Will AI replace Train and tram drivers?

Not as a job, but it is already doing parts of the work. Across the 47 official task statements scored for Train and tram drivers (United Kingdom, SOC 8231), 4% of the importance-weighted core work is made of tasks today's AI could already do most of. The overall exposure score is 10 out of 100 (range 7–16, band: minimal). That is a statement about tasks, not about headcount: this measures what AI could do, not whether any employer adopts it, whether the law allows it, or whether doing the routine parts faster creates more demand for the human parts. Figures are from release 2026-q4.1.

Which tasks in “Train and tram drivers” can AI already do?

The highest-scoring tasks in release 2026-q4.1 are: “Write incident reports for safety and security documentation” (68/100, high); “Report external factors that may delay or prevent the completion of planned journeys” (62/100, high); “Make passenger announcements” (53/100, partial). Each score comes from five published 0–4 ratings turned into a number by a published formula, and each carries the model's one-sentence reason on the page.

Which tasks in “Train and tram drivers” stay human?

About 93% of this job's task weight sits in work that scores low for AI exposure. The lowest-scoring tasks in release 2026-q4.1 are: “Ensure safe, secure, and legal parking or stabling of the company vehicle” (0/100, minimal); “Regulate or shut down equipment during emergency situations as directed by supervisory personnel” (0/100, minimal); “Effectively handle dangerous goods in emergency situations, ensuring the safety of all stakeholders” (0/100, minimal). Low scores usually mean the task needs a body in a room, a legally accountable human, or trust built in real time. Those are the three things the scoring rubric treats as gates rather than obstacles.

What should someone working in “Train and tram drivers” do about AI?

Start from the ledger rather than the headline: 4% of this job's weighted core work is exposed, and roughly 93% is not. The practical move is to spend more of your week on the tasks that score low, the ones above, and to get fluent at directing AI through the tasks that score high, because those are the parts that change whether or not you are ready for them. This page does not predict your job, and nothing here is career advice tailored to you: the score describes the occupation, not the person.

How is the AI exposure score for Train and tram drivers calculated?

Each official task statement for the occupation is rated on five published 0–4 dimensions (output replicability, physical embodiment, licensed accountability, real-time human trust, and data availability) by claude-opus-5 using scoring prompt task_scoring_v1.0. The model never writes the score; a published formula turns the five ratings into a 0–100 number, so every score can be recomputed by hand. The occupation figure is the importance-weighted mean across 47 scored tasks. The prompt, the rubric, the formula and the full dataset are published at https://futureproof.collab365.com/method and https://futureproof.collab365.com/data/2026-q4.1 under CC BY 4.0.

UK dataswitch to US

Train and tram drivers

driving the train between stations or freight depots, ensuring passenger safety through compliance with safety protocols and complying with required legislation when picking up and dropping off passengers at stops and stations. If that's your week, this page is about your job.

The honest answer

AI changes the edges of this job, not the middle: driving the train between stations or freight depots is work software can't reach.

Your move: what you can actually do about this ↓

Where the work sits, by task weight

shifting to AI: 4%
changing shape: 3%
staying human: 93%

These bars are tasks changing hands, not people being counted out. The ledger below shows which.

Whole-job exposure score 10 out of 100 (7–16 allowing for uncertainty): minimal exposure, across 47 scored tasks. The number is the support for the sentence above it, not a headline about anyone’s future.

How we know this

What is measured: Every published task statement for train and tram drivers is rated on five dimensions: can a model produce the output, does the work need a body in a room, does it need a legally accountable person, does it depend on a person being trusted in the moment, and how much data exists. A published formula turns those five ratings into the score; the model never writes the number.

How the bar is built: Each task’s share of the bar is its published importance weight, so a task you do all day counts for more than one you do twice a year.

Release: 2026-q4.1, scores computed 2026-08-04. Read the full method.

What shifts is writing incident reports for safety and security documentation. This page scores what today's tools actually do, not headlines.

Your week, as this page understands it

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. The job title says “train” or “tram drivers”: officially one job, two names. The real job is the part underneath: driving the train between stations or freight depots. That is the thing someone has to be right about.

The exposed part of this job is specific, and we won’t pretend it is coming back. But train and tram drivers is not one task. It is 47 scored ones, and they are nowhere near equally exposed. The most durable of them, on this evidence, is driving the train between stations or freight depots, and the ledger below shows exactly why.

