Secondary School Teachers

Education & Training

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

    0.290

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

    Observed exposure index, 0–1 as published

    Mapped onto O*NET tasks

    Source dataset

  • Data source: ILOPublished: 2025

    0.30

    0.09Range of values carried here0.70

    Group-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, 67% score at or above this value.

    Source dataset

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

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.

TaskβE1 + 0.5 × E2
Prepare reports on students and activities as required by administration.

O*NET Task ID 6663

1.0
Instruct through lectures, discussions, and demonstrations in one or more subjects, such as English, mathematics, or social studies.

O*NET Task ID 6640

0.5
Establish clear objectives for all lessons, units, and projects, and communicate those objectives to students.

O*NET Task ID 6641

0.5
Prepare, administer, and grade tests and assignments to evaluate students' progress.

O*NET Task ID 6642

0.5
Adapt teaching methods and instructional materials to meet students' varying needs and interests.

O*NET Task ID 6644

0.5
Maintain accurate and complete student records as required by laws, district policies, and administrative regulations.

O*NET Task ID 6645

0.5
Assign and grade class work and homework.

O*NET Task ID 6646

0.5
Observe and evaluate students' performance, behavior, social development, and physical health.

O*NET Task ID 6647

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 6649

0.5
Prepare students for later grades by encouraging them to explore learning opportunities and to persevere with challenging tasks.

O*NET Task ID 6650

0.5
Establish and enforce rules for behavior and procedures for maintaining order among students.

O*NET Task ID 6639

0.0
Prepare materials and classrooms for class activities.

O*NET Task ID 6643

0.0
Enforce all administration policies and rules governing students.

O*NET Task ID 6648

0.0
Guide and counsel students with adjustments, academic problems, or special academic interests.

O*NET Task ID 6651

0.0
Instruct and monitor students in the use of equipment and materials to prevent injuries and damage.

O*NET Task ID 6652

0.0
Meet with parents and guardians to discuss their children's progress and to determine priorities for their children and their resource needs.

O*NET Task ID 6655

0.0
Confer with parents or guardians, other teachers, counselors, and administrators to resolve students' behavioral and academic problems.

O*NET Task ID 6656

0.0
Meet with other professionals to discuss individual students' needs and progress.

O*NET Task ID 6658

0.0
Sponsor extracurricular activities, such as clubs, student organizations, and academic contests.

O*NET Task ID 6667

0.0
Attend staff meetings and serve on committees, as required.

O*NET Task ID 6668

0.0
Perform administrative duties, such as school library assistance, hall and cafeteria monitoring, and bus loading and unloading.

O*NET Task ID 6669

0.0
Provide disabled students with assistive devices, supportive technology, and assistance accessing facilities such as restrooms.

O*NET Task ID 6670

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®, Eloundou et al. (2023): see full notices on the Credits page

Occupation information