AI exposure Transportation and material moving
Will AI replace railroad conductors and yardmasters?
Railroad Conductors and Yardmasters. US occupation 53-4031.
The reading
0.0%
of the time railroad conductors and yardmasters spend on their work goes on tasks where AI is already being used to do that work.of railroad conductors and yardmasters' 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.
Per cent of working time Square-law scale
Average US job 7.7%
Among the least exposed jobs there are.Still waiting for liberation.
What AI already does for railroad conductors and yardmastersWhat railroad conductors and yardmasters no longer do alone
O*NET lists 20 tasks for railroad conductors and yardmasters. None of them shows meaningful AI use at work yet.
What it does not touch, yetWhat still needs a human
20 of the 20 tasks show no AI use at work in the data.
- Arrange for the removal of defective cars from trains at stations or stops.Core task
- Confer with engineers regarding train routes, timetables, and cargoes, and to discuss alternative routes when there are rail defects or obstructions.Core task
- Confirm routes and destination information for freight cars.Core task
- Direct and instruct workers engaged in yard activities, such as switching tracks, coupling and uncoupling cars, and routing inbound and outbound traffic.Core task
- Direct engineers to move cars to fit planned train configurations, combining or separating cars to make up or break up trains.Core task
- Keep records of the contents and destination of each train car, and make sure that cars are added or removed at proper points on routes.Core task
Show the other 14
- Observe yard traffic to determine tracks available to accommodate inbound and outbound traffic.Core task
- Operate controls to activate track switches and traffic signals.Core task
- Receive information regarding train or rail problems from dispatchers or from electronic monitoring devices.Core task
- Receive instructions from dispatchers regarding trains' routes, timetables, and cargoes.Core task
- Review schedules, switching orders, way bills, and shipping records to obtain cargo loading and unloading information and to plan work.Core task
- Signal engineers to begin train runs, stop trains, or change speed, using telecommunications equipment or hand signals.Core task
- Document and prepare reports of accidents, unscheduled stops, or delays.
- Inspect each car periodically during runs.
- Inspect freight cars for compliance with sealing procedures, and record car numbers and seal numbers.
- Instruct workers to set warning signals in front and at rear of trains during emergency stops.
- Record departure and arrival times, messages, tickets and revenue collected, and passenger accommodations and destinations.
- Supervise and coordinate crew activities to transport freight and passengers and to provide boarding, porter, maid, and meal services to passengers.
- Supervise workers in the inspection and maintenance of mechanical equipment to ensure efficient and safe train operation.
- Verify accuracy of timekeeping instruments with engineers to ensure trains depart on time.
How that compares
Among the 44 transportation and material moving occupations, railroad conductors and yardmasters rank 33. The group averages 0.6%, and its most exposed job is Passenger Attendants at 11.7%. The average US occupation sits at 7.7%.
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.