AI exposure by occupation, O*NET 49-3043.00
Will AI replace Rail Car Repairers?
Rail Car Repairers: AI does not yet handle any of the role's 20 tasks; the work mostly needs an efficient-tier model.
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Every task, scored
The 20 tasks O*NET 30.3 lists for Rail Car Repairers, from most to least exposed. None reaches 60, the level at which AI already handles a task.
| Task | AI exposure | Evidence | Model tier |
|---|---|---|---|
| Record conditions of cars, and repair and maintenance work performed or to be performed. | Estimated | Efficient | |
| Inspect components such as bearings, seals, gaskets, wheels, and coupler assemblies to determine if repairs are needed. | Estimated | Efficient | |
| Repair or replace defective or worn parts such as bearings, pistons, and gears, using hand tools, torque wrenches, power tools, and welding equipment. | Estimated | Efficient | |
| Inspect the interior and exterior of rail cars coming into rail yards to identify defects and to determine the extent of wear and damage. | Estimated | Efficient | |
| Test units for operability before and after repairs. | Estimated | Efficient | |
| Adjust repaired or replaced units as needed to ensure proper operation. | Estimated | Efficient | |
| Repair and maintain electrical and electronic controls for propulsion and braking systems. | Estimated | Efficient | |
| Disassemble units such as water pumps, control valves, and compressors so that repairs can be made. | Estimated | Efficient | |
| Repair, fabricate, and install steel or wood fittings, using blueprints, shop sketches, and instruction manuals. | Estimated | Efficient | |
| Examine car roofs for wear and damage, and repair defective sections, using roofing material, cement, nails, and waterproof paint. | Estimated | Efficient | |
| Install and repair interior flooring, fixtures, walls, plumbing, steps, and platforms. | Estimated | Efficient | |
| Repair window sash frames, attach weather stripping and channels to frames, and replace window glass, using hand tools. | Estimated | Efficient | |
| Align car sides for installation of car ends and crossties, using width gauges, turnbuckles, and wrenches. | Estimated | Efficient | |
| Repair car upholstery. | Estimated | Efficient | |
| Remove locomotives, car mechanical units, or other components, using pneumatic hoists and jacks, pinch bars, hand tools, and cutting torches. | Estimated | No tier | |
| Measure diameters of axle wheel seats, using micrometers, and mark dimensions on axles so that wheels can be bored to specified dimensions. | Estimated | No tier | |
| Perform scheduled maintenance, and clean units and components. | Estimated | No tier | |
| Test electrical systems of cars by operating systems and using testing equipment such as ammeters. | Estimated | No tier | |
| Paint car exteriors, interiors, and fixtures. | Estimated | No tier | |
| Replace defective wiring and insulation, and tighten electrical connections, using hand tools. | 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
An efficient-tier model or lower covers 71% of the role's importance-weighted task work. 71% of the work is something AI can address at some tier, and 29% 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
- 21,350
- Median annual wage
- $67,530
- Middle half of earners
- $54,520 to $84,570
- Projected change, 2024 to 2034
- +2.8%
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.
- Signal and Track Switch Repairers 73% skill overlap, about 10 months to move Exposure17
- Railroad Brake, Signal, and Switch Operators and Locomotive Firers 69% skill overlap, about 11 months to move Exposure27
- Rail-Track Laying and Maintenance Equipment Operators 68% skill overlap, about 12 months to move Exposure18
- Transportation Vehicle, Equipment and Systems Inspectors, Except Aviation 66% skill overlap, about 12 months to move Exposure37
- Rail Yard Engineers, Dinkey Operators, and Hostlers 65% skill overlap, about 12 months to move Exposure20
Skill overlap and transition time from the JobRoute role adjacency graph on O*NET 30.3 skills.
Questions about Rail Car Repairers and AI
Will AI replace Rail Car Repairers?
Not on current evidence. None of the 20 tasks O*NET lists for this occupation reaches a task exposure of 60, the level at which JobRoute counts a task as handled by AI, and the role's importance-weighted exposure is 19 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.
What is the AI exposure of Rail Car Repairers?
19 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 Rail Car Repairers tasks can AI already do?
None reaches 60 yet. The most exposed task is: Record conditions of cars, and repair and maintenance work performed or to be performed, at 20 out of 100.
What AI model tier does this role need?
An efficient-tier model or lower covers 71% of the role's importance-weighted task work, and 29% 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 Rail Car Repairers, and what do they earn?
21,350 people in the United States, with a median annual wage of $67,530 (BLS Occupational Employment and Wage Statistics, May 2025). BLS Employment Projections expect a change of +2.8% 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: Rail Car Repairers. 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/rail-car-repairers
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