Datasets:

blackmlengineer
/

industrybench-isic-l2-graded

_id stringlengths 2 2	title stringlengths 8 127	isic_version stringclasses 1 value	parent stringlengths 1 1
01	Crop and animal production, hunting and related service activities	Rev.4	A
02	Forestry and logging	Rev.4	A
03	Fishing and aquaculture	Rev.4	A
05	Mining of coal and lignite	Rev.4	B
06	Extraction of crude petroleum and natural gas	Rev.4	B
07	Mining of metal ores	Rev.4	B
08	Other mining and quarrying	Rev.4	B
09	Mining support service activities	Rev.4	B
10	Manufacture of food products	Rev.4	C
11	Manufacture of beverages	Rev.4	C
12	Manufacture of tobacco products	Rev.4	C
13	Manufacture of textiles	Rev.4	C
14	Manufacture of wearing apparel	Rev.4	C
15	Manufacture of leather and related products	Rev.4	C
16	Manufacture of wood and of products of wood and cork, except furniture; manufacture of articles of straw and plaiting materials	Rev.4	C
17	Manufacture of paper and paper products	Rev.4	C
18	Printing and reproduction of recorded media	Rev.4	C
19	Manufacture of coke and refined petroleum products	Rev.4	C
20	Manufacture of chemicals and chemical products	Rev.4	C
21	Manufacture of basic pharmaceutical products and pharmaceutical preparations	Rev.4	C
22	Manufacture of rubber and plastics products	Rev.4	C
23	Manufacture of other non-metallic mineral products	Rev.4	C
24	Manufacture of basic metals	Rev.4	C
25	Manufacture of fabricated metal products, except machinery and equipment	Rev.4	C
26	Manufacture of computer, electronic and optical products	Rev.4	C
27	Manufacture of electrical equipment	Rev.4	C
28	Manufacture of machinery and equipment n.e.c.	Rev.4	C
29	Manufacture of motor vehicles, trailers and semi-trailers	Rev.4	C
30	Manufacture of other transport equipment	Rev.4	C
31	Manufacture of furniture	Rev.4	C
32	Other manufacturing	Rev.4	C
33	Repair and installation of machinery and equipment	Rev.4	C
35	Electricity, gas, steam and air conditioning supply	Rev.4	D
36	Water collection, treatment and supply	Rev.4	E
37	Sewerage	Rev.4	E
38	Waste collection, treatment and disposal activities; materials recovery	Rev.4	E
39	Remediation activities and other waste management services	Rev.4	E
41	Construction of buildings	Rev.4	F
42	Civil engineering	Rev.4	F
43	Specialized construction activities	Rev.4	F
45	Wholesale and retail trade and repair of motor vehicles and motorcycles	Rev.4	G
46	Wholesale trade, except of motor vehicles and motorcycles	Rev.4	G
47	Retail trade, except of motor vehicles and motorcycles	Rev.4	G
49	Land transport and transport via pipelines	Rev.4	H
50	Water transport	Rev.4	H
51	Air transport	Rev.4	H
52	Warehousing and support activities for transportation	Rev.4	H
53	Postal and courier activities	Rev.4	H
55	Accommodation	Rev.4	I
56	Food and beverage service activities	Rev.4	I
58	Publishing activities	Rev.4	J
59	Motion picture, video and television programme production, sound recording and music publishing activities	Rev.4	J
60	Programming and broadcasting activities	Rev.4	J
61	Telecommunications	Rev.4	J
62	Computer programming, consultancy and related activities	Rev.4	J
63	Information service activities	Rev.4	J
64	Financial service activities, except insurance and pension funding	Rev.4	K
65	Insurance, reinsurance and pension funding, except compulsory social security	Rev.4	K
66	Activities auxiliary to financial service and insurance activities	Rev.4	K
68	Real estate activities	Rev.4	L
69	Legal and accounting activities	Rev.4	M
70	Activities of head offices; management consultancy activities	Rev.4	M
71	Architectural and engineering activities; technical testing and analysis	Rev.4	M
72	Scientific research and development	Rev.4	M
73	Advertising and market research	Rev.4	M
74	Other professional, scientific and technical activities	Rev.4	M
75	Veterinary activities	Rev.4	M
77	Rental and leasing activities	Rev.4	N
78	Employment activities	Rev.4	N
79	Travel agency, tour operator, reservation service and related activities	Rev.4	N
80	Security and investigation activities	Rev.4	N
81	Services to buildings and landscape activities	Rev.4	N
82	Office administrative, office support and other business support activities	Rev.4	N
84	Public administration and defence; compulsory social security	Rev.4	O
85	Education	Rev.4	P
86	Human health activities	Rev.4	Q
87	Residential care activities	Rev.4	Q
88	Social work activities without accommodation	Rev.4	Q
90	Creative, arts and entertainment activities	Rev.4	R
91	Libraries, archives, museums and other cultural activities	Rev.4	R
92	Gambling and betting activities	Rev.4	R
93	Sports activities and amusement and recreation activities	Rev.4	R
94	Activities of membership organizations	Rev.4	S
95	Repair of computers and personal and household goods	Rev.4	S
96	Other personal service activities	Rev.4	S
97	Activities of households as employers of domestic personnel	Rev.4	T
98	Undifferentiated goods- and services-producing activities of private households for own use	Rev.4	T
99	Activities of extraterritorial organizations and bodies	Rev.4	U

