UK AI Exposure · Process, plant and machine operatives
Train and tram drivers
Train and tram drivers drive diesel, diesel-electric, electric and steam locomotives that transport passengers and goods on surface and underground railways, and transport passengers in trams.
- Employees (UK)
- 26k
- Median annual pay
- £76,176
- Exposure score ?
- 2.8/10 Low direct 2.8 · with tools 3.2
- Wage exposure
- £555m
Higher exposure than 88% of the 379 UK occupations we scored.
What this score means
A handful of tasks in this role are touchable by AI, mostly around paperwork, scheduling and basic writing. The shape of the role stays the same - some parts just get faster.
If you're in this role, here's what to do now
Pick the two or three most repetitive things in your week and try an LLM on them. Most people underestimate what Claude or ChatGPT can already do for admin-shaped work. The time you get back is the dividend.
The tasks in this role, ranked by AI exposure
Below are the real tasks O*NET records for this occupation, sorted highest exposure first. "AI can do this" means a language model can already handle the task directly. "AI can help" means an LLM can assist but not replace. "Human work" means today's AI doesn't touch it. Importance is O*NET's 1–5 rating of how central each task is to the role.
5 of 23 tasks in this role are things an AI can already do today. Task list mapped via O*NET "Rail Yard Engineers, Dinkey Operators, and Hostlers" (53-4013.00).
Confer with conductors and other workers via radiotelephones or computers to exchange switching information.
Read switching instructions and daily car schedules to determine work to be performed, or receive orders from yard conductors.
Receive, relay, and act upon instructions and inquiries from train operations and customer service center personnel.
Report arrival and departure times, train delays, work order completion, and time on duty.
Record numbers of cars available, numbers of cars sent to repair stations, and types of service needed.
Observe and respond to wayside and cab signals, including color light signals, position signals, torpedoes, flags, and hot box detectors.
Inspect engines before and after use to ensure proper operation.
Apply and release hand brakes.
Signal crew members for movement of engines or trains, using lanterns, hand signals, radios, or telephones.
Inspect track for defects such as broken rails and switch malfunctions.
Observe water levels and oil, air, and steam pressure gauges to ensure proper operation of equipment.
Couple and uncouple air hoses and electrical connections between cars.
Drive engines within railroad yards or other establishments to couple, uncouple, or switch railroad cars.
Inspect the condition of stationary trains, rolling stock, and equipment.
Spot cars for loading and unloading at customer locations.
Operate track switches, derails, automatic switches, and retarders to change routing of train or cars.
Ride on moving cars by holding onto grab irons and standing on ladder steps.
Perform routine repair and maintenance duties.
Drive locomotives to and from various stations in roundhouses to have locomotives cleaned, serviced, repaired, or supplied.
Pull knuckles to open them for coupling.
Provide assistance in aligning drawbars, using available equipment to lift, pull, or push on the drawbars.
Operate flatcars equipped with derricks or railcars to transport personnel or equipment.
Provide assistance in the installation or repair of rails and ties.
Where a project with Alex usually starts for this role
These are the highest-importance tasks in this role that a language model can already handle directly. In a typical engagement the first wins come from building workflows around these, so they stop eating your team's time.
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Confer with conductors and other workers via radiotelephones or computers to exchange switching information.
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Read switching instructions and daily car schedules to determine work to be performed, or receive orders from yard conductors.
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Receive, relay, and act upon instructions and inquiries from train operations and customer service center personnel.
Every role has three or four wedges like these. Finding them takes an hour. Turning them into a workflow your team actually uses takes a few days. Talk to Alex about a project →
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Methodology
This role's exposure score comes from Eloundou et al's 2023 GPT task labels, aggregated by O*NET importance within each O*NET-SOC code, then bridged to UK SOC 2020 via ISCO-08 (ONS Vol 2 coding index) and US SOC 2010 (BLS crosswalk). Employment and median pay come from ONS ASHE Table 14.7a, 2025 provisional. ASHE covers employees only, so self-employed workers are not counted.
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