized bibliographies or lists of materials.
Compile records, documentation, or other data.
Processing Information
Compile lists of books, periodicals, articles, and audio-visual materials on particular subjects.
librarians
25-4021.00
Librarians and Media Collections Specialists
Librarians, Curators, and Archivists
Educational Instruction and Library Occupations
false
5
0.00571
2025-08-11
0.547597
3.58
87.18
E1
E2
68,270
64,650
78,810
60,500
56,800
89,790
76,480
79,210
77,700
96,550
67,060
76,750
68,270
54,130
62,700
53,500
58,440
61,900
65,200
60,650
59,540
88,570
78,540
60,010
77,650
56,970
58,700
63,870
64,060
84,540
63,580
78,380
62,530
78,590
61,420
62,830
60,630
58,180
78,070
62,880
75,860
62,640
51,210
62,090
71,860
53,730
62,360
77,430
100,030
42,980
66,870
46,530
68,270
51,610
68,270
66,895
2,750
350
1,990
1,490
10,180
1,990
2,550
370
960
6,670
3,330
300
650
5,390
1,920
1,770
1,620
1,980
2,130
780
3,220
4,980
3,940
2,220
1,060
2,970
640
1,200
610
1,150
4,100
580
11,870
4,010
570
4,820
1,820
1,690
5,050
780
2,130
490
2,540
9,150
1,630
600
4,590
2,750
610
2,450
440
28
1,310
14
Librarians
evaluate vendor products and performance negotiate contracts and place orders
Negotiate purchases or contracts.
Negotiate contracts or agreements.
Resolving Conflicts and Negotiating with Others
Evaluate vendor products and performance, negotiate contracts, and place orders.
librarians
25-4021.00
Librarians and Media Collections Specialists
Librarians, Curators, and Archivists
Educational Instruction and Library Occupations
false
5
0.002705
2025-08-11
0.301437
3.58
80.4
E2
E2
68,270
64,650
78,810
60,500
56,800
89,790
76,480
79,210
77,700
96,550
67,060
76,750
68,270
54,130
62,700
53,500
58,440
61,900
65,200
60,650
59,540
88,570
78,540
60,010
77,650
56,970
58,700
63,870
64,060
84,540
63,580
78,380
62,530
78,590
61,420
62,830
60,630
58,180
78,070
62,880
75,860
62,640
51,210
62,090
71,860
53,730
62,360
77,430
100,030
42,980
66,870
46,530
68,270
51,610
68,270
66,895
2,750
350
1,990
1,490
10,180
1,990
2,550
370
960
6,670
3,330
300
650
5,390
1,920
1,770
1,620
1,980
2,130
780
3,220
4,980
3,940
2,220
1,060
2,970
640
1,200
610
1,150
4,100
580
11,870
4,010
570
4,820
1,820
1,690
5,050
780
2,130
490
2,540
9,150
1,630
600
4,590
2,750
610
2,450
440
28
1,310
14
Librarians
evaluate vendor products and performance negotiate contracts and place orders
Order instructional or library materials or equipment.
Purchase goods or services.
Monitoring and Controlling Resources
Evaluate vendor products and performance, negotiate contracts, and place orders.
librarians
25-4021.00
Librarians and Media Collections Specialists
Librarians, Curators, and Archivists
Educational Instruction and Library Occupations
false
5
0.002705
2025-08-11
0.301437
3.58
80.4
E2
E2
68,270
64,650
78,810
60,500
56,800
89,790
76,480
79,210
77,700
96,550
67,060
76,750
68,270
54,130
62,700
53,500
58,440
61,900
65,200
60,650
59,540
88,570
78,540
60,010
77,650
56,970
58,700
63,870
64,060
84,540
63,580
78,380
62,530
78,590
61,420
62,830
60,630
58,180
78,070
62,880
75,860
62,640
51,210
62,090
71,860
53,730
62,360
77,430
100,030
42,980
66,870
46,530
68,270
51,610
68,270
66,895
2,750
350
1,990
1,490
10,180
1,990
2,550
370
960
6,670
3,330
300
650
5,390
1,920
1,770
1,620
1,980
2,130
780
3,220
4,980
3,940
2,220
1,060
2,970
640
1,200
610
1,150
4,100
580
11,870
4,010
570
4,820
1,820
1,690
5,050
780
2,130
490
2,540
9,150
1,630
600
4,590
2,750
610
2,450
440
28
1,310
14
Librarians
organize collections of books publications documents audiovisual aids and other reference materials for convenient access
Organize informational materials.