Where the work sits, by task weight

shifting to AI: 4%
changing shape: 3%
staying human: 93%

These bars are tasks changing hands, not people being counted out. The ledger below shows which.

How we know this

How the bar is built: Each task’s share of the bar is its published importance weight, so a task you do all day counts for more than one you do twice a year.

Release: 2026-q4.1, scores computed 2026-08-04. Read the full method.

Your job, task by task

These are the official task statements for this occupation, in plain English, sorted by what the evidence says is happening to each one. The official wording sits under every line so you can check the rewrite against it.

6 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in the free routes below; none is presented as a measurement for this job.
Task clusters are not derived in this release, so the task-cluster field is empty and no Collab365 Space routing is attached to this occupation yet.

Shifting to AI

2 tasks

Tasks today’s tools can already do most of. This is the part we will not soften: where these rows are the bulk of your week, the week changes.

Writing incident reports for safety and security documentation
This is reading one thing and writing another: incident reports in, a record out. That is the shape today's tools are built for.
importance 70 · 8231/00
Source: “Write incident reports for safety and security documentation.” (UK task statement)
How this row was scored
Exposure score: 68 out of 100 (61–75 allowing for uncertainty): high exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; mistakes that are cheap to catch.
The rating behind it: Incident reports follow a standard format software drafts well, but the facts come from what the guard witnessed.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Reporting external factors that may delay or prevent the completion of planned journeys
This is reading one thing and writing another: external factors in, a record out. That is the shape today's tools are built for.
importance 70 · 8231/00
Source: “Report external factors that may delay or prevent the completion of planned journeys.” (UK task statement)
How this row was scored
Exposure score: 62 out of 100 (58–66 allowing for uncertainty): high exposure, high confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Traffic, weather and roadworks disruption is already tracked and reported automatically from live data feeds.
The five ratings: output a model can produce 3/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 4/4.

Changing shape

2 tasks

Tasks where the machine takes the producing and a person keeps the checking, the deciding, or the answering-for-it. For most jobs this is the biggest group, and it is where "transformation, not termination" is literally visible.

Recording equipment problems, onboard issues and delays for operational review
The software now makes the first pass at equipment problems, onboard issues and delays, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 70 · 8231/00
Source: “Record equipment problems, onboard issues, and delays for operational review.” (UK task statement)
How this row was scored
Exposure score: 49 out of 100 (42–56 allowing for uncertainty): partial exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Logging faults and delays is form-filling that software already handles well once the driver notes the facts.
The five ratings: output a model can produce 3/4 · needs a body in a room 1/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Making passenger announcements
The software now makes the first pass at passenger announcements, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 50 · 8231/00
Source: “Make passenger announcements.” (UK task statement)
How this row was scored
Exposure score: 53 out of 100 (46–60 allowing for uncertainty): partial exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Automated on-board announcement systems already handle most stop and service messages.
The five ratings: output a model can produce 3/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 4/4.

Staying human

43 tasks

Tasks that stay with a person, because they happen in the physical world, because the rules need someone accountable, or because the value is that a specific person does them.

Driving the train between stations or freight depots
This work happens in the physical world: the train, in a real place. Software cannot follow it there.
importance 100 · 8231/00
Source: “Drive the train between stations or freight depots.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Driving the train means a licensed driver physically at the controls for the whole journey.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 3/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Driving trains in a safe and efficient manner using the appropriate operating procedures and controls
This work happens in the physical world: trains, in a real place. Software cannot follow it there.
importance 100 · 8231/00
Source: “Drive trains in a safe and efficient manner using the appropriate operating procedures and controls.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Safe train handling is done by a licensed driver in the cab, using the controls in real time.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 3/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Demonstrating a thorough knowledge of train operations
This work happens in the physical world: a thorough knowledge of train operations, in a real place. Software cannot follow it there.
importance 95 · 8231/00
Source: “Demonstrate a thorough knowledge of train operations, including mobilizing, immobilizing, identifying faults, and taking appropriate action.” (UK task statement)
How this row was scored
Exposure score: 5 out of 100 (0–12 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Knowing how to isolate a fault and act on it is applied in the cab by a licensed driver.
The five ratings: output a model can produce 1/4 · needs a body in a room 3/4 · needs an accountable person 3/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Operating locomotives to transport freight or passengers and manage trains within rail yards
This work happens in the physical world: locomotives, in a real place. Software cannot follow it there.
importance 95 · 8231/00
Source: “Operate locomotives to transport freight or passengers and manage trains within rail yards.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Moving locomotives and trains around yards requires a licensed driver on board operating them.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 3/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Using controls like throttles or air brakes to drive various types of locomotives
This work happens in the physical world: controls like throttles, in a real place. Software cannot follow it there.
importance 95 · 8231/00
Source: “Use controls like throttles or air brakes to drive various types of locomotives.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Working throttles and brakes is hands-on driving that only a licensed driver in the cab can do.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 3/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Checking controls and equipment before a journey
This work happens in the physical world: controls, in a real place. Software cannot follow it there.
importance 90 · 8231/00
Source: “Check controls and equipment before a journey.” (UK task statement)
How this row was scored
Exposure score: 6 out of 100 (2–10 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Pre-journey checks mean physically walking round and testing equipment before the train moves.
The five ratings: output a model can produce 1/4 · needs a body in a room 3/4 · needs an accountable person 2/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.

