AI JOB RISK SCANNER
O*NET-SOC 49-3021.00 / model V11 rated-task engine

Will AI replace
Automotive Body and Related Repairers?

Repair and refinish automotive vehicle bodies and straighten vehicle frames.

Estimated AI task exposure
5%

Low exposure

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

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

Digital/info work

18/100

Physical moat

82/100

Human moat

14/100

Rating coverage

100%

25 task statements / 25 rated

Highest-weighted occupation tasks

File, grind, sand, and smooth filled or repaired surfaces, using power tools and hand tools.
Importance 88/100Relevance 96/100Frequency 79/100Weight 0.89
Follow supervisors' instructions as to which parts to restore or replace and how much time the job should take.
Importance 83/100Relevance 100/100Frequency 73/100Weight 0.87
Inspect repaired vehicles for proper functioning, completion of work, dimensional accuracy, and overall appearance of paint job, and test-drive vehicles to ensure proper alignment and handling.
Importance 87/100Relevance 88/100Frequency 74/100Weight 0.84
Sand body areas to be painted and cover bumpers, windows, and trim with masking tape or paper to protect them from the paint.
Importance 82/100Relevance 91/100Frequency 75/100Weight 0.84
Prime and paint repaired surfaces, using paint sprayguns and motorized sanders.
Importance 85/100Relevance 86/100Frequency 75/100Weight 0.83
Fit and weld replacement parts into place, using wrenches and welding equipment, and grind down welds to smooth them, using power grinders and other tools.
Importance 86/100Relevance 86/100Frequency 70/100Weight 0.82
Position dolly blocks against surfaces of dented areas and beat opposite surfaces to remove dents, using hammers.
Importance 80/100Relevance 90/100Frequency 67/100Weight 0.80
Remove upholstery, accessories, electrical window-and-seat-operating equipment, and trim to gain access to vehicle bodies and fenders.
Importance 78/100Relevance 90/100Frequency 67/100Weight 0.80
Mix polyester resins and hardeners to be used in restoring damaged areas.
Importance 77/100Relevance 90/100Frequency 67/100Weight 0.79
Review damage reports, prepare or review repair cost estimates, and plan work to be performed.
Importance 78/100Relevance 83/100Frequency 67/100Weight 0.77

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

$54,890

BLS OEWS May 2025

National employment

149,310

BLS OEWS May 2025

Projected growth

+3.7%

BLS Employment Projections 2025–2035

Average annual openings

13

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.

Personalized career defense protocol

AI-Proofing Plan

AUTOMATE

    AUGMENT

    • administrative support tasks
    • planning and documentation

    PROTECT

    • physical-world execution
    • on-site troubleshooting
    • dexterity and equipment interaction

    LEARN

    • AI-assisted diagnostics
    • digital documentation
    • 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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