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AI exposure Construction and extraction

Will AI replace rail-track laying and maintenance equipment operators?

Rail-Track Laying and Maintenance Equipment Operators. US occupation 47-4061.

0.0%

of the time rail-track laying and maintenance equipment operators spend on their work goes on tasks where AI is already being used to do that work.of rail-track laying and maintenance equipment operators' 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-track laying and maintenance equipment operatorsWhat rail-track laying and maintenance equipment operators no longer do alone

O*NET lists 26 tasks for rail-track laying and maintenance equipment operators. None of them shows meaningful AI use at work yet.

What it does not touch, yetWhat still needs a human

26 of the 26 tasks show no AI use at work in the data.

  • Clean or make minor repairs to machines or equipment.Core task
  • Clean tracks or clear ice or snow from tracks or switch boxes.Core task
  • Clean, grade, or level ballast on railroad tracks.Core task
  • Cut rails to specified lengths, using rail saws.Core task
  • Dress and reshape worn or damaged railroad switch points or frogs, using portable power grinders.Core task
  • Drill holes through rails, tie plates, or fishplates for insertion of bolts or spikes, using power drills.Core task
Show the other 20
  • Drive vehicles that automatically move and lay tracks or rails over sections of track to be constructed, repaired, or maintained.Core task
  • Engage mechanisms that lay tracks or rails to specified gauges.Core task
  • Grind ends of new or worn rails to attain smooth joints, using portable grinders.Core task
  • Lubricate machines, change oil, or fill hydraulic reservoirs to specified levels.Core task
  • Observe leveling indicator arms to verify levelness and alignment of tracks.Core task
  • Operate single- or multiple-head spike driving machines to drive spikes into ties and secure rails.Core task
  • Operate single- or multiple-head spike pullers to pull old spikes from ties.Core task
  • Operate track wrenches to tighten or loosen bolts at joints that hold ends of rails together.Core task
  • Patrol assigned track sections so that damaged or broken track can be located and reported.Core task
  • Push controls to close grasping devices on track or rail sections so that they can be raised or moved.Core task
  • Raise rails, using hydraulic jacks, to allow for tie removal and replacement.Core task
  • Repair or adjust track switches, using wrenches and replacement parts.Core task
  • Spray ties, fishplates, or joints with oil to protect them from weathering.Core task
  • String and attach wire-guidelines machine to rails so that tracks or rails can be aligned or leveled.Core task
  • Weld sections of track together, such as switch points and frogs.Core task
  • Adjust controls of machines that spread, shape, raise, level, or align track, according to specifications.
  • Drive graders, tamping machines, brooms, or ballast spreading machines to redistribute gravel or ballast between rails.
  • Operate tie-adzing machines to cut ties and permit insertion of fishplates that hold rails.
  • Paint railroad signs, such as speed limits or gate-crossing warnings.
  • Turn wheels of machines, using lever controls, to adjust guidelines for track alignments or grades, following specifications.

How that compares

Among the 56 construction and extraction occupations, rail-track laying and maintenance equipment operators rank 43. The group averages 0.4%, and its most exposed job is Structural Iron and Steel Workers at 4.9%. The average US occupation sits at 7.7%.

All 756 occupations, ranked

Level with 0.0%

  1. 346Radiologic Technologists and Technicians 0.0%
  2. 346Rail Car Repairers 0.0%
  3. 346Rail Yard Engineers, Dinkey Operators, and Hostlers 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.