Prepare informational or instructional materials.
Documenting/Recording Information
Organize collections of books, publications, documents, audio-visual aids, and other reference materials for convenient access.
librarians
25-4021.00
Librarians and Media Collections Specialists
Librarians, Curators, and Archivists
Educational Instruction and Library Occupations
false
5
0.002004
2025-08-11
1.044514
3.848333
85.34625
null
null
68,270
64,650
78,810
60,500
56,800
89,790
76,480
79,210
77,700
96,550
67,060
76,750
68,270
54,130
62,700
53,500
58,440
61,900
65,200
60,650
59,540
88,570
78,540
60,010
77,650
56,970
58,700
63,870
64,060
84,540
63,580
78,380
62,530
78,590
61,420
62,830
60,630
58,180
78,070
62,880
75,860
62,640
51,210
62,090
71,860
53,730
62,360
77,430
100,030
42,980
66,870
46,530
68,270
51,610
68,270
66,895
2,750
350
1,990
1,490
10,180
1,990
2,550
370
960
6,670
3,330
300
650
5,390
1,920
1,770
1,620
1,980
2,130
780
3,220
4,980
3,940
2,220
1,060
2,970
640
1,200
610
1,150
4,100
580
11,870
4,010
570
4,820
1,820
1,690
5,050
780
2,130
490
2,540
9,150
1,630
600
4,590
2,750
610
2,450
440
28
1,310
14
Librarians
develop maintain and troubleshoot information access aids such as databases annotated bibliographies web pages electronic pathfinders software programs and online tutorials
Develop library or archival databases.
Design databases.
Thinking Creatively
Develop, maintain, and troubleshoot information access aids, such as databases, annotated bibliographies, web pages, electronic pathfinders, software programs, and online tutorials.
librarians
25-4021.00
Librarians and Media Collections Specialists
Librarians, Curators, and Archivists
Educational Instruction and Library Occupations
false
5
0.006312
2025-08-11
0.488682
3.67
73.65
E2
E2
68,270
64,650
78,810
60,500
56,800
89,790
76,480
79,210
77,700
96,550
67,060
76,750
68,270
54,130
62,700
53,500
58,440
61,900
65,200
60,650
59,540
88,570
78,540
60,010
77,650
56,970
58,700
63,870
64,060
84,540
63,580
78,380
62,530
78,590
61,420
62,830
60,630
58,180
78,070
62,880
75,860
62,640
51,210
62,090
71,860
53,730
62,360
77,430
100,030
42,980
66,870
46,530
68,270
51,610
68,270
66,895
2,750
350
1,990
1,490
10,180
1,990
2,550
370
960
6,670
3,330
300
650
5,390
1,920
1,770
1,620
1,980
2,130
780
3,220
4,980
3,940
2,220
1,060
2,970
640
1,200
610
1,150
4,100
580
11,870
4,010
570
4,820
1,820
1,690
5,050
780
2,130
490
2,540
9,150
1,630
600
4,590
2,750
610
2,450
440
28
1,310
14
Librarians
code classify and catalog books publications films audiovisual aids and other library materials based on subject matter or standard library classification systems
Classify materials according to standard systems.
Perform administrative or clerical activities.
