SOC 31-1121

Home Health and Personal Care Aides AI displacement risk

Helping elderly and disabled people bathe, dress, eat, and stay safely at home is the fastest-growing job category in America — and the least automatable. Remote monitoring and AI check-in calls supplement but cannot substitute for physical presence.

Exposure16

Share and intensity of work current AI systems can materially affect.

Automation6%

Likely potential for exposed tasks to move to software after workflow integration.

Risk bandLow

Aging demographics guarantee demand growth through the next decade. The occupation's risks are low wages and burnout, not displacement; AI monitoring tools mainly help agencies supervise distributed care.

Distribution

Where Home Health and Personal Care Aides sits across 620 tracked roles

Home Health and Personal Care Aides · 10050100

Displacement pressure 10 — higher than 0% of the 620 occupations tracked on displacement.ai.

Score version

This page uses Seed model v0.4 (seed-v0.4-2026-05), last reviewed 2026-08-08. Directional occupation-level planning model using hand-reviewed public research, task exposure estimates, wage context, and transition-pathway assumptions.

15 O*NET task statements matched to SOC 31-1121. The displayed task profile combines these official task statements with the current public score model.

Median wage context: $35,800 (May 2025, US national). The latest BLS row matched SOC 31-1120.

Scores are planning signals, not forecasts. Local hiring demand, employer-specific workflows, licensing, and credentials must be validated before making career decisions.

2030 economic stress test

How Anthropic's scenarios classify Home Health and Personal Care Aides

SOC 31-1120 places this role in the paper's all-other occupation group. These group-level outcomes do not change the 10/100 role score and are not an occupation forecast.

Modest change

+1.1% group wage

Employment rises and unemployment falls for the all-other group, but the paper does not publish a separate group rate.

Economy-wide: +1.6% GDP and 3.9% unemployment.

Substantial change

+5.9% group wage

Employment rises and unemployment falls for the all-other group, but the paper does not publish a separate group rate.

Economy-wide: +8.3% GDP and 4.6% unemployment.

Extreme change

+33.6% group wage

Employment rises and unemployment falls for the all-other group, but the paper does not publish a separate group rate.

Economy-wide: +32.4% GDP and 11.9% unemployment.

Compare the assumptions and limitations across all three scenarios. Source: The Anthropic Institute Working Paper No. 2026-02.

Official task evidence

O*NET task matches for Home Health and Personal Care Aides

The current evidence import matched 15 task statements from Task Statements 31.0 (August 2026). These rows are used as a grounding layer for judging which parts of the occupation are repeatable, language-heavy, analytical, social, physical, or compliance-sensitive.

Dataset31.0 (August 2026)
Matched tasks15
SOC31-1121
  • Core task / ID 4245

    Plan, purchase, prepare, or serve meals to patients or other family members, according to prescribed diets.

  • Core task / ID 18694

    Care for patients by changing bed linens, washing and ironing laundry, cleaning, or assisting with their personal care.

  • Core task / ID 20577

    Bathe patients.

  • Core task / ID 4240

    Maintain records of patient care, condition, progress, or problems to report and discuss observations with supervisor or case manager.

  • Core task / ID 4241

    Provide patients with help moving in and out of beds, baths, wheelchairs, or automobiles and with dressing and grooming.

  • Core task / ID 4247

    Check patients' pulse, temperature, and respiration.

Source: O*NET Resource Center, Task Statements. Raw import target: data/raw/onet/task-statements-31-0.txt.

Task profile

Where AI changes the work

physical

Assist with bathing, dressing, and mobility

Exposure 10, automation 2%, augmentation 16%.

O*NET evidence: Provide patients with help moving in and out of beds, baths, wheelchairs, or automobile... (ID 4241)

physical

Prepare meals and support nutrition

Exposure 16, automation 6%, augmentation 22%.

O*NET evidence: Provide patients and families with emotional support and instruction in areas such as c... (ID 4242)

information

Monitor and record patient condition

Exposure 38, automation 18%, augmentation 50%.

O*NET evidence: Maintain records of patient care, condition, progress, or problems to report and discus... (ID 4240)

social

Provide companionship and emotional support

Exposure 12, automation 3%, augmentation 24%.