Show the other 37 tasks

Reporting accidents promptly in compliance with legal requirements and company procedures
staying human
The rules require a named, qualified person to answer for accidents, and that person cannot be a piece of software.
importance 85 · 8231/00
Source: “Report accidents promptly in compliance with legal requirements and company procedures.” (UK task statement)
How this row was scored
Exposure score: 36 out of 100 (29–43 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; someone qualified has to answer for it.
The rating behind it: The report itself drafts easily, but a licensed train driver must give their own account of what happened.
The five ratings: output a model can produce 3/4 · needs a body in a room 1/4 · needs an accountable person 2/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Documenting and preparing reports of accidents
staying human
The rules require a named, qualified person to answer for reports of accidents, and that person cannot be a piece of software.
importance 70 · 8231/00
Source: “Document and prepare reports of accidents, unscheduled stops, or delays.” (UK task statement)
How this row was scored
Exposure score: 36 out of 100 (29–43 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; someone qualified has to answer for it.
The rating behind it: Writing up delays and unscheduled stops is routine reporting, though the licensed driver must confirm their own account.
The five ratings: output a model can produce 3/4 · needs a body in a room 1/4 · needs an accountable person 2/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Preparing for duty and consider route risk assessments
staying human
The rules require a named, qualified person to answer for duty, and that person cannot be a piece of software.
importance 60 · 8231/00
Source: “Prepare for duty and consider route risk assessments.” (UK task statement)
How this row was scored
Exposure score: 27 out of 100 (20–34 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; someone qualified has to answer for it.
The rating behind it: Route risk information can be prepared and presented by software, but the licensed driver must take it in and sign on for duty.
The five ratings: output a model can produce 2/4 · needs a body in a room 1/4 · needs an accountable person 3/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Checking to ensure that brake examination tests are conducted at shunting yards
staying human
This work happens in the physical world: ensure, in a real place. Software cannot follow it there.
importance 75 · 8231/00
Source: “Check to ensure that brake examination tests are conducted at shunting yards.” (UK task statement)
How this row was scored
Exposure score: 18 out of 100 (11–25 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Confirming brake tests were done is largely a records and communication check, though it happens around the yard.
The five ratings: output a model can produce 2/4 · needs a body in a room 2/4 · needs an accountable person 2/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Communicating effectively with team members and customers to develop positive working relationships
staying human
This work happens in the physical world: team members, in a real place. Software cannot follow it there.
importance 50 · 8231/00
Source: “Communicate effectively with team members and customers to develop positive working relationships.” (UK task statement)
How this row was scored
Exposure score: 16 out of 100 (9–23 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world; the value is that a specific person does it.
The rating behind it: Building good working relationships with colleagues and passengers depends on real conversations rather than anything written in advance.
The five ratings: output a model can produce 2/4 · needs a body in a room 2/4 · needs an accountable person 0/4 · needs to be trusted in the moment 3/4 · how much data exists 3/4.
Conferring with conductors and other workers via radiotelephones or computers to exchange switching information
staying human
This work happens in the physical world: conductors, in a real place. Software cannot follow it there.
importance 60 · 8231/00
Source: “Confer with conductors and other workers via radiotelephones or computers to exchange switching information.” (UK task statement)
How this row was scored
Exposure score: 15 out of 100 (8–22 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Safety-critical radio exchanges follow set wording, but a licensed driver must be the one giving and accepting them.
The five ratings: output a model can produce 2/4 · needs a body in a room 2/4 · needs an accountable person 3/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Checking to ensure that documentation
staying human
This work happens in the physical world: ensure, in a real place. Software cannot follow it there.
importance 70 · 8231/00
Source: “Check to ensure that documentation, such as procedure manuals or logbooks, are in the driver's cab and available for staff use.” (UK task statement)
How this row was scored
Exposure score: 13 out of 100 (6–20 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: Checking the right manuals and logbooks are in the cab is a simple records task with a quick physical look.
The five ratings: output a model can produce 2/4 · needs a body in a room 3/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Following company procedures for handling failures
staying human
This work happens in the physical world: company procedures, in a real place. Software cannot follow it there.