Performing Administrative Activities
Code, classify, and catalog books, publications, films, audio-visual aids, and other library materials based on subject matter or standard library classification systems.
librarians
25-4021.00
Librarians and Media Collections Specialists
Librarians, Curators, and Archivists
Educational Instruction and Library Occupations
true
5
0.003306
2025-08-11
0.984335
3.89
69.21
E1
E1
68,270
64,650
78,810
60,500
56,800
89,790
76,480
79,210
77,700
96,550
67,060
76,750
68,270
54,130
62,700
53,500
58,440
61,900
65,200
60,650
59,540
88,570
78,540
60,010
77,650
56,970
58,700
63,870
64,060
84,540
63,580
78,380
62,530
78,590
61,420
62,830
60,630
58,180
78,070
62,880
75,860
62,640
51,210
62,090
71,860
53,730
62,360
77,430
100,030
42,980
66,870
46,530
68,270
51,610
68,270
66,895
2,750
350
1,990
1,490
10,180
1,990
2,550
370
960
6,670
3,330
300
650
5,390
1,920
1,770
1,620
1,980
2,130
780
3,220
4,980
3,940
2,220
1,060
2,970
640
1,200
610
1,150
4,100
580
11,870
4,010
570
4,820
1,820
1,690
5,050
780
2,130
490
2,540
9,150
1,630
600
4,590
2,750
610
2,450
440
28
1,310
14
Audio-Visual and Multimedia Collections Specialists
instruct users in the selection use and design of audiovisual materials and assist them in the preparation of instructional materials and the rehearsal of presentations
Teach others to use technology or equipment.
Train others to use equipment or products.
Training and Teaching Others
Instruct users in the selection, use, and design of audio-visual materials and assist them in the preparation of instructional materials and the rehearsal of presentations.
audiovisual and multimedia collections specialists
25-9011.00
Librarians and Media Collections Specialists
Librarians, Curators, and Archivists
Educational Instruction and Library Occupations
true
5
0.003005
2025-08-11
0.908805
3.416667
63.636667
null
null
68,270
64,650
78,810
60,500
56,800
89,790
76,480
79,210
77,700
96,550
67,060
76,750
68,270
54,130
62,700
53,500
58,440
61,900
65,200
60,650
59,540
88,570
78,540
60,010
77,650
56,970
58,700
63,870
64,060
84,540
63,580
78,380
62,530
78,590
61,420
62,830
60,630
58,180
78,070
62,880
75,860
62,640
51,210
62,090
71,860
53,730
62,360
77,430
100,030
42,980
66,870
46,530
68,270
51,610
68,270
66,895
2,750
350
1,990
1,490
10,180
1,990
2,550
370
960
6,670
3,330
300
650
5,390
1,920
1,770
1,620
1,980
2,130
780
3,220
4,980
3,940
2,220
1,060
2,970
640
1,200
610
1,150
4,100
580
11,870
4,010
570
4,820
1,820
1,690
5,050
780
2,130
490
2,540
9,150
1,630
600
4,590
2,750
610
2,450
440
28
1,310
14
Librarians
respond to customer complaints taking action as necessary
Help patrons use library or archival resources.
Provide general assistance to others, such as customers, patrons, or motorists.
Assisting and Caring for Others
Respond to customer complaints, taking action as necessary.
librarians
25-4021.00
Librarians and Media Collections Specialists
Librarians, Curators, and Archivists
Educational Instruction and Library Occupations
false
4.872928
0.025146
2025-08-11
0.651708
3.89
91.43
E1
E2
68,270
64,650
78,810
60,500
56,800
89,790
76,480
79,210
77,700
96,550
67,060
76,750
68,270
54,130
62,700
53,500
58,440
61,900
65,200
60,650
59,540
88,570
78,540
60,010
77,650
56,970
58,700
63,870
64,060
84,540
63,580
78,380
62,530
78,590
61,420
62,830
60,630
58,180
78,070
62,880
75,860
62,640
51,210
62,090
71,860
53,730
62,360
77,430
100,030
42,980
66,870
46,530
68,270
51,610
68,270
66,895
2,750
350
1,990
1,490
10,180
1,990
2,550
370
960
6,670
3,330
300
650
5,390
1,920
1,770
1,620
1,980
2,130
780
3,220
4,980
3,940
2,220
1,060
2,970
640
1,200
610
1,150
4,100
580
11,870
4,010
570
4,820
1,820
1,690
5,050
780
2,130
490
2,540
9,150
1,630
600
4,590
2,750
610
2,450
440
28
1,310
14
Library Technicians
retrieve information from central databases for storage in a librarys computer
Process library materials.
