AI JOB RISK SCANNER
O*NET-SOC 49-3052.00 / model V11 rated-task engine

Will AI replace
Motorcycle Mechanics?

Diagnose, adjust, repair, or overhaul motorcycles, scooters, mopeds, dirt bikes, or similar motorized vehicles.

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.

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

Digital/info work

20/100

Physical moat

89/100

Human moat

16/100

Rating coverage

100%

13 task statements / 13 rated

Highest-weighted occupation tasks

Mount, balance, change, or check condition or pressure of tires.
Importance 94/100Relevance 99/100Frequency 79/100Weight 0.92
Replace defective parts, using hand tools, arbor presses, flexible power presses, or power tools.
Importance 90/100Relevance 100/100Frequency 78/100Weight 0.91
Listen to engines, examine vehicle frames, or confer with customers to determine nature and extent of malfunction or damage.
Importance 88/100Relevance 100/100Frequency 72/100Weight 0.89
Repair or replace other parts, such as headlights, horns, handlebar controls, gasoline or oil tanks, starters, or mufflers.
Importance 87/100Relevance 100/100Frequency 72/100Weight 0.88
Disassemble subassembly units and examine condition, movement, or alignment of parts, visually or using gauges.
Importance 87/100Relevance 98/100Frequency 71/100Weight 0.87
Install motorcycle accessories.
Importance 84/100Relevance 100/100Frequency 65/100Weight 0.85
Repair or adjust motorcycle subassemblies, such as forks, transmissions, brakes, or drive chains, according to specifications.
Importance 85/100Relevance 100/100Frequency 62/100Weight 0.85
Dismantle engines and repair or replace defective parts, such as magnetos, carburetors, or generators.
Importance 90/100Relevance 100/100Frequency 54/100Weight 0.85
Connect test panels to engines and measure generator output, ignition timing, or other engine performance indicators.
Importance 88/100Relevance 92/100Frequency 62/100Weight 0.83
Reassemble and test subassembly units.
Importance 83/100Relevance 91/100Frequency 57/100Weight 0.80

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

$48,580

BLS OEWS May 2025

National employment

13,510

BLS OEWS May 2025

Projected growth

+2.1%

BLS Employment Projections 2025–2035

Average annual openings

1

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

Mechanical Door Repairers

5%

similar low-exposure profile • 98% profile similarity

Median wage: $55,720 Growth 2025–2035: +6.4% Annual openings: 2

similar work profile with lower modeled exposure
SAFER ALTERNATIVE

Excavating and Loading Machine and Dragline Operators, Surface Mining

5%

similar low-exposure profile • 99% profile similarity

Median wage: $57,430 Growth 2025–2035: +1.0% Annual openings: 2

similar work profile with lower modeled exposure
SAFER ALTERNATIVE

Manufactured Building and Mobile Home Installers

5%

similar low-exposure profile • 96% profile similarity

Median wage: $45,990 Growth 2025–2035: +5.8% Annual openings: 0

stronger human/judgment moat
SAFER ALTERNATIVE

Roustabouts, Oil and Gas

5%

similar low-exposure profile • 98% profile similarity

Median wage: $46,960 Growth 2025–2035: +3.6% Annual openings: 4

similar work profile with lower modeled exposure
SAFER ALTERNATIVE

Agricultural Equipment Operators

5%

similar low-exposure profile • 98% profile similarity

Median wage: $41,730 Growth 2025–2035: +8.6% Annual openings: 10

similar work profile with lower modeled exposure
SAFER ALTERNATIVE

Helpers--Electricians

5%

similar low-exposure profile • 96% profile similarity

Median wage: $42,670 Growth 2025–2035: +0.6% Annual openings: 6

similar work profile with lower modeled exposure

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
    I am your guide.
    Knowledge is your strongest upgrade.