AI JOB RISK SCANNER
O*NET-SOC 31-1121.00 / model V11 rated-task engine

Will AI replace
Home Health Aides?

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.

Estimated AI task exposure
26%

Low-Moderate exposure

V11 weights occupation tasks using O*NET Importance, Relevance and Frequency ratings instead of treating every task equally.

15 tasks have usable Task Rating records; weighted-task coverage is 100%.

Digital/info work

31/100

Physical moat

28/100

Human moat

37/100

Rating coverage

100%

15 task statements / 15 rated

Highest-weighted occupation tasks

Plan, purchase, prepare, or serve meals to patients or other family members, according to prescribed diets.
Importance 91/100Relevance 96/100Frequency 70/100Weight 0.88
Maintain records of patient care, condition, progress, or problems to report and discuss observations with supervisor or case manager.
Importance 87/100Relevance 99/100Frequency 69/100Weight 0.87
Provide patients with help moving in and out of beds, baths, wheelchairs, or automobiles and with dressing and grooming.
Importance 84/100Relevance 95/100Frequency 77/100Weight 0.87
Care for patients by changing bed linens, washing and ironing laundry, cleaning, or assisting with their personal care.
Importance 89/100Relevance 94/100Frequency 70/100Weight 0.86
Bathe patients.
Importance 88/100Relevance 94/100Frequency 63/100Weight 0.84
Check patients' pulse, temperature, and respiration.
Importance 82/100Relevance 99/100Frequency 58/100Weight 0.83
Entertain, converse with, or read aloud to patients to keep them mentally healthy and alert.
Importance 80/100Relevance 90/100Frequency 70/100Weight 0.81
Provide patients and families with emotional support and instruction in areas such as caring for infants, preparing healthy meals, living independently, or adapting to disability or illness.
Importance 78/100Relevance 92/100Frequency 56/100Weight 0.78
Direct patients in simple prescribed exercises or in the use of braces or artificial limbs.
Importance 69/100Relevance 89/100Frequency 60/100Weight 0.75
Administer prescribed oral medications, under the written direction of physician or as directed by home care nurse or aide, and ensure patients take their medicine.
Importance 63/100Relevance 76/100Frequency 73/100Weight 0.70

Task weighting

Each rated task receives a composite weight: 38% relevance, 37% importance and 25% frequency. Core tasks receive a small additional multiplier. Low-precision rows flagged by O*NET for suppression are excluded.

Occupation scoring

When rating coverage is strong, rated tasks contribute 60% of the digital, physical and human task signals and Work Activities contribute 40%. Lower-coverage occupations automatically rely more on Work Activities.

U.S. labor market

BLS Wage & Employment Outlook

Median annual wage

Not published

BLS OEWS May 2025

National employment

Not published

BLS OEWS May 2025

Projected growth

Not published

BLS Employment Projections 2025–2035

Average annual openings

Not published

BLS Employment Projections 2025–2035

BLS labor-market figures are separate from the site's AI-exposure model. Missing values mean a compatible detailed BLS occupation estimate was not published or could not be mapped.

Career pivot radar

Safer Career Alternatives

These options are selected from the same 923-occupation model. They favor a similar task/work profile with meaningfully lower estimated AI exposure. They are suggestions for exploration, not guarantees of job fit.

SAFER ALTERNATIVE

Butchers and Meat Cutters

5%

21 points lower exposure • 84% profile similarity

Median wage: $40,140 Growth 2025–2035: +2.4% Annual openings: 15

more physical-world work, lower AI leverage
SAFER ALTERNATIVE

Hazardous Materials Removal Workers

11%

15 points lower exposure • 90% profile similarity

Median wage: $49,450 Growth 2025–2035: +1.5% Annual openings: 4

more physical-world work
SAFER ALTERNATIVE

Bicycle Repairers

5%

21 points lower exposure • 82% profile similarity

Median wage: $42,780 Growth 2025–2035: -5.7% Annual openings: 1

more physical-world work, lower AI leverage
SAFER ALTERNATIVE

Hydroelectric Production Managers

10%

16 points lower exposure • 87% profile similarity

Median wage: $126,060 Growth 2025–2035: +2.6% Annual openings: 17

more physical-world work
SAFER ALTERNATIVE

Chefs and Head Cooks

12%

14 points lower exposure • 87% profile similarity

Median wage: $62,470 Growth 2025–2035: +6.6% Annual openings: 25

more physical-world work
SAFER ALTERNATIVE

Millwrights

5%

21 points lower exposure • 82% profile similarity

Median wage: $65,700 Growth 2025–2035: +0.9% Annual openings: 3

more physical-world work, lower AI leverage

Personalized career defense protocol

AI-Proofing Plan

AUTOMATE

    AUGMENT

    • administrative support tasks
    • planning and documentation

    PROTECT

    • domain expertise
    • exception handling
    • accountability for outcomes

    LEARN

    • cross-functional business knowledge
    • risk and governance
    • basic AI literacy

    AI-PROOFING RESOURCES

    What this score does not mean

    The percentage is a comparative task-exposure index. It is not the probability that this occupation disappears, that a worker is laid off, or that AI can perform the entire job.

    New in V11

    Find a Safer Career Path

    High exposure does not mean starting over. V11 compares your occupation with the other 922 O*NET occupations and surfaces lower-exposure options with similar work profiles.

    EXPLORE CAREER ALTERNATIVES
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