AI JOB RISK SCANNER
O*NET-SOC 53-4013.00 / model V11 rated-task engine

Will AI replace
Rail Yard Engineers, Dinkey Operators, and Hostlers?

Drive switching or other locomotive or dinkey engines within railroad yard, industrial plant, quarry, construction project, or similar location.

Estimated AI task exposure
23%

Low-Moderate exposure

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

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

Digital/info work

37/100

Physical moat

62/100

Human moat

18/100

Rating coverage

100%

23 task statements / 23 rated

Highest-weighted occupation tasks

Apply and release hand brakes.
Importance 89/100Relevance 97/100Frequency 75/100Weight 0.88
Inspect engines before and after use to ensure proper operation.
Importance 90/100Relevance 100/100Frequency 66/100Weight 0.88
Drive engines within railroad yards or other establishments to couple, uncouple, or switch railroad cars.
Importance 85/100Relevance 92/100Frequency 78/100Weight 0.86
Signal crew members for movement of engines or trains, using lanterns, hand signals, radios, or telephones.
Importance 88/100Relevance 87/100Frequency 78/100Weight 0.85
Observe water levels and oil, air, and steam pressure gauges to ensure proper operation of equipment.
Importance 87/100Relevance 90/100Frequency 73/100Weight 0.84
Confer with conductors and other workers via radiotelephones or computers to exchange switching information.
Importance 88/100Relevance 80/100Frequency 79/100Weight 0.83
Couple and uncouple air hoses and electrical connections between cars.
Importance 87/100Relevance 86/100Frequency 72/100Weight 0.83
Inspect track for defects such as broken rails and switch malfunctions.
Importance 88/100Relevance 83/100Frequency 69/100Weight 0.81
Inspect the condition of stationary trains, rolling stock, and equipment.
Importance 84/100Relevance 87/100Frequency 68/100Weight 0.81
Observe and respond to wayside and cab signals, including color light signals, position signals, torpedoes, flags, and hot box detectors.
Importance 91/100Relevance 79/100Frequency 68/100Weight 0.81

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

$60,600

BLS OEWS May 2025

National employment

3,920

BLS OEWS May 2025

Projected growth

+0.8%

BLS Employment Projections 2025–2035

Average annual openings

0

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

Helpers--Extraction Workers

5%

18 points lower exposure • 89% profile similarity

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

more physical-world work, lower AI leverage
SAFER ALTERNATIVE

Electric Motor, Power Tool, and Related Repairers

5%

18 points lower exposure • 88% profile similarity

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

more physical-world work, lower AI leverage
SAFER ALTERNATIVE

Mobile Heavy Equipment Mechanics, Except Engines

5%

18 points lower exposure • 89% profile similarity

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

more physical-world work, lower AI leverage
SAFER ALTERNATIVE

Layout Workers, Metal and Plastic

6%

17 points lower exposure • 90% profile similarity

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

more physical-world work, lower AI leverage
SAFER ALTERNATIVE

Wind Turbine Service Technicians

5%

18 points lower exposure • 88% profile similarity

Median wage: $64,120 Growth 2025–2035: +29.5% Annual openings: 2

more physical-world work, lower AI leverage
SAFER ALTERNATIVE

Heating, Air Conditioning, and Refrigeration Mechanics and Installers

9%

14 points lower exposure • 91% profile similarity

Median wage: $61,010 Growth 2025–2035: +10.9% Annual openings: 41

more physical-world work

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.