ISIC Rev.4 Company Classification, level 2 (Division), graded

Company descriptions matched against the 88 ISIC Rev.4 division codes with graded relevance, in the BEIR layout (queries, corpus, qrels) used by TechWolf/Skill-extraction-*-graded and loadable with the WorkRB GradedBEIRRankingTask. Sibling repos: ISIC4-Company-Classification-L1, -L2-, -L3-, -L4-; companion NAICS repos use the same companies.

Config	Split	Rows	Columns
`queries`	train / validation / test	98,750 / 12,366 / 12,413	`_id`, `text`
`corpus`	`corpus`	88	`_id`, `title`, `isic_version`, `parent`
`qrels`	train / validation / test	574,835 / 71,658 / 73,190	`query-id`, `corpus-id`, `score`

corpus._id is the plain ISIC code (section letter, or 2 to 4 digits); parent is the code one level up (null for sections). Documents are titles only. qrels is sparse (only non-zero judgments). Scores: 2 = reached from the company's primary NAICS code, 1 = reached only from secondary NAICS codes. A company may have several grade-2 codes (see below). Identical descriptions in validation/test were merged into one query (union of judgments, max grade; 25 in validation, 25 in test). Train descriptions that also occur in validation or test were removed.

from datasets import load_dataset
repo = "<your-org>/ISIC4-Company-Classification-L2-graded"
queries = load_dataset(repo, "queries", split="test")
corpus  = load_dataset(repo, "corpus",  split="corpus")
qrels   = load_dataset(repo, "qrels",   split="test")

How the labels were derived (important)

These labels are derived, not human-annotated. Every company in the companion NAICS dataset (NAICS-Company-Classification-*) has a primary and secondary NAICS code. They were translated to ISIC Rev.4:

A NAICS code valid in NAICS 2022 goes through the Census 2022 → 2017 concordance, then the NAICS 2017 → ISIC Rev.4 crosswalk. A code that was retired (NAICS 2017 only) goes straight through the crosswalk.
The ISIC classes (4 digits) reached are rolled up to group, division and section, so all levels are consistent.
Grade 2 = ISIC codes reached from the company's primary NAICS code; grade 1 = codes reached only from its secondary NAICS codes.

Consequences you should be aware of:

The crosswalk is many-to-many, so a primary NAICS code often maps to several ISIC codes, all graded 2. Unlike the NAICS datasets, a company can therefore have more than one primary code. The share of test companies whose primary is ambiguous (more than one grade-2 code) is 8% (section), 21% (division), 28% (group), 31% (class). Evaluate with graded, multi-target metrics (nDCG, MAP) rather than single-label accuracy at fine levels.
Errors in the NAICS labels and in the crosswalks carry through. The ISIC labels cannot be more accurate than the NAICS labels.
Three ISIC codes in the crosswalk (0120, 0140, 0331) are not valid in ISIC Rev.4. They were not used as classes; their valid ancestors (e.g. group 012) were kept.
NAICS 2022 code 325315 (Compost Manufacturing) is new in 2022 and has no ISIC mapping, so it contributes no ISIC label.
The same queries, splits and de-duplication as the NAICS datasets are used, so NAICS and ISIC results are directly comparable on the same companies.

Provenance and license

TODO before publishing: state the source of the company descriptions and the original NAICS labels, and confirm the license (license: other is a placeholder). ISIC Rev.4 is published by the United Nations Statistics Division; the NAICS-to-ISIC crosswalk and NAICS 2022-to-2017 concordance are from the U.S. Census Bureau (confirm the exact source and terms of the crosswalk file you supplied).

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