Credits & Data Sources

The occupation pages (/jobs) include information from the O*NET® 31.0 Database (https://www.onetcenter.org/database.html) by the U.S. Department of Labor, Employment and Training Administration (USDOL/ETA); task tables on these pages also include information from one or more of the O*NET® 20.1, 27.2 and 30.2 Databases and use the O*NET-SOC 2010 to 2019 Crosswalk (https://www.onetcenter.org/taxonomy/2019/walk.html) by USDOL/ETA. Used under the CC BY 4.0 license (https://creativecommons.org/licenses/by/4.0/). O*NET® is a trademark of USDOL/ETA. AI Changing Work has modified all or some of this information: O*NET-SOC codes, titles and task statements are reproduced in English without change; task-type labels are shown in the page's language and tasks are listed core first; in task tables, task statements are shown in the wording of the O*NET version each source used, next to values published by third parties, and task statements of O*NET-SOC 2010 occupations are shown on the occupations the crosswalk links them to; any Korean occupation titles and task statements shown on Korean-language pages are AI Changing Work's translations; any KSCO-8 unit groups or ROME 4.0 job profiles linked to an occupation were paired with it by AI Changing Work's judgment, and the relation labels and statuses are AI Changing Work's additions; the occupations with AI Changing Work codes, and any O*NET-SOC occupations listed as nearest to them, are AI Changing Work's additions and selections and are not part of the O*NET-SOC taxonomy. USDOL/ETA has not approved, endorsed, or tested these modifications.

This page includes information from the O*NET® 31.0 Database (https://www.onetcenter.org/database.html) by the U.S. Department of Labor, Employment and Training Administration (USDOL/ETA). Used under the CC BY 4.0 license (https://creativecommons.org/licenses/by/4.0/). O*NET® is a trademark of USDOL/ETA. AI Changing Work has modified all or some of this information: O*NET-SOC codes and titles are reproduced in English without change; any Korean occupation titles shown on the Korean-language page are AI Changing Work's translations; the occupations with AI Changing Work codes are AI Changing Work's additions and are not part of the O*NET-SOC taxonomy. USDOL/ETA has not approved, endorsed, or tested these modifications.

AI exposure figures on these pages are published by third parties and credited on this page: the OpenAI "GPTs are GPTs" exposure rubric (MIT License) and the Anthropic Economic Index (CC-BY); ILO Working Paper 140 (CC BY 4.0); and the U.S. Bureau of Labor Statistics AI exposure categories (public domain). ILO values, published for ISCO-08 unit groups, are linked to O*NET occupations by applying the ISCO-08 to 2010 SOC crosswalk and the 2010 SOC to 2018 SOC crosswalk of the U.S. Bureau of Labor Statistics (public domain) as published, without case-by-case selection; many of their matches are partial. Values published per SOC code are shown on every O*NET occupation with that code. Task statements of O*NET-SOC 2010 occupations in the task tables are linked to O*NET occupations by applying the O*NET-SOC 2010 to 2019 Crosswalk of USDOL/ETA (CC BY 4.0) as published, without case-by-case selection.

ISCO-08 unit group titles and texts from the International Labour Organization and ESCO occupations from the European Commission are also shown on these pages and are credited under Licenses on this page. The ISCO-08 unit groups shown with ILO texts are linked to O*NET occupations by the same U.S. Bureau of Labor Statistics crosswalks. The ESCO occupations shown are linked to O*NET occupations by the ESCO-O*NET Crosswalk, version 1 (September 2022), which pairs O*NET-SOC 2019 with ESCO v1.1.0, by the European Commission (ESCO Secretariat) and the U.S. Department of Labor, Employment and Training Administration (© European Union; reused under the European Commission reuse policy, CC BY 4.0). AI Changing Work has modified this material: match types are shown in AI Changing Work's wording; ESCO occupations are shown with the titles and descriptions of the ESCO records credited under Licenses on this page, not with those in the crosswalk, and these can differ from the ESCO v1.1.0 titles and descriptions the crosswalk was made with; and some matches, including matches to ESCO occupations not among those records, are left out. Where none of that crosswalk's matches for an O*NET occupation is shown, ESCO occupations are shown instead under the ISCO-08 unit groups linked to it by the U.S. Bureau of Labor Statistics crosswalks; these are not matched to it one by one. Neither the European Commission nor the U.S. Department of Labor has approved, endorsed or verified these modifications.

