Skills it runs on
The capabilities O*NET rates most important for this occupation — the human ground the work is built on.
See all skills →Occupation · SOC 31-1121.00
Monitor the health status of an individual with disabilities or illness, and address their health-related needs, such as changing bandages, dressing wounds, or administering medication. Work is performed under the direction of offsite or intermittent onsite licensed nursing staff. Provide assistance with routine healthcare tasks or activities of daily living, such as feeding, bathing, toileting, or ambulation. May also help with tasks such as preparing meals, doing light housekeeping, and doing laundry depending on the patient's abilities.
Also called: Certified Home Health Aide (CHHA) · Certified Nurses Aide (CNA) · Home Care Aide · Home Health Aide (HHA) · Caregiver · Certified Medical Aide (CMA) · Home Attendant · Home Health Provider · Hospice Aide · In Home Caregiver · Care Worker · Companion
Job family: Healthcare Support Occupations
A source-stamped Markdown brief of this occupation — paste it into an agent, or fetch
/roles/role-31-1121-00/context.md directly.
A fast read on where AI already shows up in this occupation, where it stays a copilot, where humans remain in the loop, and what the labor market is doing. Built from observed Claude.ai conversations mapped to O*NET tasks and from published research — measures of usage and exposure, not advice or predictions that the job is going away.
The capabilities O*NET rates most important for this occupation — the human ground the work is built on.
See all skills →Independent published positions, read together — not a forecast.
What today's research says about this occupation's exposure to AI, how AI is actually being used in it, and where employment is headed. These are positions within published studies — measures of exposure and usage, not predictions that this job will disappear.
Each study uses its own scale, so the raw scores are not comparable across rows — the percentile (this job's rank among all U.S. occupations with data) is the comparable figure, and sizes the bars.
| Measure | Rank vs all occupations | Percentile | Score |
|---|---|---|---|
| LLM task exposure, γ (OpenAI / Eloundou) Low | 11th | 0.1 |
OpenAI's exposure study scores tasks three ways: with a language model alone (α 0.1), with simple added tooling (β 0.1), and including AI-powered software (γ 0.1). Higher means more of the job's tasks could be done at least twice as fast — not that they will be automated away.
Among measured AI assistant conversations mapped to this occupation (Anthropic Economic Index, 2026-01-15), these task types came up most. These are shares of observed AI conversations — not shares of the job, of worker time, or of what could be automated.
| Perform a variety of duties as requested by client, such as obtaining household supplies or running errands. | 0.4% | |
| Plan, purchase, prepare, or serve meals to patients or other family members, according to prescribed diets. | 0.3% |
All 15 tasks O*NET lists for this occupation, ordered by importance. Each links to its own page with AI-exposure and observed-use detail.
Newer responsibilities O*NET has flagged as growing for this occupation.
O*NET importance rating, from 1 (not important) to 5 (extremely important).
| Oral Expression | 3.9 | |
| Oral Comprehension | 3.8 | |
| Problem Sensitivity | 3.8 | |
| Near Vision | 3.5 | |
| Inductive Reasoning | 3.4 | |
| Deductive Reasoning | 3.3 | |
| Information Ordering | 3.3 | |
| Speech Recognition | 3.3 | |
| Speech Clarity | 3.3 | |
| Written Expression | 3.1 | |
| Written Comprehension | 3.0 | |
| Fluency of Ideas | 3.0 | |
| Category Flexibility | 3.0 | |
| Selective Attention | 3.0 | |
| Time Sharing | 3.0 | |
| Arm-Hand Steadiness | 3.0 | |
| Far Vision | 3.0 | |
| Flexibility of Closure | 2.9 | |
| Manual Dexterity | 2.9 | |
| Finger Dexterity | 2.9 | |
| Static Strength | 2.9 |
| Active Listening | 3.8 | |
| Critical Thinking | 3.4 | |
| Reading Comprehension | 3.3 | |
| Monitoring | 3.3 | |
| Writing | 3.1 | |
| Speaking | 3.1 | |
| Active Learning | 3.0 | |
| Learning Strategies | 3.0 |
| Service Orientation | 3.6 | |
| Social Perceptiveness | 3.5 | |
| Persuasion | 3.1 | |
| Instructing | 3.1 | |
| Time Management | 3.1 | |
| Coordination | 3.0 | |
| Complex Problem Solving | 3.0 | |
| Judgment and Decision Making | 3.0 | |
| Negotiation | 2.9 |
| Customer and Personal Service | 3.6 | |
| English Language | 3.5 |
Skills employers ask for in job postings for this occupation (Lightcast), with whether each is a common or specialized skill.
