AI JOB RISK SCANNER
O*NET-SOC 35-2013.00 / model V11 rated-task engine

Will AI replace
Cooks, Private Household?

Prepare meals in private homes. Includes personal chefs.

Estimated AI task exposure
25%

Low-Moderate exposure

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

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

Digital/info work

26/100

Physical moat

36/100

Human moat

15/100

Rating coverage

100%

13 task statements / 13 rated

Highest-weighted occupation tasks

Peel, wash, trim, and cook vegetables and meats, and bake breads and pastries.
Importance 95/100Relevance 100/100Frequency 68/100Weight 0.90
Cool, package, label, and freeze foods for later consumption and provide instructions for reheating.
Importance 94/100Relevance 100/100Frequency 67/100Weight 0.90
Shop for or order food and kitchen supplies and equipment.
Importance 91/100Relevance 100/100Frequency 60/100Weight 0.87
Plan menus according to employers' needs and diet restrictions.
Importance 92/100Relevance 100/100Frequency 55/100Weight 0.86
Stock, organize, and clean kitchens and cooking utensils.
Importance 86/100Relevance 100/100Frequency 63/100Weight 0.85
Keep records pertaining to menus, finances, and other business-related issues.
Importance 86/100Relevance 100/100Frequency 56/100Weight 0.84
Prepare meals in private homes according to employers' recipes or tastes, handling all meals for the family and possibly for other household staff.
Importance 88/100Relevance 96/100Frequency 55/100Weight 0.83
Direct the operation and organization of kitchens and all food-related activities, including the presentation and serving of food.
Importance 77/100Relevance 96/100Frequency 59/100Weight 0.80
Specialize in preparing fancy dishes or food for special diets.
Importance 77/100Relevance 100/100Frequency 46/100Weight 0.78
Create and explore new cuisines.
Importance 64/100Relevance 100/100Frequency 40/100Weight 0.72

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

$47,940

BLS OEWS May 2025

National employment

1,100

BLS OEWS May 2025

Projected growth

+5.1%

BLS Employment Projections 2025–2035

Average annual openings

5

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

Millwrights

5%

20 points lower exposure • 86% profile similarity

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

stronger human/judgment moat, more physical-world work
SAFER ALTERNATIVE

Home Appliance Repairers

5%

20 points lower exposure • 87% profile similarity

Median wage: $50,990 Growth 2025–2035: +1.9% Annual openings: 3

more physical-world work
SAFER ALTERNATIVE

Plumbers, Pipefitters, and Steamfitters

5%

20 points lower exposure • 87% profile similarity

Median wage: $63,800 Growth 2025–2035: +6.8% Annual openings: 42

more physical-world work, lower AI leverage
SAFER ALTERNATIVE

Laundry and Dry-Cleaning Workers

5%

20 points lower exposure • 87% profile similarity

Median wage: $34,890 Growth 2025–2035: +4.3% Annual openings: 28

more physical-world work, lower AI leverage
SAFER ALTERNATIVE

Cement Masons and Concrete Finishers

6%

19 points lower exposure • 88% profile similarity

Median wage: $57,020 Growth 2025–2035: +1.6% Annual openings: 14

more physical-world work, lower AI leverage
SAFER ALTERNATIVE

Aircraft Structure, Surfaces, Rigging, and Systems Assemblers

5%

20 points lower exposure • 87% profile similarity

Median wage: $65,380 Growth 2025–2035: -5.6% 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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