Nannies

Food Preparation & Service

AI exposure

  • Data source: BLSPublished: 2026-08

    Moderate· 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

    0.012

    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

    0.19

    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, 87% 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
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
Perform first aid or cardiopulmonary resuscitation (CPR) when required.

O*NET Task ID 2351

0.0
Regulate children's rest periods and nap schedules.

O*NET Task ID 2352

0.0
Meet regularly with parents to discuss children's activities and development.

O*NET Task ID 2353

0.0
Help prepare and serve nutritionally balanced meals and snacks for children.

O*NET Task ID 2354

0.0
Instruct children in safe behavior, such as seeking adult assistance when crossing the street and avoiding contact with unsafe objects.

O*NET Task ID 2355

0.0
Organize and conduct age-appropriate recreational activities, such as games, arts and crafts, sports, walks, and play dates.

O*NET Task ID 2356

0.0
Observe children's behavior for irregularities, take temperature, transport children to doctor, or administer medications, as directed, to maintain children's health.

O*NET Task ID 2357

0.0
Model appropriate social behaviors and encourage concern for others to cultivate development of interpersonal relationships and communication skills.

O*NET Task ID 2358

0.0
Work with parents to develop and implement discipline programs to promote desirable child behavior.

O*NET Task ID 2359

0.0
Assign appropriate chores and praise targeted behaviors to encourage development of self-control, self-confidence, and responsibility.

O*NET Task ID 2362

0.0
Transport children to schools, social outings, and medical appointments.

O*NET Task ID 2363

0.0
Perform housekeeping and cleaning duties related to children's care.

O*NET Task ID 2364

0.0
Instruct and assist children in the development of health and personal habits, such as eating, resting, and toilet behavior.

O*NET Task ID 2365

0.0
Teach and perform age-appropriate activities, such as lap play, reading, and arts and crafts, to encourage intellectual development of children.

O*NET Task ID 2367

0.0
Remove hazards and develop appropriate boundaries and rules to create a safe environment for children.

O*NET Task ID 2368

0.0
Shop for groceries, clothing, and other items needed for children's care.

O*NET Task ID 21071

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