Showing the top 40 of 43.
How characteristic each condition is of the job, on O*NET's 1–5 context scale (higher = more present in day-to-day work). Each condition links to how it varies across all occupations.
What to study: Health Professions and Related Programs . Fields of study crosswalked to this occupation (NCES CIP–SOC), not a requirement.
Share of people in this occupation at each level of education.
| High School Diploma | 62.6% | |
| Post-Secondary Certificate | 20.9% | |
| Associate's Degree (or other 2-year degree) | 8.8% | |
| Some College Courses | 7.0% | |
| Less than a High School Diploma | 0.6% |
The interests and personal qualities O*NET associates with people who do this work.
| Dependability | 9.0 | |
| Attention to Detail | 8.0 | |
| Integrity | 7.0 | |
| Cooperation | 6.0 | |
| Social Orientation | 5.0 | |
| Self-Control | 4.0 | |
| Empathy | 3.0 |
| Social | 6.3 | |
| Realistic | 4.2 | |
| Conventional | 3.5 | |
| Investigative | 3.2 |
| Social Service | 6.2 | |
| Health Care Service | 6.2 | |
| Personal Service | 4.9 | |
| Physical/Manual Labor | 3.6 | |
| Teaching/Education | 2.8 |
Side-by-side comparisons place two occupations’ pay, preparation, skills, and AI exposure on the same page — same data, same scale, no forecast.
Options the data surfaces for Home Health Aides — not advice or a forecast. Each is a real cross-link you can follow into the evidence.
Capabilities this work builds that are used across many other occupations.
Occupations O*NET rates as related — the nearby moves on the map.
How people typically prepare for this work.
See where this work sits in the bigger picture.
Home Health Aides sit at the 7th percentile of AI task overlap among U.S. occupations
Home Health Aides sit at the 7th percentile of AI task overlap among U.S. occupations • Home Health Aides rank in the 7th percentile (Low band) for AI task overlap across U.S. occupations — a measure of how much of the work today's AI can attempt, not how much is automated. (Eloundou et al. (GPTs are GPTs) + Felten AIOE) Source: Singulariki — "Home Health Aides". https://singulariki.com/roles/role-31-1121-00 Note: AI task overlap measures what today's AI can attempt, not automation, job loss, or a forecast.
AssetsShare imageMethodology & sourcesPress & newsroomThe newsroom
Every line is built only from figures this page already shows and cites. AI task overlap means what today's AI can attempt — not automation, job loss, or a forecast.
Every figure above traces to a named public dataset and the exact release below — not hand-written opinion. See the full methodology for what each measure does and does not mean.
Data compiled June 2, 2026. Figures are estimates, not advice.
Singulariki. "Home Health Aides." Singulariki: a source-backed encyclopedia of work. Built from O*NET 30.3; Anthropic Economic Index v4 (2026-01-15) + v2 (2025-03-27); “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130. Accessed June 7, 2026. https://singulariki.com/roles/role-31-1121-00
Singulariki. (2026). Home Health Aides. Singulariki: a source-backed encyclopedia of work. Retrieved June 7, 2026, from https://singulariki.com/roles/role-31-1121-00
@misc{singulariki-role-31-1121-00,
title = {Home Health Aides},
author = {{Singulariki}},
year = {2026},
note = {O*NET 30.3; Anthropic Economic Index v4 (2026-01-15) + v2 (2025-03-27); “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130. Accessed June 7, 2026},
url = {https://singulariki.com/roles/role-31-1121-00}
} Citations name the underlying public dataset releases — they reflect what this page is built from, not just the URL.