importance 80 · 8231/00
Source: “Follow company procedures for handling failures, breakdowns, or non-vehicle problems to ensure service continuity.” (UK task statement)
How this row was scored
Exposure score: 12 out of 100 (5–19 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: The procedure is written down, but working through a breakdown happens at the roadside with the vehicle.
The five ratings: output a model can produce 2/4 · needs a body in a room 3/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Monitoring gauges or meters to measure various parameters in brake lines or main reservoirs
staying human
This work happens in the physical world: gauges, in a real place. Software cannot follow it there.
importance 80 · 8231/00
Source: “Monitor gauges or meters to measure various parameters in brake lines or main reservoirs.” (UK task statement)
How this row was scored
Exposure score: 11 out of 100 (4–18 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Reading gauges is simple, but the driver has to be in the cab watching them while the train runs.
The five ratings: output a model can produce 2/4 · needs a body in a room 3/4 · needs an accountable person 2/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Using radio communication to receive current route information from the control room
staying human
This work happens in the physical world: radio communication, in a real place. Software cannot follow it there.
importance 80 · 8231/00
Source: “Use radio communication to receive current route information from the control room.” (UK task statement)
How this row was scored
Exposure score: 9 out of 100 (2–16 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Route messages are simple information, but the driver has to be in the cab to receive and act on them.
The five ratings: output a model can produce 2/4 · needs a body in a room 3/4 · needs an accountable person 2/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Carrying out pre-start checks of equipment and processes before operation or as part of handover
staying human
This work happens in the physical world: pre-start checks of equipment, in a real place. Software cannot follow it there.
importance 85 · 8231/00
Source: “Carry out pre-start checks of equipment and processes before operation or as part of handover.” (UK task statement)
How this row was scored
Exposure score: 8 out of 100 (1–15 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Pre-start and handover checks mean physically inspecting equipment, even though the checklist itself is written down.
The five ratings: output a model can produce 1/4 · needs a body in a room 3/4 · needs an accountable person 2/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Reporting emergencies to supervisors or controllers using radios
staying human
This work happens in the physical world: emergencies, in a real place. Software cannot follow it there.
importance 75 · 8231/00
Source: “Report emergencies to supervisors or controllers using radios.” (UK task statement)
How this row was scored
Exposure score: 8 out of 100 (1–15 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Reporting an emergency is quick radio work, but the driver has to be there to see what happened.
The five ratings: output a model can produce 2/4 · needs a body in a room 3/4 · needs an accountable person 2/4 · needs to be trusted in the moment 1/4 · how much data exists 2/4.
Monitoring loading of freight to ensure compliance with procedures
staying human
This work happens in the physical world: freight, in a real place. Software cannot follow it there.
importance 60 · 8231/00
Source: “Monitor loading of freight to ensure compliance with procedures.” (UK task statement)
How this row was scored
Exposure score: 8 out of 100 (1–15 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Watching freight being loaded correctly means being there while it happens.
The five ratings: output a model can produce 1/4 · needs a body in a room 3/4 · needs an accountable person 2/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Speaking with control centres along the route about any issues
staying human
This work happens in the physical world: control centres along the route, in a real place. Software cannot follow it there.
importance 60 · 8231/00
Source: “Speak with control centres along the route about any issues.” (UK task statement)
How this row was scored
Exposure score: 8 out of 100 (1–15 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Talking to control about problems is ordinary communication, but the driver must be on the train to report them.
The five ratings: output a model can produce 2/4 · needs a body in a room 3/4 · needs an accountable person 2/4 · needs to be trusted in the moment 1/4 · how much data exists 2/4.
Following safety instructions for railway operations
staying human
This work happens in the physical world: safety instructions, in a real place. Software cannot follow it there.
importance 90 · 8231/00
Source: “Follow safety instructions for railway operations.” (UK task statement)
How this row was scored
Exposure score: 6 out of 100 (0–13 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: The rulebook is written down, but following it happens in the cab with a licensed driver responsible.
The five ratings: output a model can produce 1/4 · needs a body in a room 3/4 · needs an accountable person 3/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Following procedures for train dispatch
staying human
