Elementary School Teachers
Education & TrainingAI exposure
- Data source: BLSPublished: 2026-08
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
0.103
0.000Range of values carried here0.745Scale, basis and source
- Data source: ILOPublished: 2025
0.26
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, 76% 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
Show 20 hidden tasks| Task | Claude.aiRaw / share % | APIRaw / share % |
|---|---|---|
Prepare, administer, and grade tests and assignments to evaluate students' progress.25-2021 | 0.059024.9 | 0.026347.4 |
Use computers, audio-visual aids, and other equipment and materials to supplement presentations.25-2021 | 0.055723.5 | 0.00427.6 |
Guide and counsel students with adjustment or academic problems, or special academic interests.25-2021 | 0.028011.8 | 0.00295.2 |
Prepare materials and classrooms for class activities.25-2021 | 0.01566.6 | 0.00203.6 |
Adapt teaching methods and instructional materials to meet students' varying needs and interests.25-2021 | 0.01124.7 | 0.00203.6 |
Plan and conduct activities for a balanced program of instruction, demonstration, and work time that provides students with opportunities to observe, question, and investigate.25-2021 | 0.01084.6 | 0.00559.9 |
Prepare objectives and outlines for courses of study, following curriculum guidelines or requirements of states and schools.25-2021 | 0.01064.5 | 0.00193.4 |
Assign and grade class work and homework.25-2021 | 0.00873.7 | 0.00152.7 |
Organize and label materials and display students' work.25-2021 | 0.00652.7 | 0.00397.0 |
Confer with parents or guardians, teachers, counselors, and administrators to resolve students' behavioral and academic problems.25-2021 | 0.00582.4 | —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 |
|---|---|
Read books to entire classes or small groups.O*NET Task ID 6543 | 1.0 |
Prepare reports on students and activities as required by administration.O*NET Task ID 6559 | 1.0 |
Observe and evaluate students' performance, behavior, social development, and physical health.O*NET Task ID 6536 | 0.5 |
Adapt teaching methods and instructional materials to meet students' varying needs and interests.O*NET Task ID 6538 | 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 6539 | 0.5 |
Establish clear objectives for all lessons, units, and projects and communicate those objectives to students.O*NET Task ID 6541 | 0.5 |
Assign and grade class work and homework.O*NET Task ID 6542 | 0.5 |
Prepare, administer, and grade tests and assignments to evaluate students' progress.O*NET Task ID 6544 | 0.5 |
Maintain accurate and complete student records as required by laws, district policies, and administrative regulations.O*NET Task ID 6547 | 0.5 |
Prepare students for later grades by encouraging them to explore learning opportunities and to persevere with challenging tasks.O*NET Task ID 6548 | 0.5 |
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