Kindergarten Teachers
Education & TrainingAI exposure
- Data source: BLSPublished: 2026-08
Moderate· 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
0.000
0.000Range of values carried here0.745Scale, basis and source
- Data source: ILOPublished: 2025
0.21
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, 82% 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 35 hidden tasks| Task | Claude.aiRaw / share % | APIRaw / share % |
|---|---|---|
Guide and counsel students with adjustment or academic problems or special academic interests.25-2012 | 0.030075.0 | 0.00000.0 |
Plan and conduct activities for a balanced program of instruction, demonstration, and work time that provides students with opportunities to observe, question, and investigate.25-2012 | 0.010025.0 | 0.00000.0 |
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 and prepare reports on children and activities as required by laws, district policies, and administrative regulations.O*NET Task ID 6517 | 1.0 |
Prepare for assigned classes and show written evidence of preparation upon request of immediate supervisors.O*NET Task ID 6526 | 1.0 |
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 6505 | 0.5 |
Establish clear objectives for all lessons, units, and projects and communicate those objectives to children.O*NET Task ID 6508 | 0.5 |
Prepare and implement remedial programs for students requiring extra help.O*NET Task ID 6509 | 0.5 |
Prepare objectives and outlines for courses of study, following curriculum guidelines or requirements of states and schools.O*NET Task ID 6512 | 0.5 |
Identify children showing signs of emotional, developmental, or health-related problems and discuss them with supervisors, parents or guardians, and child development specialists.O*NET Task ID 6515 | 0.5 |
Collaborate with other teachers and administrators in the development, evaluation, and revision of kindergarten programs.O*NET Task ID 6519 | 0.5 |
Prepare, administer, and grade tests and assignments to evaluate children's progress.O*NET Task ID 6520 | 0.5 |
Organize and label materials and display children's work in a manner appropriate for their sizes and perceptual skills.O*NET Task ID 6522 | 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