Personal Care Aides
Food Preparation & ServiceUnited States · BLS Employment Projections 2025–35: this SOC code is not among the published items.
AI exposure
- Data source: ILOPublished: 2025
0.25
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, 77% score at or above this value.
- Data source: OpenAIPublished: 2023
0.333
0.000Range of values carried here0.844Scale, basis and source
Task-level exposure
Exposed tasks only| Task | Claude.aiRaw / share % |
|---|---|
Provide clients with communication assistance, typing their correspondence or obtaining information for them.39-9021 | 0.0287100.0 |
| Not observed on any surface — 10 task(s) — These tasks have no row in the source for this release. The 0 in the share row is a display-stage composition ratio; absence is what the — in the raw row states. | |
Perform healthcare-related tasks, such as monitoring vital signs and medication, under the direction of registered nurses or physiotherapists. | —0 |
Administer bedside or personal care, such as ambulation or personal hygiene assistance. | —0 |
Prepare and maintain records of client progress and services performed, reporting changes in client condition to manager or supervisor. | —0 |
Perform housekeeping duties, such as cooking, cleaning, washing clothes or dishes, or running errands. | —0 |
Care for individuals or families during periods of incapacitation, family disruption, or convalescence, providing companionship, personal care, or help in adjusting to new lifestyles. | —0 |
Instruct or advise clients on issues such as household cleanliness, utilities, hygiene, nutrition, or infant care. | —0 |
Participate in case reviews, consulting with the team caring for the client, to evaluate the client's needs and plan for continuing services. | —0 |
Plan, shop for, or prepare nutritious meals or assist families in planning, shopping for, or preparing nutritious meals. | —0 |
Transport clients to locations outside the home, such as to physicians' offices or on outings, using a motor vehicle. | —0 |
Train family members to provide bedside care. | —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 |
|---|---|
Prepare and maintain records of client progress and services performed, reporting changes in client condition to manager or supervisor.O*NET Task ID 2371 | 1.0 |
Provide clients with communication assistance, typing their correspondence or obtaining information for them.O*NET Task ID 2379 | 1.0 |
Participate in case reviews, consulting with the team caring for the client, to evaluate the client's needs and plan for continuing services.O*NET Task ID 2376 | 0.5 |
Perform healthcare-related tasks, such as monitoring vital signs and medication, under the direction of registered nurses or physiotherapists.O*NET Task ID 2369 | 0.0 |
Administer bedside or personal care, such as ambulation or personal hygiene assistance.O*NET Task ID 2370 | 0.0 |
Perform housekeeping duties, such as cooking, cleaning, washing clothes or dishes, or running errands.O*NET Task ID 2372 | 0.0 |
Care for individuals or families during periods of incapacitation, family disruption, or convalescence, providing companionship, personal care, or help in adjusting to new lifestyles.O*NET Task ID 2373 | 0.0 |
Instruct or advise clients on issues, such as household cleanliness, utilities, hygiene, nutrition, or infant care.O*NET Task ID 2374 | 0.0 |
Plan, shop for, or prepare nutritious meals or assist families in planning, shopping for, or preparing nutritious meals.O*NET Task ID 2375 | 0.0 |
Transport clients to locations outside the home, such as to physicians' offices or on outings, using a motor vehicle.O*NET Task ID 2377 | 0.0 |
Train family members to provide bedside care.O*NET Task ID 2378 | 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®, Anthropic Economic Index, Eloundou et al. (2023): see full notices on the Credits page