Perform administrative or clerical activities.
Performing Administrative Activities
Retrieve information from central databases for storage in a library's computer.
library technicians
25-4031.00
Library Technicians
Librarians, Curators, and Archivists
Educational Instruction and Library Occupations
false
4.509662
0.045884
2025-08-11
2.069967
3.63
48.95
E2
E2
44,580
37,150
46,940
40,510
28,570
53,260
46,680
57,060
47,580
61,040
41,080
37,320
50,870
34,510
47,120
35,560
38,590
41,960
35,700
39,180
44,520
48,920
50,430
34,680
51,110
27,080
39,160
38,220
36,920
45,650
48,650
48,840
38,830
50,060
46,520
39,240
37,920
29,440
49,970
46,100
48,740
36,070
29,590
36,400
38,640
40,160
50,090
45,560
62,570
30,300
35,000
26,850
44,580
35,890
44,580
68,690
390
220
820
390
7,190
2,250
930
210
390
3,070
2,130
110
520
2,140
1,470
1,510
480
670
1,410
320
1,980
1,910
2,180
1,180
270
1,360
370
710
410
280
1,060
540
3,390
2,350
370
4,020
830
1,810
1,560
160
650
650
390
5,180
310
150
2,580
1,850
280
2,890
400
29
250
14
Library Technicians
help patrons find and use library resources such as reference materials audiovisual equipment computers and other electronic resources and provide technical assistance when needed
Help patrons use library or archival resources.
Provide general assistance to others, such as customers, patrons, or motorists.
Assisting and Caring for Others
Help patrons find and use library resources, such as reference materials, audio-visual equipment, computers, and other electronic resources and provide technical assistance when needed.
library technicians
25-4031.00
Library Technicians
Librarians, Curators, and Archivists
Educational Instruction and Library Occupations
true
4.422951
0.001503
2025-08-11
2.835472
4.18
96.99
E1
E2
44,580
37,150
46,940
40,510
28,570
53,260
46,680
57,060
47,580
61,040
41,080
37,320
50,870
34,510
47,120
35,560
38,590
41,960
35,700
39,180
44,520
48,920
50,430
34,680
51,110
27,080
39,160
38,220
36,920
45,650
48,650
48,840
38,830
50,060
46,520
39,240
37,920
29,440
49,970
46,100
48,740
36,070
29,590
36,400
38,640
40,160
50,090
45,560
62,570
30,300
35,000
26,850
44,580
35,890
44,580
68,690
390
220
820
390
7,190
2,250
930
210
390
3,070
2,130
110
520
2,140
1,470
1,510
480
670
1,410
320
1,980
1,910
2,180
1,180
270
1,360
370
710
410
280
1,060
540
3,390
2,350
370
4,020
830
1,810
1,560
160
650
650
390
5,180
310
150
2,580
1,850
280
2,890
400
29
250
14
Library Technicians
conduct reference searches using printed materials and inhouse and online databases
Search information sources to find specific data.
Gather information from physical or electronic sources.
