AI exposure by occupation, O*NET 53-4031.00
Will AI replace Railroad Conductors and Yardmasters?
Railroad Conductors and Yardmasters: AI can already handle 3 of 20 tasks; the work mostly needs a standard-tier model.
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Every task, scored
The 20 tasks O*NET 30.3 lists for Railroad Conductors and Yardmasters, from most to least exposed. 3 reach 60 or more, the level at which AI already handles a task.
| Task | AI exposure | Evidence | Model tier |
|---|---|---|---|
| Verify accuracy of timekeeping instruments with engineers to ensure trains depart on time. | Estimated | Efficient | |
| Document and prepare reports of accidents, unscheduled stops, or delays. | Estimated | Efficient | |
| Review schedules, switching orders, way bills, and shipping records to obtain cargo loading and unloading information and to plan work. | Estimated | Efficient | |
| Direct engineers to move cars to fit planned train configurations, combining or separating cars to make up or break up trains. | Estimated | Frontier | |
| Supervise and coordinate crew activities to transport freight and passengers and to provide boarding, porter, maid, and meal services to passengers. | Estimated | Frontier | |
| Signal engineers to begin train runs, stop trains, or change speed, using telecommunications equipment or hand signals. | Estimated | Efficient | |
| Confer with engineers regarding train routes, timetables, and cargoes, and to discuss alternative routes when there are rail defects or obstructions. | Estimated | Efficient | |
| Instruct workers to set warning signals in front and at rear of trains during emergency stops. | Estimated | Standard | |
| Receive information regarding train or rail problems from dispatchers or from electronic monitoring devices. | Estimated | Efficient | |
| Receive instructions from dispatchers regarding trains' routes, timetables, and cargoes. | Estimated | Efficient | |
| 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. | Estimated | Efficient | |
| Arrange for the removal of defective cars from trains at stations or stops. | Estimated | Efficient | |
| Supervise workers in the inspection and maintenance of mechanical equipment to ensure efficient and safe train operation. | Estimated | Standard | |
| Inspect each car periodically during runs. | Estimated | Efficient | |
| Inspect freight cars for compliance with sealing procedures, and record car numbers and seal numbers. | Estimated | Efficient | |
| Direct and instruct workers engaged in yard activities, such as switching tracks, coupling and uncoupling cars, and routing inbound and outbound traffic. | Estimated | No tier | |
| Operate controls to activate track switches and traffic signals. | Estimated | No tier | |
| Observe yard traffic to determine tracks available to accommodate inbound and outbound traffic. | Estimated | No tier | |
| Confirm routes and destination information for freight cars. | Estimated | No tier | |
| Record departure and arrival times, messages, tickets and revenue collected, and passenger accommodations and destinations. | Estimated | No tier |
Observed: scored from AI use recorded in the Anthropic Economic Index (June 2026 release), 0 of 20 tasks. Estimated: scored from the task's O*NET 30.3 work activity, 20 of 20. Importance is O*NET's 1 to 5 rating of how central the task is. Model tier is the lowest tier that can do the task under the published rubric; "No tier" marks hands-on work.
The model tier this role needs
A standard-tier model or lower covers 65% of the role's importance-weighted task work. 75% of the work is something AI can address at some tier, and 25% is hands-on.
Efficient, standard and frontier tiers come from the JobRoute model tier reference. The recommended tier is the lowest one that covers 80% of the work AI can address. How the method works.
Wages, employment and outlook
- US employment
- 46,440
- Median annual wage
- $78,000
- Middle half of earners
- $65,610 to $83,820
- Projected change, 2024 to 2034
- +1.1%
Employment and wages: BLS Occupational Employment and Wage Statistics, May 2025, national. Projection: BLS Employment Projections 2024 to 2034.
Adjacent roles
The occupations that reuse the most of this role's skills, with the usual time to move. These are the first places to look when you plan to redeploy or retrain people in this role.
- Rail Yard Engineers, Dinkey Operators, and Hostlers 70% skill overlap, about 11 months to move Exposure20
- Railroad Brake, Signal, and Switch Operators and Locomotive Firers 69% skill overlap, about 11 months to move Exposure27
- Subway and Streetcar Operators 63% skill overlap, about 13 months to move Exposure19
- Signal and Track Switch Repairers 61% skill overlap, about 14 months to move Exposure17
- Rail Car Repairers 61% skill overlap, about 14 months to move Exposure19
Skill overlap and transition time from the JobRoute role adjacency graph on O*NET 30.3 skills.
Questions about Railroad Conductors and Yardmasters and AI
Will AI replace Railroad Conductors and Yardmasters?
AI already handles 3 of the 20 tasks O*NET lists for this occupation, at a task exposure of 60 or more, and the role's importance-weighted exposure is 35 out of 100. JobRoute scores tasks, not whole jobs, so the score shows how much of the work changes rather than whether the job disappears. BLS projects employment to change by +1.1% from 2024 to 2034.
What is the AI exposure of Railroad Conductors and Yardmasters?
35 out of 100 on JobRoute's task exposure measure, the importance-weighted average of the role's O*NET task scores. Higher means more of the work is AI-doable today. 0 of the 20 task scores are observed in the Anthropic Economic Index (June 2026 release), and the other 20 are estimated from each task's O*NET work activity.
Which Railroad Conductors and Yardmasters tasks can AI already do?
The tasks with the highest exposure are: Verify accuracy of timekeeping instruments with engineers to ensure trains depart on time; Document and prepare reports of accidents, unscheduled stops, or delays; Review schedules, switching orders, way bills, and shipping records to obtain cargo loading and unloading information and to plan work. They are the tasks that reach 60 or more.
What AI model tier does this role need?
A standard-tier model or lower covers 65% of the role's importance-weighted task work, and 25% is hands-on work that no model tier covers. JobRoute assigns each task the lowest tier that can do it under a published rubric and recommends the lowest tier that covers 80% of the work AI can address.
How many people work as Railroad Conductors and Yardmasters, and what do they earn?
46,440 people in the United States, with a median annual wage of $78,000 (BLS Occupational Employment and Wage Statistics, May 2025). BLS Employment Projections expect a change of +1.1% from 2024 to 2034.
How to cite
Data version 2026-11-02, JobRoute method v1.0.0. Download all occupations or this occupation as JSON. Methodology.
JobRoute (2026). AI exposure: Railroad Conductors and Yardmasters. Data version 2026-11-02, method v1.0.0. Built on O*NET 30.3, BLS OEWS May 2025 and the Anthropic Economic Index (June 2026). CC BY 4.0. https://www.jobroute.ai/jobs/railroad-conductors-and-yardmasters
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