AI JOB SCANNER
O*NET-SOC 49-3043.00 / model V14 rated-task + local-market engine

Will AI replace
Rail Car Repairers?

Diagnose, adjust, repair, or overhaul railroad rolling stock, mine cars, or mass transit rail cars.

Estimated AI task exposure
10%

Low exposure

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

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

Digital/info work

32/100

Physical moat

84/100

Human moat

13/100

Rating coverage

100%

20 task statements / 20 rated

Highest-weighted occupation tasks

Inspect components such as bearings, seals, gaskets, wheels, and coupler assemblies to determine if repairs are needed.
Importance 80/100Relevance 99/100Frequency 66/100Weight 0.84
Record conditions of cars, and repair and maintenance work performed or to be performed.
Importance 81/100Relevance 92/100Frequency 67/100Weight 0.82
Remove locomotives, car mechanical units, or other components, using pneumatic hoists and jacks, pinch bars, hand tools, and cutting torches.
Importance 75/100Relevance 97/100Frequency 63/100Weight 0.80
Repair or replace defective or worn parts such as bearings, pistons, and gears, using hand tools, torque wrenches, power tools, and welding equipment.
Importance 78/100Relevance 88/100Frequency 62/100Weight 0.78
Adjust repaired or replaced units as needed to ensure proper operation.
Importance 73/100Relevance 94/100Frequency 54/100Weight 0.76
Test units for operability before and after repairs.
Importance 74/100Relevance 81/100Frequency 62/100Weight 0.73
Inspect the interior and exterior of rail cars coming into rail yards to identify defects and to determine the extent of wear and damage.
Importance 77/100Relevance 75/100Frequency 60/100Weight 0.72
Repair, fabricate, and install steel or wood fittings, using blueprints, shop sketches, and instruction manuals.
Importance 66/100Relevance 84/100Frequency 46/100Weight 0.68
Perform scheduled maintenance, and clean units and components.
Importance 64/100Relevance 77/100Frequency 55/100Weight 0.67
Paint car exteriors, interiors, and fixtures.
Importance 58/100Relevance 75/100Frequency 49/100Weight 0.62

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

$67,530

BLS OEWS May 2025

National employment

21,350

BLS OEWS May 2025

Projected growth

+2.6%

BLS Employment Projections 2025–2035

Average annual openings

2

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

Helpers--Extraction Workers

5%

5 points lower exposure • 96% profile similarity

Median wage: $47,730 Growth 2025–2035: +1.7% Annual openings: 1

similar work profile with lower modeled exposure
SAFER ALTERNATIVE

Mobile Heavy Equipment Mechanics, Except Engines

5%

5 points lower exposure • 97% profile similarity

Median wage: $65,510 Growth 2025–2035: +6.7% Annual openings: 15

similar work profile with lower modeled exposure
SAFER ALTERNATIVE

Electrical and Electronics Installers and Repairers, Transportation Equipment

5%

5 points lower exposure • 98% profile similarity

Median wage: $84,890 Growth 2025–2035: +5.4% Annual openings: 0

similar work profile with lower modeled exposure
SAFER ALTERNATIVE

Motorboat Mechanics and Service Technicians

5%

5 points lower exposure • 98% profile similarity

Median wage: $57,550 Growth 2025–2035: +4.9% Annual openings: 3

similar work profile with lower modeled exposure
SAFER ALTERNATIVE

Electric Motor, Power Tool, and Related Repairers

5%

5 points lower exposure • 95% profile similarity

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

stronger human/judgment moat
SAFER ALTERNATIVE

Tank Car, Truck, and Ship Loaders

6%

4 points lower exposure • 98% profile similarity

Median wage: $58,870 Growth 2025–2035: +2.8% Annual openings: 1

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.