Any AI exposure figures on these occupation pages are published by third parties, not by AI Changing Work, and none is part of the O*NET information. OpenAI publishes task-level scores (MIT License) for O*NET 27.2 task statements; in task tables each is shown next to the 27.2 statement that was scored, and on occupation pages without a task table each is shown next to the O*NET 31.0 task statement with the same task ID, whose wording can differ from the 27.2 statement. OpenAI also publishes occupation-level scores for O*NET-SOC codes in the same release, and any such score is shown on the O*NET occupation with the same code. Anthropic publishes an observed exposure index in the Anthropic Economic Index (CC-BY), and the U.S. Bureau of Labor Statistics publishes relative AI exposure categories (public domain); both are published per SOC code, and each value is shown on every O*NET occupation with that code. In task tables, Anthropic's usage shares, which Anthropic publishes in each Anthropic Economic Index release for O*NET task statements rather than for occupations, and OpenAI's task-level scores are each shown next to the task statement as worded in the O*NET version the source used. On pages with a task table, the O*NET 31.0 task statements are also listed below it, without exposure figures. AI Changing Work matches Anthropic's statements to O*NET task statements by their text, and shows task statements of O*NET-SOC 2010 occupations on the occupations that the O*NET-SOC 2010 to 2019 crosswalk of USDOL/ETA links them to, applying that crosswalk as published, without case-by-case selection; because the same task statement can belong to several O*NET occupations and the crosswalk links some occupations to several others, the same task statement and value can appear on more than one occupation. The International Labour Organization publishes a generative AI exposure index in ILO Working Paper 140 (CC BY 4.0) for ISCO-08 unit groups; AI Changing Work links those groups to O*NET occupations by applying the U.S. Bureau of Labor Statistics ISCO-08 to 2010 SOC and 2010 SOC to 2018 SOC crosswalks as published, without case-by-case selection, and these crosswalks match many groups only in part. Where several unit groups are linked, each group's published value is listed, and any summary shows only the lowest and highest of those values with the number of groups. No published exposure figure is averaged or altered; the shares (%) in the task table are AI Changing Work's calculation, each dividing a published value by the total of the published values for the same occupation in the same column of the same tab. Any employment figures are published by the U.S. Bureau of Labor Statistics for the SOC group containing each occupation. Each source is credited where its figures are shown.

The summaries of recent changes on these occupation pages are not covered by the paragraph above. Each summary was written by AI Changing Work from the source linked with it, and any figures in it are given as AI Changing Work summarised them; they can differ from the source's own wording and from figures shown elsewhere on the same page, so check the source before relying on them. AI Changing Work chose which summaries to show on each occupation by its own judgment, case by case, and the relation labels on them are AI Changing Work's judgment of how closely each summary concerns the occupation, based on the summary's text; a label does not mean that the source names that occupation.

KSCO 코드·명칭: 한국표준직업분류(제8차 개정) — 통계청 고시 제2024-328호 (2024-07-01 고시, 2025-01-01 시행). 저작권법 제7조 제2호의 고시 항목이다. 명칭 표기(가운뎃점·띄어쓰기)는 해설서 2차 정오 반영판의 표기를 따랐으며, 고시 항목표와는 18개 명칭에서 가운뎃점 글리프나 띄어쓰기만 다르다. 통계청은 2025년 10월 국가데이터처로 개편되었다. 직업 페이지의 KSCO 연결은 통계청·국가데이터처의 공식 연계표가 아니다.

Source: France Travail — Répertoire Opérationnel des Métiers et des Emplois (ROME 4.0), version 61, last updated 15 June 2026 (https://www.data.gouv.fr/datasets/repertoire-operationnel-des-metiers-et-des-emplois-rome). Licence Ouverte 2.0.

ROME codes and French titles are reproduced unchanged. The English and Korean titles of the occupations with ACW-FR codes are AI Changing Work's translations of their French ROME titles; these occupations, their AI Changing Work codes and any occupations listed as nearest to them are AI Changing Work's own judgment and are not a France Travail classification or correspondence.