Adult Basic Education, Adult Secondary Education, and English as a Second Language Instructors
Education & TrainingAI exposure
- Data source: BLSPublished: 2026-08
Very high· relative
LowFour relative bandsVery highGroup-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
- Data source: AnthropicPublished: 2026-03
0.064
0.000Range of values carried here0.745Scale, basis and source
- Data source: ILOPublished: 2025
0.34
0.09Range of values carried here0.70Group-level value
Scale, basis and source
Generative AI exposure index, 0–1 as published
ISCO-08 unit group — every occupation sharing the code gets this value
Computed by this site, not published by the ILO: of the 1,012 occupations this site links to the ILO dataset, 62% score at or above this value.
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.
Task-level exposure
Exposed tasks only| Task | Claude.aiRaw / share % | APIRaw / share % |
|---|---|---|
Conduct classes, workshops, and demonstrations to teach principles, techniques, or methods in subjects, such as basic English language skills, life skills, and workforce entry skills.25-3011 | 0.296341.9 | 0.032525.3 |
Provide information, guidance, and preparation for the General Equivalency Diploma (GED) examination.25-3011 | 0.158022.4 | 0.00685.3 |
Review instructional content, methods, and student evaluations to assess strengths and weaknesses, and to develop recommendations for course revision, development, or elimination.25-3011 | 0.06198.8 | 0.038329.8 |
Use computers, audio-visual aids, and other equipment and materials to supplement presentations.25-3011 | 0.05577.9 | 0.00423.3 |
Observe and evaluate students' work to determine progress and make suggestions for improvement.25-3011 | 0.03264.6 | 0.022617.6 |
Write instructional articles on designated subjects.25-3011 | 0.02062.9 | 0.00544.2 |
Advise students on internships, prospective employers, and job placement services.25-3011 | 0.01592.2 | —0 |
Prepare materials and classrooms for class activities.25-3011 | 0.01562.2 | 0.00201.6 |
Plan and conduct activities for a balanced program of instruction, demonstration, and work time that provides students with opportunities to observe, question, and investigate.25-3011 | 0.01081.5 | 0.00554.3 |
Prepare objectives and outlines for courses of study, following curriculum guidelines or requirements of states and schools.25-3011 | 0.01061.5 | 0.00191.5 |
| Not observed on any surface — 21 task(s) — These tasks have no row in the source for this release. The 0 in the share row is a display-stage composition ratio; absence is what the — in the raw row states. | ||
Adapt teaching methods and instructional materials to meet students' varying needs, abilities, and interests. | —0 | —0 |
Instruct students individually and in groups, using various teaching methods, such as lectures, discussions, and demonstrations. | —0 | —0 |
Maintain accurate and complete student records as required by laws or administrative policies. | —0 | —0 |
Establish clear objectives for all lessons, units, and projects and communicate those objectives to students. | —0 | —0 |
Establish and enforce rules for behavior and procedures for maintaining order among the students for whom they are responsible. | —0 | —0 |
Register, orient, and assess new students according to standards and procedures. | —0 | —0 |
Prepare and implement remedial programs for students requiring extra help. | —0 | —0 |
Enforce administration policies and rules governing students. | —0 | —0 |
Confer with other staff members to plan and schedule lessons that promote learning, following approved curricula. | —0 | —0 |
Meet with other professionals to discuss individual students' needs and progress. | —0 | —0 |
Attend professional meetings, conferences, and workshops to maintain and improve professional competence. | —0 | —0 |
Prepare for assigned classes and show written evidence of preparation upon request of immediate supervisors. | —0 | —0 |
Select, order, and issue books, materials, and supplies for courses or projects. | —0 | —0 |
Collaborate with other teachers and professionals in the development of instructional programs. | —0 | —0 |
Participate in publicity planning, community awareness efforts, and student recruitment. | —0 | —0 |
Attend staff meetings and serve on committees, as required. | —0 | —0 |
Plan and supervise class projects, field trips, visits by guest speakers, contests, or other experiential activities, and guide students in learning from those activities. | —0 | —0 |
Select and schedule class times to ensure maximum attendance. | —0 | —0 |
Provide disabled students with assistive devices, supportive technology, and assistance accessing facilities, such as restrooms. | —0 | —0 |
Confer with leaders of government and community groups to coordinate student training or to find opportunities for students to fulfill curriculum requirements. | —0 | —0 |
Observe and evaluate the performance of other instructors. | —0 | —0 |
Values in this tab are predicted labels, not observations. Eloundou et al. (2023) published two rating regimes — human raters and GPT-4 — and the β shown here is derived from the GPT-4 rater basis alone; the same task can take a different value under the other regime. The unit and the meaning differ from the observed shares (%) in the other tabs, so do not place them on the same axis.
