Graduate Teaching Assistants
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
0.100
0.000Range of values carried here0.745Scale, basis and source
- Data source: ILOPublished: 2025
0.37
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, 53% 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 11 hidden tasks| Task | Claude.aiRaw / share % | APIRaw / share % |
|---|---|---|
Develop teaching materials, such as syllabi, visual aids, answer keys, supplementary notes, or course Web sites.25-1191 | 0.083743.5 | 0.018855.3 |
Prepare or proctor examinations.25-1191 | 0.049625.8 | —0 |
Teach undergraduate level courses.25-1191 | 0.035118.3 | 0.004713.8 |
Assist faculty members or staff with student conferences.25-1191 | 0.00824.3 | —0 |
Evaluate and grade examinations, assignments, or papers and record grades.25-1191 | 0.00733.8 | 0.010530.9 |
Provide instructors with assistance in the use of audiovisual equipment.25-1191 | 0.00472.4 | —0 |
Provide assistance to faculty members or staff with laboratory or field research.25-1191 | 0.00211.1 | —0 |
Return assignments to students in accordance with established deadlines.25-1191 | 0.00160.8 | —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 |
|---|---|
Return assignments to students in accordance with established deadlines.O*NET Task ID 10957 | 1.0 |
Inform students of the procedures for completing and submitting class work, such as lab reports.O*NET Task ID 10959 | 1.0 |
Notify instructors of errors or problems with assignments.O*NET Task ID 10961 | 1.0 |
Meet with supervisors to discuss students' grades or to complete required grade-related paperwork.O*NET Task ID 10962 | 1.0 |
Complete laboratory projects prior to assigning them to students so that any needed modifications can be made.O*NET Task ID 10966 | 1.0 |
Develop teaching materials, such as syllabi, visual aids, answer keys, supplementary notes, or course Web sites.O*NET Task ID 10967 | 1.0 |
Evaluate and grade examinations, assignments, or papers, and record grades.O*NET Task ID 10956 | 0.5 |
Prepare or proctor examinations.O*NET Task ID 10960 | 0.5 |
Teach undergraduate-level courses.O*NET Task ID 10965 | 0.5 |
Provide assistance to faculty members or staff with laboratory or field research.O*NET Task ID 10968 | 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