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AI exposure Transportation and material moving

Will AI replace rail yard engineers?

Rail Yard Engineers, Dinkey Operators, and Hostlers. US occupation 53-4013.

0.0%

of the time rail yard engineers spend on their work goes on tasks where AI is already being used to do that work.of rail yard engineers' working hours go on tasks AI has already started taking off their plate.

Ranked 346 of 756 US occupations. No AI use seen in the work yet, along with 410 other occupations.No handover started yet, along with 410 other occupations.

Average US job 7.7%

Among the least exposed jobs there are.Still waiting for liberation.

What AI already does for rail yard engineersWhat rail yard engineers no longer do alone

O*NET lists 23 tasks for rail yard engineers. None of them shows meaningful AI use at work yet.

What it does not touch, yetWhat still needs a human

23 of the 23 tasks show no AI use at work in the data.

  • Apply and release hand brakes.Core task
  • Confer with conductors and other workers via radiotelephones or computers to exchange switching information.Core task
  • Couple and uncouple air hoses and electrical connections between cars.Core task
  • Drive engines within railroad yards or other establishments to couple, uncouple, or switch railroad cars.Core task
  • Drive locomotives to and from various stations in roundhouses to have locomotives cleaned, serviced, repaired, or supplied.Core task
  • Inspect engines before and after use to ensure proper operation.Core task
Show the other 17
  • Inspect the condition of stationary trains, rolling stock, and equipment.Core task
  • Inspect track for defects such as broken rails and switch malfunctions.Core task
  • Observe and respond to wayside and cab signals, including color light signals, position signals, torpedoes, flags, and hot box detectors.Core task
  • Observe water levels and oil, air, and steam pressure gauges to ensure proper operation of equipment.Core task
  • Operate track switches, derails, automatic switches, and retarders to change routing of train or cars.Core task
  • Perform routine repair and maintenance duties.Core task
  • Provide assistance in aligning drawbars, using available equipment to lift, pull, or push on the drawbars.Core task
  • Pull knuckles to open them for coupling.Core task
  • Read switching instructions and daily car schedules to determine work to be performed, or receive orders from yard conductors.Core task
  • Receive, relay, and act upon instructions and inquiries from train operations and customer service center personnel.Core task
  • Report arrival and departure times, train delays, work order completion, and time on duty.Core task
  • Signal crew members for movement of engines or trains, using lanterns, hand signals, radios, or telephones.Core task
  • Spot cars for loading and unloading at customer locations.Core task
  • Operate flatcars equipped with derricks or railcars to transport personnel or equipment.
  • Provide assistance in the installation or repair of rails and ties.
  • Record numbers of cars available, numbers of cars sent to repair stations, and types of service needed.
  • Ride on moving cars by holding onto grab irons and standing on ladder steps.

How that compares

Among the 44 transportation and material moving occupations, rail yard engineers rank 31. The group averages 0.6%, and its most exposed job is Passenger Attendants at 11.7%. The average US occupation sits at 7.7%.

All 756 occupations, ranked

Level with 0.0%

  1. 346Radio, Cellular, and Tower Equipment Installers and Repairers 0.0%
  2. 346Radiologic Technologists and Technicians 0.0%
  3. 346Rail Car Repairers 0.0%

What this does and does not mean

Exposure is observed use, not a forecast. Anthropic maps work conversations with Claude onto the tasks O*NET lists for each job and asks, of the tasks AI could speed up, which are actually being used for at work. A use that does the task outright counts in full and a use that assists a person counts half. The task scores are averaged into the occupation figure by the share of time spent on each task.

A high figure means AI is already part of how this work gets done. It does not mean anyone has been replaced. Anthropic's own reading of the labour market finds no systematic rise in unemployment among exposed workers so far, and about 14% fewer 22 to 25 year olds starting exposed jobs.No measurable rise in unemployment among exposed workers so far, and about 14% fewer 22 to 25 year olds starting these jobs. Gap years for everyone. Labor market impacts, 5 March 2026.

Task list and titles from O*NET 31.0 by the US Department of Labor, Employment and Training Administration, used under the CC BY 4.0 licence. Scores from the Anthropic Economic Index (CC BY). Checked 1 November 2026. How the ranking works.