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AI exposure score

Rail Yard Engineers, Dinkey Operators, and Hostlers

Rail Yard Engineers, Dinkey Operators, and Hostlers score 20 out of 100, which is moderate exposure to AI. That ranks #631 of 923 US occupations, where #1 is the most exposed. Of the 25 tasks in this job, AI could speed up 5 on its own and 0 more with extra software built on top of it. None of its tasks showed up in real AI use in April–May 2026.

20/ 100
Moderate
Rank
#631of 923 jobs
US workers
3,920BLS, May 2025
Median pay
$60,600a year
In real AI use
0 of 25tasks, April–May 2026

Task by task

Each task this job involves, as listed by O*NET, rated on whether a large language model like GPT-4 could cut the time it takes by at least half at the same quality. Tasks marked Seen in real AI use appeared in conversations with Claude in April–May 2026 (Anthropic Economic Index).

  • AI can speed this up on its own: 5 (20%)
  • AI can speed this up with extra software: 0 (0%)
  • Little or no AI speed-up: 20 (80%)
  • Confer with conductors and other workers via radiotelephones or computers to exchange switching information.AI can speed this up on its own · core task
  • Read switching instructions and daily car schedules to determine work to be performed, or receive orders from yard conductors.AI can speed this up on its own · core task
  • Receive, relay, and act upon instructions and inquiries from train operations and customer service center personnel.AI can speed this up on its own · core task
  • Report arrival and departure times, train delays, work order completion, and time on duty.AI can speed this up on its own · core task
  • Record numbers of cars available, numbers of cars sent to repair stations, and types of service needed.AI can speed this up on its own · supplemental task
  • Observe and respond to wayside and cab signals, including color light signals, position signals, torpedoes, flags, and hot box detectors.Little or no AI speed-up · core task
  • Inspect engines before and after use to ensure proper operation.Little or no AI speed-up · core task
  • Apply and release hand brakes.Little or no AI speed-up · core task
  • Signal crew members for movement of engines or trains, using lanterns, hand signals, radios, or telephones.Little or no AI speed-up · core task
  • Inspect track for defects such as broken rails and switch malfunctions.Little or no AI speed-up · core task
  • Observe water levels and oil, air, and steam pressure gauges to ensure proper operation of equipment.Little or no AI speed-up · core task
  • Couple and uncouple air hoses and electrical connections between cars.Little or no AI speed-up · core task
  • Drive engines within railroad yards or other establishments to couple, uncouple, or switch railroad cars.Little or no AI speed-up · core task
  • Inspect the condition of stationary trains, rolling stock, and equipment.Little or no AI speed-up · core task
  • Spot cars for loading and unloading at customer locations.Little or no AI speed-up · core task
  • Operate track switches, derails, automatic switches, and retarders to change routing of train or cars.Little or no AI speed-up · core task
  • Perform routine repair and maintenance duties.Little or no AI speed-up · core task
  • Drive locomotives to and from various stations in roundhouses to have locomotives cleaned, serviced, repaired, or supplied.Little or no AI speed-up · core task
  • Pull knuckles to open them for coupling.Little or no AI speed-up · core task
  • Provide assistance in aligning drawbars, using available equipment to lift, pull, or push on the drawbars.Little or no AI speed-up · core task
  • Ride on moving cars by holding onto grab irons and standing on ladder steps.Little or no AI speed-up · supplemental task
  • Operate switching diesel engines to switch railroad cars, using remote controls.Little or no AI speed-up · supplemental task
  • Operate and control dinkey engines to transport and shunt cars at industrial or mine sites.Little or no AI speed-up · supplemental task
  • Operate flatcars equipped with derricks or railcars to transport personnel or equipment.Little or no AI speed-up · supplemental task
  • Provide assistance in the installation or repair of rails and ties.Little or no AI speed-up · supplemental task

How to read this score. Exposure measures how much of the work AI could speed up, not whether the job will disappear. A highly exposed job can change shape, with people spending less time on routine tasks and more on the rest. The score counts tasks AI can speed up on its own in full, and tasks that need extra software at half weight.

The ratings come from published research based on GPT-4 (2023). To show what's happening now, each task is also checked against the latest Anthropic Economic Index, which records which tasks people actually use AI for. That data is refreshed automatically when Anthropic publishes a new release. Read the full method.

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