How much of this occupation’s work can be materially affected by current AI systems.
How likely exposure is to translate into reduced human demand.
Includes provisional estimates for AI adoption pressure and labour-market resilience. How this is measured
Confidence reflects task coverage, mapping and capability-evidence quality, and how much of the score rests on provisional inputs.
What is driving the score?
Occupation scores are built from the task mix—not a single prediction about a job title.
Where AI can do more
Routine, digitized, and highly repeatable tasks face the greatest pressure.
- Raise rails, using hydraulic jacks, to allow for tie removal and replacement.66
- Engage mechanisms that lay tracks or rails to specified gauges.66
- Drill holes through rails, tie plates, or fishplates for insertion of bolts or spikes, using power drills.66
- Dress and reshape worn or damaged railroad switch points or frogs, using portable power grinders.66
Where people still matter
These tasks score lowest on automation feasibility—physical presence, judgement, accountability and real-world variability all resist end-to-end automation.
- Weld sections of track together, such as switch points and frogs.01
- Drive vehicles that automatically move and lay tracks or rails over sections of track to be constructed, repaired, or maintained.02
- Push controls to close grasping devices on track or rail sections so that they can be raised or moved.03
- Repair or adjust track switches, using wrenches and replacement parts.04
- Operate single- or multiple-head spike driving machines to drive spikes into ties and secure rails.05
Related occupations
Occupations O*NET links to this one. Relatedness reflects shared work, not a claim that these roles are safer.
Operating Engineers and Other Construction Equipment Operators
Closely related work
Compare these careers →Millwrights
Closely related work
Compare these careers →Pile Driver Operators
Closely related work
Compare these careers →Mobile Heavy Equipment Mechanics, Except Engines
Related work
Compare these careers →Hoist and Winch Operators
Related work
Compare these careers →Aircraft Structure, Surfaces, Rigging, and Systems Assemblers
Shares some work
Compare these careers →Adoption and labour-market outlook
Structural factors are kept separate from raw capability so you can see what actually resists automation. Adoption pressure and labour-market resilience are still provisional models—25% of this occupation’s replacement-risk weight rests on them.
O*NET 30.3 occupational data interpreted through the JobsVsAI capability, automation and structural-constraint models.
