AI JOB SCANNER
O*NET-SOC 39-1022.00 / model V14 rated-task + local-market engine

Will AI replace
First-Line Supervisors of Personal Service Workers?

Supervise and coordinate activities of personal service workers.

Estimated AI task exposure
31%

Low-Moderate exposure

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

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

Digital/info work

28/100

Physical moat

23/100

Human moat

20/100

Rating coverage

100%

17 task statements / 17 rated

Highest-weighted occupation tasks

Assign work schedules, following work requirements, to ensure quality and timely delivery of service.
Importance 84/100Relevance 98/100Frequency 69/100Weight 0.86
Meet with managers or other supervisors to stay informed of changes affecting operations.
Importance 85/100Relevance 99/100Frequency 61/100Weight 0.85
Train workers in proper operational procedures and functions and explain company policies.
Importance 89/100Relevance 99/100Frequency 41/100Weight 0.81
Observe and evaluate workers' appearance and performance to ensure quality service and compliance with specifications.
Importance 78/100Relevance 100/100Frequency 56/100Weight 0.81
Investigate employee complaints and resolve problems following management rules and regulations.
Importance 78/100Relevance 94/100Frequency 49/100Weight 0.77
Inspect work areas or operating equipment to ensure conformance to established standards in areas such as cleanliness or maintenance.
Importance 78/100Relevance 85/100Frequency 57/100Weight 0.76
Inform management about problems, such as employee disputes.
Importance 74/100Relevance 100/100Frequency 40/100Weight 0.76
Resolve customer complaints regarding worker performance or services rendered.
Importance 82/100Relevance 88/100Frequency 42/100Weight 0.75
Apply customer feedback to service improvement efforts.
Importance 73/100Relevance 98/100Frequency 38/100Weight 0.74
Direct or coordinate the activities of workers, such as hotel staff or hair stylists.
Importance 76/100Relevance 78/100Frequency 64/100Weight 0.74

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

$48,590

BLS OEWS May 2025

National employment

114,110

BLS OEWS May 2025

Projected growth

+6.3%

BLS Employment Projections 2025–2035

Average annual openings

12

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.

CHECK PAY WHERE YOU LIVE

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%

26 points lower exposure • 84% profile similarity

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

more physical-world work, lower AI leverage
SAFER ALTERNATIVE

Cement Masons and Concrete Finishers

6%

25 points lower exposure • 85% profile similarity

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

more physical-world work, lower AI leverage
SAFER ALTERNATIVE

Outdoor Power Equipment and Other Small Engine Mechanics

5%

26 points lower exposure • 82% profile similarity

Median wage: $47,880 Growth 2025–2035: +2.3% Annual openings: 4

more physical-world work, lower AI leverage
SAFER ALTERNATIVE

Bicycle Repairers

5%

26 points lower exposure • 80% profile similarity

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

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

Electric Motor, Power Tool, and Related Repairers

5%

26 points lower exposure • 81% profile similarity

Median wage: $56,210 Growth 2025–2035: +4.4% Annual openings: 1

more physical-world work, lower AI leverage
SAFER ALTERNATIVE

Layout Workers, Metal and Plastic

6%

25 points lower exposure • 83% profile similarity

Median wage: $63,870 Growth 2025–2035: -3.4% Annual openings: 0

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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