Getting Information
Conduct reference searches, using printed materials and in-house and online databases.
library technicians
25-4031.00
Library Technicians
Librarians, Curators, and Archivists
Educational Instruction and Library Occupations
true
4.129534
0.022441
2025-08-11
0.769297
3.58
75.65
E2
E2
44,580
37,150
46,940
40,510
28,570
53,260
46,680
57,060
47,580
61,040
41,080
37,320
50,870
34,510
47,120
35,560
38,590
41,960
35,700
39,180
44,520
48,920
50,430
34,680
51,110
27,080
39,160
38,220
36,920
45,650
48,650
48,840
38,830
50,060
46,520
39,240
37,920
29,440
49,970
46,100
48,740
36,070
29,590
36,400
38,640
40,160
50,090
45,560
62,570
30,300
35,000
26,850
44,580
35,890
44,580
68,690
390
220
820
390
7,190
2,250
930
210
390
3,070
2,130
110
520
2,140
1,470
1,510
480
670
1,410
320
1,980
1,910
2,180
1,180
270
1,360
370
710
410
280
1,060
540
3,390
2,350
370
4,020
830
1,810
1,560
160
650
650
390
5,180
310
150
2,580
1,850
280
2,890
400
29
250
14
Library Technicians
compose explanatory summaries of contents of books and other reference materials
Write articles, books or other original materials in area of expertise.
Write material for artistic or commercial purposes.
Documenting/Recording Information
Compose explanatory summaries of contents of books and other reference materials.
library technicians
25-4031.00
Library Technicians
Librarians, Curators, and Archivists
Educational Instruction and Library Occupations
false
5
0.002705
2025-08-11
0.963492
3.14
31.68
E1
E1
44,580
37,150
46,940
40,510
28,570
53,260
46,680
57,060
47,580
61,040
41,080
37,320
50,870
34,510
47,120
35,560
38,590
41,960
35,700
39,180
44,520
48,920
50,430
34,680
51,110
27,080
39,160
38,220
36,920
45,650
48,650
48,840
38,830
50,060
46,520
39,240
37,920
29,440
49,970
46,100
48,740
36,070
29,590
36,400
38,640
40,160
50,090
45,560
62,570
30,300
35,000
26,850
44,580
35,890
44,580
68,690
390
220
820
390
7,190
2,250
930
210
390
3,070
2,130
110
520
2,140
1,470
1,510
480
670
1,410
320
1,980
1,910
2,180
1,180
270
1,360
370
710
410
280
1,060
540
3,390
2,350
370
4,020
830
1,810
1,560
160
650
650
390
5,180
310
150
2,580
1,850
280
2,890
400
29
250
14
Library Technicians
design customize and maintain databases web pages and local area networks
Develop library or archival databases.
Design databases.
Thinking Creatively
Design, customize, and maintain databases, web pages, and local area networks.
library technicians
25-4031.00
Library Technicians
Librarians, Curators, and Archivists
Educational Instruction and Library Occupations
false
5
0.001703
2025-08-11
1.439323
3.691
65.78
E2
E1
44,580
37,150
46,940
40,510
28,570
53,260
46,680
57,060
47,580
61,040
41,080
37,320
50,870
34,510
47,120
35,560
38,590
41,960
35,700
39,180
44,520
48,920
50,430
34,680
51,110
27,080
39,160
38,220
36,920
45,650
48,650
48,840
38,830
50,060
46,520
39,240
37,920
29,440
49,970
46,100
48,740
36,070
29,590
36,400
38,640
40,160
50,090
45,560
62,570
30,300
35,000
26,850
44,580
35,890
44,580
68,690
390
220
820
390
7,190
2,250
930
210
390
3,070
2,130
110
520
2,140
1,470
1,510
480
670
1,410
320
1,980
1,910
2,180
1,180
270
1,360
370
710
410
280
1,060
540
3,390
2,350
370
4,020
830
1,810
1,560
160
650
650
390
5,180
310
150
2,580
1,850
280
2,890
400
29
250
14
Library Technicians
compile bibliographies and prepare abstracts on subjects of interest to particular organizations or groups
Compile specialized bibliographies or lists of materials.
Compile records, documentation, or other data.
