O*NET-SOC code
25-3021.00

Teach or instruct individuals or groups for the primary purpose of self-enrichment or recreation, rather than for an occupational objective, educational attainment, competition, or fitness.

AI exposure

  • Data source: BLSPublished: 2026-08

    High· relative

    LowFour relative bandsVery high

    Group-level value

    Scale, basis and source

    Four relative bands (Low / Moderate / High / Very high)

    831 detailed occupations in the BLS Employment Projections table. Assigned per National Employment Matrix (NEM) code, so occupations sharing a NEM code carry the same band

    Source dataset (XLSX download)

  • Data source: AnthropicPublished: 2026-03

    0.066

    0.000Range of values carried here0.745
    Scale, basis and source

    Observed exposure index, 0–1 as published

    Mapped onto O*NET tasks

    Published per SOC 2018 occupation; every O*NET occupation with the same SOC 2018 code carries this value

    Source dataset (CSV download)

  • Data source: ILOPublished: 2025

    0.20–0.37· 6 ISCO-08 groups

    Scale, basis and source

    Generative AI exposure index, 0–1 as published

    Published per ISCO-08 unit group. Linked to this occupation, wholly or in part, by applying U.S. Bureau of Labor Statistics crosswalks (ISCO-08 to 2010 SOC, 2010 SOC to 2018 SOC) as published

    Source dataset (PDF download)

What kind of figure this source publishes

The BLS category is a relative rank, not an absolute level, and it is not a first-hand measurement: it groups an occupation's percentile ranks across several published studies into four bands. It is not an employment or wage forecast, not a probability of adoption, and it does not separate automation from augmentation.

ILO value for each linked ISCO-08 group
  • ISCO-08 2353Other Language Teachers0.34
  • ISCO-08 2354Other Music Teachers0.35
  • ISCO-08 2355Other Arts Teachers0.35
  • ISCO-08 3422Sports Coaches, Instructors and Officials0.37
  • ISCO-08 3423Fitness and Recreation Instructors and Programme Leaders0.25
  • ISCO-08 5165Driving Instructors0.20

AI exposure (OpenAI rubric)

30 rated tasks · 17 tasks with β ≥ 0.5 (56.7%)

β = direct exposure (E1) + 0.5 × exposure when tools are available (E2), per the source repository's definition.

  • Source unit: O*NET 27.2 tasks → O*NET 31.0 occupation code
  • All rated tasks are in the O*NET 31.0 task list.
Source
OpenAI "GPTs are GPTs" exposure rubric
Release
gh-main-0471612
License
MIT License, Copyright (c) 2024 OpenAI

Tasks

Task statements from the O*NET® 31.0 Database, core tasks first.

TaskTypeβ (OpenAI)
Adapt teaching methods and instructional materials to meet students' varying needs and interests.Core0.5
Monitor students' performance to make suggestions for improvement and to ensure that they satisfy course standards, training requirements, and objectives.Core0.5
Observe students to determine qualifications, limitations, abilities, interests, and other individual characteristics.Core0
Instruct students individually and in groups, using various teaching methods, such as lectures, discussions, and demonstrations.Core0
Establish clear objectives for all lessons, units, and projects and communicate those objectives to students.Core1
Prepare students for further development by encouraging them to explore learning opportunities and to persevere with challenging tasks.Core0
Prepare materials and classrooms for class activities.Core0
Enforce policies and rules governing students.Core0
Plan and conduct activities for a balanced program of instruction, demonstration, and work time that provides students with opportunities to observe, question, and investigate.Core0.5
Prepare instructional program objectives, outlines, and lesson plans.Core1
Maintain accurate and complete student records as required by administrative policy.Core1
Plan and supervise class projects, field trips, visits by guest speakers, contests, or other experiential activities, and guide students in learning from those activities.Core0
Attend professional meetings, conferences, and workshops to maintain and improve professional competence.Core0
Meet with other instructors to discuss individual students and their progress.Core0
Confer with other teachers and professionals to plan and schedule lessons promoting learning and development.Core0.5
Attend staff meetings and serve on committees, as required.Core0
Prepare and administer written, oral, and performance tests, and issue grades in accordance with performance.Core0.5
Review instructional content, methods, and student evaluations to assess strengths and weaknesses, and to develop recommendations for course revision, development, or elimination.Core0.5
Use computers, audio-visual aids, and other equipment and materials to supplement presentations.Core0.5
Select, order, and issue books, materials, and supplies for courses or projects.Core0.5
Conduct classes, workshops, and demonstrations, and provide individual instruction to teach topics and skills, such as cooking, dancing, writing, physical fitness, photography, personal finance, and flying.Supplemental0
Instruct and monitor students in the use and care of equipment and materials to prevent injury and damage.Supplemental0
Participate in publicity planning and student recruitment.Supplemental0.5
Schedule class times to ensure maximum attendance.Supplemental0.5
Assign and grade class work and homework.Supplemental0.5
Prepare and implement remedial programs for students requiring extra help.Supplemental0.5
Meet with parents and guardians to discuss their children's progress and to determine their priorities for their children.Supplemental0
Organize and supervise games and other recreational activities to promote physical, mental, and social development.Supplemental0
Observe and evaluate the performance of other instructors.Supplemental1
Write instructional articles on designated subjects.Supplemental1

Occupation information

Sources and attribution

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: the O*NET-SOC code, title 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; any Korean occupation title shown on the Korean-language page is AI Changing Work's translation; any KSCO-8 unit groups linked to this occupation were paired with it by AI Changing Work's judgment, and the relation labels and statuses are AI Changing Work's additions. USDOL/ETA has not approved, endorsed, or tested these modifications.

Any AI exposure figures on this page 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; 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 that was scored. 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. 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 exposure figure is averaged or recalculated. Any employment figures are published by the U.S. Bureau of Labor Statistics for the SOC group containing this occupation. Each source is credited where its figures are shown.

O*NET OnLine: 25-3021.00 Self-Enrichment Teachers

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. 이 페이지의 KSCO 연결은 통계청·국가데이터처의 공식 연계표가 아니다.

Full attribution and licenses