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AI exposure Installation, maintenance and repair

Will AI replace rail car repairers?

Rail Car Repairers. US occupation 49-3043.

0.0%

of the time rail car repairers spend on their work goes on tasks where AI is already being used to do that work.of rail car repairers' 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 car repairersWhat rail car repairers no longer do alone

O*NET lists 20 tasks for rail car repairers. 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.

  • Adjust repaired or replaced units as needed to ensure proper operation.Core task
  • Examine car roofs for wear and damage, and repair defective sections, using roofing material, cement, nails, and waterproof paint.Core task
  • Inspect components such as bearings, seals, gaskets, wheels, and coupler assemblies to determine if repairs are needed.Core task
  • Inspect the interior and exterior of rail cars coming into rail yards to identify defects and to determine the extent of wear and damage.Core task
  • Paint car exteriors, interiors, and fixtures.Core task
  • Perform scheduled maintenance, and clean units and components.Core task
Show the other 14
  • Record conditions of cars, and repair and maintenance work performed or to be performed.Core task
  • Remove locomotives, car mechanical units, or other components, using pneumatic hoists and jacks, pinch bars, hand tools, and cutting torches.Core task
  • Repair or replace defective or worn parts such as bearings, pistons, and gears, using hand tools, torque wrenches, power tools, and welding equipment.Core task
  • Repair, fabricate, and install steel or wood fittings, using blueprints, shop sketches, and instruction manuals.Core task
  • Test units for operability before and after repairs.Core task
  • Align car sides for installation of car ends and crossties, using width gauges, turnbuckles, and wrenches.
  • Disassemble units such as water pumps, control valves, and compressors so that repairs can be made.
  • Install and repair interior flooring, fixtures, walls, plumbing, steps, and platforms.
  • Measure diameters of axle wheel seats, using micrometers, and mark dimensions on axles so that wheels can be bored to specified dimensions.
  • Repair and maintain electrical and electronic controls for propulsion and braking systems.
  • Repair car upholstery.
  • Repair window sash frames, attach weather stripping and channels to frames, and replace window glass, using hand tools.
  • Replace defective wiring and insulation, and tighten electrical connections, using hand tools.
  • Test electrical systems of cars by operating systems and using testing equipment such as ammeters.

How that compares

Among the 50 installation, maintenance and repair occupations, rail car repairers rank 42. The group averages 0.7%, and its most exposed job is Computer, Automated Teller, and Office Machine Repairers at 10.7%. The average US occupation sits at 7.7%.

All 756 occupations, ranked

Level with 0.0%

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