Processing Information
Compile bibliographies and prepare abstracts on subjects of interest to particular organizations or groups.
library technicians
25-4031.00
Library Technicians
Librarians, Curators, and Archivists
Educational Instruction and Library Occupations
false
5
0.007514
2025-08-11
0.057717
2.5
39.48
E1
E1
44,580
37,150
46,940
40,510
28,570
53,260
46,680
57,060
47,580
61,040
41,080
37,320
50,870
34,510
47,120
35,560
38,590
41,960
35,700
39,180
44,520
48,920
50,430
34,680
51,110
27,080
39,160
38,220
36,920
45,650
48,650
48,840
38,830
50,060
46,520
39,240
37,920
29,440
49,970
46,100
48,740
36,070
29,590
36,400
38,640
40,160
50,090
45,560
62,570
30,300
35,000
26,850
44,580
35,890
44,580
68,690
390
220
820
390
7,190
2,250
930
210
390
3,070
2,130
110
520
2,140
1,470
1,510
480
670
1,410
320
1,980
1,910
2,180
1,180
270
1,360
370
710
410
280
1,060
540
3,390
2,350
370
4,020
830
1,810
1,560
160
650
650
390
5,180
310
150
2,580
1,850
280
2,890
400
29
250
14
Audio-Visual and Multimedia Collections Specialists
plan and prepare audiovisual teaching aids and methods for use in school systems
Create technology-based learning materials.
Prepare informational or instructional materials.
Documenting/Recording Information
Plan and prepare audio-visual teaching aids and methods for use in school systems.
audiovisual and multimedia collections specialists
25-9011.00
Librarians and Media Collections Specialists
Librarians, Curators, and Archivists
Educational Instruction and Library Occupations
true
5
0.001503
2025-08-11
0.908805
3.416667
63.636667
null
null
68,270
64,650
78,810
60,500
56,800
89,790
76,480
79,210
77,700
96,550
67,060
76,750
68,270
54,130
62,700
53,500
58,440
61,900
65,200
60,650
59,540
88,570
78,540
60,010
77,650
56,970
58,700
63,870
64,060
84,540
63,580
78,380
62,530
78,590
61,420
62,830
60,630
58,180
78,070
62,880
75,860
62,640
51,210
62,090
71,860
53,730
62,360
77,430
100,030
42,980
66,870
46,530
68,270
51,610
68,270
66,895
2,750
350
1,990
1,490
10,180
1,990
2,550
370
960
6,670
3,330
300
650
5,390
1,920
1,770
1,620
1,980
2,130
780
3,220
4,980
3,940
2,220
1,060
2,970
640
1,200
610
1,150
4,100
580
11,870
4,010
570
4,820
1,820
1,690
5,050
780
2,130
490
2,540
9,150
1,630
600
4,590
2,750
610
2,450
440
28
1,310
14
Audio-Visual and Multimedia Collections Specialists
instruct users in the selection use and design of audiovisual materials and assist them in the preparation of instructional materials and the rehearsal of presentations
Assist other educational professionals with projects or research.
Assist scientists, scholars, or technical specialists with projects or research.
Communicating with Supervisors, Peers, or Subordinates
Instruct users in the selection, use, and design of audio-visual materials and assist them in the preparation of instructional materials and the rehearsal of presentations.
audiovisual and multimedia collections specialists
25-9011.00
Librarians and Media Collections Specialists
Librarians, Curators, and Archivists
Educational Instruction and Library Occupations
true
5
0.003005
2025-08-11
0.908805
3.416667
63.636667
null
null
68,270
64,650
78,810
60,500
56,800
89,790
76,480
79,210
77,700
96,550
67,060
76,750
68,270
54,130
62,700
53,500
58,440
61,900
65,200
60,650
59,540
88,570
78,540
60,010
77,650
56,970
58,700
63,870
64,060
84,540
63,580
78,380
62,530
78,590
61,420
62,830
60,630
58,180
78,070
62,880
75,860
62,640
51,210
62,090
71,860
53,730
62,360
77,430
100,030
42,980
66,870
46,530
68,270
51,610
68,270
66,895
2,750
350
1,990
1,490
10,180
1,990
2,550
370
960
6,670
3,330
300
650
5,390
1,920
1,770
1,620
1,980
2,130
780
3,220
4,980
3,940
2,220
1,060
2,970
640
1,200
610
1,150
4,100
580
11,870
4,010
570
4,820
1,820
1,690
5,050
780
2,130
490
2,540
9,150
1,630
600
4,590
2,750
610
2,450
440
28
1,310
14
Teacher Assistants
operate and maintain audiovisual equipment
Operate audiovisual equipment.
