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.
- Report delays, mechanical problems, and emergencies to supervisors or dispatchers, using radios.69
- Complete reports, including shift summaries and incident or accident reports.69
- Regulate vehicle speed and the time spent at each stop to maintain schedules.67
- Make announcements to passengers, such as notifications of upcoming stops or schedule delays.67
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.
- Drive and control rail-guided public transportation, such as subways, elevated trains, and electric-powered streetcars, trams, or trolleys, to transport passengers.01
- Attend meetings on driver and passenger safety to learn ways in which job performance might be affected.02
- Monitor lights indicating obstructions or other trains ahead and watch for car and truck traffic at crossings to stay alert to potential hazards.03
- Regulate vehicle speed and the time spent at each stop to maintain schedules.04
- Report delays, mechanical problems, and emergencies to supervisors or dispatchers, using radios.05
Related occupations
Occupations O*NET links to this one. Relatedness reflects shared work, not a claim that these roles are safer.
Locomotive Engineers
Closely related work
Compare these careers →Railroad Conductors and Yardmasters
Closely related work
Compare these careers →Rail Yard Engineers, Dinkey Operators, and Hostlers
Related work
Compare these careers →Air Traffic Controllers
Related work
Compare these careers →Heavy and Tractor-Trailer Truck Drivers
Related work
Compare these careers →Transit and Railroad Police
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.
