Nannies
Food Preparation & ServiceAI 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
0.012
0.000Range of values carried here0.745Scale, basis and source
- Data source: ILOPublished: 2025
0.19
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, 87% 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 37 hidden tasks| Task | Claude.aiRaw / share % |
|---|---|
Communicate with children's parents or guardians about daily activities, behaviors, and related issues.39-9011 | 0.013832.6 |
Create developmentally appropriate lesson plans.39-9011 | 0.010624.9 |
Help develop or monitor family schedule.39-9011 | 0.006014.2 |
Help children with homework and school work.39-9011 | 0.00409.5 |
Meet regularly with parents to discuss children's activities and development.39-9011 | 0.00317.4 |
Model appropriate social behaviors and encourage concern for others to cultivate development of interpersonal relationships and communication skills.39-9011 | 0.00276.5 |
Observe children's behavior for irregularities, take temperature, transport children to doctor, or administer medications, as directed, to maintain children's health.39-9011 | 0.00214.9 |
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 |
|---|---|
Supervise and assist with homework.O*NET Task ID 2361 | 1.0 |
Keep records of play, meal schedules, and bill payment.O*NET Task ID 2366 | 1.0 |
Help develop or monitor family schedule.O*NET Task ID 2360 | 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