Operate audiovisual or related equipment.
Controlling Machines and Processes
Operate and maintain audio-visual equipment.
teacher assistants
25-9041.00
Teaching Assistants
Other Educational Instruction and Library Occupations
Educational Instruction and Library Occupations
true
5
0.004959
2025-08-11
0.835403
3.71
54.305
E0
E0
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
37,010
396,110
5,349
824
8,197
3,299
46,090
7,272
4,292
1,227
1,776
25,128
12,372
1,588
2,170
15,431
8,101
3,946
3,638
5,062
4,896
1,621
6,992
9,205
11,144
7,465
2,943
7,430
1,295
2,592
3,926
1,729
10,845
2,204
24,516
12,505
1,087
14,045
4,321
4,978
15,347
1,269
5,833
1,157
8,297
35,607
4,392
769
10,399
8,986
1,775
7,444
710
169
2,375
81
Curators
study examine and test acquisitions to authenticate their origin composition history and to assess their current value
Evaluate characteristics of archival or historical objects.
Inspect characteristics or conditions of materials or products.
Inspecting Equipment, Structures, or Material
Study, examine, and test acquisitions to authenticate their origin, composition, history, and to assess their current value.
curators
25-4012.00
Archivists, Curators, and Museum Technicians
Librarians, Curators, and Archivists
Educational Instruction and Library Occupations
true
4.390045
0.140357
2025-08-11
0.38603
3.84
86.34
E2
E2
63,420
61,120
63,880
63,510
53,870
78,740
73,630
76,510
56,800
93,310
59,500
57,810
50,720
62,190
63,060
53,910
53,830
56,630
55,460
60,080
56,470
63,750
77,790
63,190
53,920
40,600
59,960
54,460
58,600
69,900
82,490
77,800
63,690
79,120
49,470
63,420
63,640
60,560
62,790
62,100
77,930
47,200
74,990
57,580
59,990
59,910
56,520
58,200
74,030
63,420
64,370
61,910
63,420
63,420
63,420
12,150
150
90
150
80
1,140
300
190
60
140
420
230
140
50
410
220
230
120
130
160
110
170
370
360
220
30
260
100
120
100
60
120
140
1,330
600
33
370
150
260
520
70
120
50
190
690
50
60
450
260
54
300
90
5
73
2
Multimedia Artists and Animators
script plan and create animated narrative sequences under tight deadlines using computer software and hand drawing techniques
Develop artistic or design concepts for decoration, exhibition, or commercial purposes.
Create artistic designs or performances.
Thinking Creatively
Script, plan, and create animated narrative sequences under tight deadlines, using computer software and hand drawing techniques.
multimedia artists and animators
27-1014.00
Artists and Related Workers
Art and Design Workers
Arts, Design, Entertainment, Sports, and Media Occupations
true
4.418909
0.001503
2025-08-11
2.3658
3.93
63.96
E2
E2
102,030
102,030
102,030
89,650
102,030
130,540
91,290
102,030
102,030
102,030
85,870
81,390
102,030
102,030
81,180
75,250
47,530
62,720
50,970
102,030
102,030
85,830
80,640
86,630
64,990
102,030
65,470
102,030
50,830
97,350
102,030
102,030
54,000
96,770
88,350
102,030
67,000
66,980
102,030
71,760
80,040
102,030
102,030
83,080
78,930
88,210
102,030
81,510
133,480
60,940
64,890
102,030
102,030
102,030
102,030
19,970
110
42
190
166
7,410
210
216
62
90
1,530
350
80
109
630
300
199
183
40
247
82
170
464
230
30
148
80
65
90
370
87
320
80
1,540
370
55
200
218
870
300
64
294
58
90
1,795
320
39
380
1,130
40
210
36
8
120
4
Fine Artists, Including Painters, Sculptors, and Illustrators
confer with clients editors writers art directors and other interested parties regarding the nature and content of artwork to be produced
Collaborate with others to determine technical details of productions.
