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AI Work Index

Headline risk

3%

Very Low Risk

Rail yard engineers, dinkey operators, and hostlers

United States AI Work Index53-4013

AI displacement pressure score for United States AI Work Index, combining global AI task overlap with local wages, employment trends, and demand signals.

3.1 current · 3.1 projectedConfidence high

Why This Score

Tasks 100%

Share of job tasks that overlap with current AI capabilities

Wage $58K

Median annual wage

Demand 0%

Projected employment change over 10 years

Preparation Zone 2

Typical preparation needed for this occupation

Occupation profile

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

Task evidence

100% weighted task match · 0% effective coverage

Scores combine AI task overlap, human advantages, and local demand. How it works

United States Now

Median Wage

USD 58,030

Employment 2024

3.1K

Projected Change (2024–34)

0.3%

Openings (2024–34)

0.2K

Wage distribution

Bottom 10%: USD 44,51025th pctl: USD 51,770Median: USD 58,03075th pctl: USD 65,530Top 10%: USD 79,070

Demand outlook

Overall employment of railroad workers is projected to show little or no change from 2024 to 2034.

Education: High school diploma or equivalent Experience: —

Role Profile

Detail orientedAdaptabilityProblem solving and decision making

Tasks

  • 1. Inspect engines before and after use to ensure proper operation. AI use: 0%
  • 2. Apply and release hand brakes. AI use: 0%
  • 3. Drive engines within railroad yards or other establishments to couple, uncouple, or switch railroad cars. AI use: 0%
  • 4. Observe water levels and oil, air, and steam pressure gauges to ensure proper operation of equipment. AI use: 0%
  • 5. Signal crew members for movement of engines or trains, using lanterns, hand signals, radios, or telephones. AI use: 0%
  • 6. Couple and uncouple air hoses and electrical connections between cars. AI use: 0%

Technologies

Positive train control PTC systemsRailcar inspection management softwareRailComm DocYardRailyard inventory softwareRailyard management software RMSSoftrail AEI Automatic Yard Tracking System

Requirements

No education requirement: 54.2%High school diploma: 45.8%On-the-job training: 15.71%Prior work experience: 52.5%Specific vocational preparation: 45.1%Adaptability: Work schedule variability: 72.6%Work pace: <10%

Work context

Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets 5.0/5
Work With or Contribute to a Work Group or Team 4.9/5
Health and Safety of Other Workers 4.8/5
Face-to-Face Discussions with Individuals and Within Teams 4.7/5
Outdoors, Exposed to All Weather Conditions 4.7/5
Consequence of Error 4.5/5

Worker profile

Median age 48.6 · 108K employed

Under 25: 2% · 25–54: 63% · 55+: 36%

Related

No direct US role match is available yet for this occupation.