| Task | βE1 + 0.5 × E2 |
|---|---|
Maintain accurate and complete student records as required by laws or administrative policies.O*NET Task ID 6828 | 1.0 |
Establish clear objectives for all lessons, units, and projects and communicate those objectives to students.O*NET Task ID 6830 | 1.0 |
Attend professional meetings, conferences, and workshops to maintain and improve professional competence.O*NET Task ID 6847 | 1.0 |
Prepare for assigned classes and show written evidence of preparation upon request of immediate supervisors.O*NET Task ID 6848 | 1.0 |
Prepare reports on students and activities as required by administration.O*NET Task ID 6849 | 1.0 |
Write grants to obtain program funding.O*NET Task ID 6857 | 1.0 |
Write instructional articles on designated subjects.O*NET Task ID 6862 | 1.0 |
Adapt teaching methods and instructional materials to meet students' varying needs, abilities, and interests.O*NET Task ID 6824 | 0.5 |
Observe and evaluate students' work to determine progress and make suggestions for improvement.O*NET Task ID 6825 | 0.5 |
Plan and conduct activities for a balanced program of instruction, demonstration, and work time that provides students with opportunities to observe, question, and investigate.O*NET Task ID 6826 | 0.5 |
Instruct students individually and in groups, using various teaching methods, such as lectures, discussions, and demonstrations.O*NET Task ID 6827 | 0.0 |
Prepare materials and classrooms for class activities.O*NET Task ID 6829 | 0.0 |
Conduct classes, workshops, and demonstrations to teach principles, techniques, or methods in subjects, such as basic English language skills, life skills, and workforce entry skills.O*NET Task ID 6831 | 0.0 |
Prepare students for further education by encouraging them to explore learning opportunities and to persevere with challenging tasks.O*NET Task ID 6832 | 0.0 |
Establish and enforce rules for behavior and procedures for maintaining order among the students for whom they are responsible.O*NET Task ID 6833 | 0.0 |
Observe students to determine qualifications, limitations, abilities, interests, and other individual characteristics.O*NET Task ID 6836 | 0.0 |
Guide and counsel students with adjustment or academic problems or special academic interests.O*NET Task ID 6842 | 0.0 |
Enforce administration policies and rules governing students.O*NET Task ID 6843 | 0.0 |
Meet with other professionals to discuss individual students' needs and progress.O*NET Task ID 6846 | 0.0 |
Attend staff meetings and serve on committees, as required.O*NET Task ID 6853 | 0.0 |
Plan and supervise class projects, field trips, visits by guest speakers, contests, or other experiential activities, and guide students in learning from those activities.O*NET Task ID 6854 | 0.0 |
Provide disabled students with assistive devices, supportive technology, and assistance accessing facilities, such as restrooms.O*NET Task ID 6858 | 0.0 |
Train and assist tutors and community literacy volunteers.O*NET Task ID 6859 | 0.0 |
Confer with leaders of government and community groups to coordinate student training or to find opportunities for students to fulfill curriculum requirements.O*NET Task ID 6860 | 0.0 |
β = E1 + 0.5 × E2 · E1 = tasks where direct LLM access alone cuts time by at least 50%, E2 = tasks where software built on top of an LLM cuts time by at least 50%. Values take only 0 / 0.5 / 1.0.
Data sources & licenses — O*NET®, Anthropic Economic Index, Eloundou et al. (2023): see full notices on the Credits page