Communicate with others about specifications or project details.
Communicating with Supervisors, Peers, or Subordinates
Confer with clients, editors, writers, art directors, and other interested parties regarding the nature and content of artwork to be produced.
fine artists including painters sculptors and illustrators
27-1013.00
Artists and Related Workers
Art and Design Workers
Arts, Design, Entertainment, Sports, and Media Occupations
false
5
0.003607
2025-08-11
0.901731
3.86
73.75
E2
E2
55,490
55,490
55,490
56,160
32,340
58,240
51,910
71,210
55,490
55,490
50,360
65,010
55,490
55,490
53,850
55,490
55,490
25,830
48,050
40,700
46,170
66,180
55,490
38,650
61,730
55,490
49,820
55,490
39,800
81,630
55,490
55,490
63,090
78,870
55,490
55,490
31,780
47,830
98,540
54,270
55,490
55,490
55,490
30,720
49,650
57,270
55,490
47,930
72,430
55,490
53,350
55,490
55,490
55,490
55,490
11,220
152
23
110
40
2,560
250
100
35
50
1,010
350
45
61
437
210
112
40
60
139
46
80
140
220
211
83
110
50
40
160
49
310
70
1,400
390
31
510
60
141
435
36
160
33
100
700
80
22
230
350
50
100
20
5
67
2
Fine Artists, Including Painters, Sculptors, and Illustrators
maintain portfolios of artistic work to demonstrate styles interests and abilities
Maintain records, documents, or other files.
Maintain operational records.
Documenting/Recording Information
Maintain portfolios of artistic work to demonstrate styles, interests, and abilities.
fine artists including painters sculptors and illustrators
27-1013.00
Artists and Related Workers
Art and Design Workers
Arts, Design, Entertainment, Sports, and Media Occupations
false
4.93429
0.001803
2025-08-11
0.088309
3.61
81.61
E2
E2
55,490
55,490
55,490
56,160
32,340
58,240
51,910
71,210
55,490
55,490
50,360
65,010
55,490
55,490
53,850
55,490
55,490
25,830
48,050
40,700
46,170
66,180
55,490
38,650
61,730
55,490
49,820
55,490
39,800
81,630
55,490
55,490
63,090
78,870
55,490
55,490
31,780
47,830
98,540
54,270
55,490
55,490
55,490
30,720
49,650
57,270
55,490
47,930
72,430
55,490
53,350
55,490
55,490
55,490
55,490
11,220
152
23
110
40
2,560
250
100
35
50
1,010
350
45
61
437
210
112
40
60
139
46
80
140
220
211
83
110
50
40
160
49
310
70
1,400
390
31
510
60
141
435
36
160
33
100
700
80
22
230
350
50
100
20
5
67
2
End of preview.

AI Workforce Exposure — Final Datasets

Task-level AI exposure datasets covering the U.S. workforce. The collection has 16 per-version datasets and 44 cumulative datasets (60 files total).

Created for the paper "Mapping AI Exposure Across the U.S. Workforce: Evidence from Millions of AI Conversations" (Wright, Schwarze, & Boyd, 2026).

📦 Code, pipeline, and full documentation

This repo hosts only the final output files. The construction pipeline, its inputs, the methodology, and the complete column dictionaries live in the GitHub repository:

https://github.com/theodorewright11/ai-workforce-exposure-dataset-construction-public
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