O*NET evidence: Provide patients and families with emotional support and instruction in areas such as c... (ID 4242)

TaskExposureAutomationAugmentation
Assist with bathing, dressing, and mobility102%16%
Prepare meals and support nutrition166%22%
Monitor and record patient condition3818%50%
Provide companionship and emotional support123%24%

Transition pathways

Adjacent moves that preserve existing skills

credentialed transition

Certified Nursing Assistant

Training horizon: 2-6 months. Skill overlap 76. Wage preservation signal 114.

  • Complete CNA training
  • Pass state certification
  • Learn facility care protocols
Low
role redesign

Home Care Coordinator

Training horizon: 3-6 months. Skill overlap 60. Wage preservation signal 132.

  • Manage aide schedules
  • Document care plans
  • Use remote monitoring dashboards
Low

Comparison guides

Compare the next move before you commit

What the AI risk score means for Home Health and Personal Care Aides

The displacement pressure score for Home Health and Personal Care Aides is 10. That score blends task exposure, automation pressure, augmentation potential, wage vulnerability, transition feasibility, and source confidence. It is designed to help workers and workforce teams decide where to act first, not to claim a specific date when a job will disappear.

For this role, the clearest risk pattern is visible at the task level. Monitor and record patient condition carries 18% automation pressure, while Monitor and record patient condition carries 50% augmentation potential. That means the best response is usually a targeted redesign of work: move away from repeatable production tasks and toward judgment, exception handling, coordination, stakeholder context, and accountable use of AI tools.

Labor-market context and wage risk

Median wage: $35,800 (May 2025, US national). Employment context: Among the largest and fastest-growing occupations in the US. Typical education: No formal credential for many roles; certification varies by state.

Wage vulnerability is 80, while transition feasibility is 62. A high wage-vulnerability score means workers should pay close attention to salary preservation before making a move. A high transition-feasibility score means there are adjacent paths that can reuse existing skills without requiring a complete career reset.

  • Very low displacement pressure
  • Fastest-growing large occupation
  • High wage vulnerability persists

Upskilling priorities

Skills that make this role more resilient

The safest upskilling plan starts with skills already close to the work. For Home Health and Personal Care Aides, the strongest near-term skill priorities are listed below. These are useful whether the goal is to stay in the role, move to a redesigned version of the role, or transition into an adjacent occupation.

Priority 1

Personal care

Build proof of this skill through a work sample, checklist, dashboard, case note, workflow map, or portfolio artifact tied to the transition paths on this page.

Priority 2

Condition observation

Build proof of this skill through a work sample, checklist, dashboard, case note, workflow map, or portfolio artifact tied to the transition paths on this page.

Priority 3

Safe transfers

Build proof of this skill through a work sample, checklist, dashboard, case note, workflow map, or portfolio artifact tied to the transition paths on this page.

Priority 4

Family communication

Build proof of this skill through a work sample, checklist, dashboard, case note, workflow map, or portfolio artifact tied to the transition paths on this page.

90-day transition plan

The most practical next step is not to wait for a layoff or a full role redesign. Use the next 90 days to create evidence that you can operate in a safer, more AI-augmented version of the work.

  1. In the first 30 days, document the repetitive tasks in your current work and identify where AI can reduce drafting, lookup, classification, or reporting time.
  2. By 60 days, complete one small project connected to Certified Nursing Assistant, such as complete cna training.
  3. By 90 days, compare internal openings and external postings for Certified Nursing Assistant or Home Care Coordinator and update your resume around measurable workflow outcomes.

FAQ

Questions about AI and Home Health and Personal Care Aides

Will AI replace Home Health and Personal Care Aides?

Helping elderly and disabled people bathe, dress, eat, and stay safely at home is the fastest-growing job category in America — and the least automatable. Remote monitoring and AI check-in calls supplement but cannot substitute for physical presence. The better planning signal is not full replacement, but which tasks become automated, which tasks become AI-assisted, and which responsibilities still need human judgment.

Which parts of Home Health and Personal Care Aides work are most exposed to AI?

Monitor and record patient condition and Prepare meals and support nutrition show the strongest automation pressure in this model. Monitor and record patient condition and Provide companionship and emotional support are better treated as AI-augmented work.

What should Home Health and Personal Care Aides learn next?

Start with Personal care, Condition observation, Safe transfers. The most practical adjacent paths in this model are Certified Nursing Assistant and Home Care Coordinator.

How should this score be used?

Use it as a planning signal, not a prediction. Confirm local hiring demand, wages, licensing, credentials, and employer adoption before making a career move.

Sources

Evidence trail