This work happens in the physical world: procedures, in a real place. Software cannot follow it there.
importance 85 · 8231/00
Source: “Follow procedures for train dispatch, ensuring the safe and efficient movement of trains.” (UK task statement)
How this row was scored
Exposure score: 6 out of 100 (0–13 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Dispatch procedures are written, but carrying them out safely happens in the cab with a licensed driver.
The five ratings: output a model can produce 1/4 · needs a body in a room 3/4 · needs an accountable person 3/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Performing daily vehicle checks to ensure safety and complete the daily defect report
staying human
This work happens in the physical world: vehicle checks, in a real place. Software cannot follow it there.
importance 85 · 8231/00
Source: “Perform daily vehicle checks to ensure safety and complete the daily defect report.” (UK task statement)
How this row was scored
Exposure score: 6 out of 100 (2–10 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Preparing a train and recording defects means walking round it, and the licensed driver must carry that check out personally.
The five ratings: output a model can produce 1/4 · needs a body in a room 3/4 · needs an accountable person 3/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Inspecting locomotives before each run to check for mechanical problems
staying human
This work happens in the physical world: locomotives before each run, in a real place. Software cannot follow it there.
importance 75 · 8231/00
Source: “Inspect locomotives before each run to check for mechanical problems.” (UK task statement)
How this row was scored
Exposure score: 6 out of 100 (2–10 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Checking a locomotive for mechanical problems means physically looking over it before the run.
The five ratings: output a model can produce 1/4 · needs a body in a room 3/4 · needs an accountable person 2/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Inspecting tracks, carriages and engines for defects and to determine service needs
staying human
This work happens in the physical world: tracks, carriages and engines, in a real place. Software cannot follow it there.
importance 70 · 8231/00
Source: “Inspect tracks, carriages, and engines for defects and to determine service needs.” (UK task statement)
How this row was scored
Exposure score: 6 out of 100 (2–10 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Checking the unit over for defects before service means being at the train, and the licensed driver is accountable for the check.
The five ratings: output a model can produce 1/4 · needs a body in a room 3/4 · needs an accountable person 3/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Demonstrating effective customer service skills to meet the needs of diverse customers and stakeholders
staying human
This work happens in the physical world: effective customer service skills, in a real place. Software cannot follow it there.
importance 50 · 8231/00
Source: “Demonstrate effective customer service skills to meet the needs of diverse customers and stakeholders.” (UK task statement)
How this row was scored
Exposure score: 6 out of 100 (0–13 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world; the value is that a specific person does it.
The rating behind it: Looking after passengers well depends on being on the train and responding to what people in front of you need.
The five ratings: output a model can produce 1/4 · needs a body in a room 3/4 · needs an accountable person 0/4 · needs to be trusted in the moment 3/4 · how much data exists 3/4.
Promoting a positive image of the transport environment and adhering to professional codes of conduct
staying human
This work happens in the physical world: a positive image of the transport environment, in a real place. Software cannot follow it there.
importance 50 · 8231/00
Source: “Promote a positive image of the transport environment and adhere to professional codes of conduct.” (UK task statement)
How this row was scored
Exposure score: 6 out of 100 (0–13 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: work that happens in the physical world; the value is that a specific person does it.
The rating behind it: Representing the service well comes across through how a driver behaves with passengers in person.
The five ratings: output a model can produce 1/4 · needs a body in a room 3/4 · needs an accountable person 0/4 · needs to be trusted in the moment 2/4 · how much data exists 2/4.
Ensuring passenger safety through compliance with safety protocols
staying human
This work happens in the physical world: passenger safety, in a real place. Software cannot follow it there.
importance 85 · 8231/00
Source: “Ensure passenger safety through compliance with safety protocols.” (UK task statement)
How this row was scored
Exposure score: 4 out of 100 (0–8 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world; someone qualified has to answer for it; the value is that a specific person does it.
The rating behind it: Keeping passengers safe means being in the cab making judgement calls, and only a licensed train driver may hold that responsibility.
The five ratings: output a model can produce 1/4 · needs a body in a room 3/4 · needs an accountable person 3/4 · needs to be trusted in the moment 2/4 · how much data exists 3/4.
Managing unexpected delays and responding
staying human
This work happens in the physical world: unexpected delays, in a real place. Software cannot follow it there.
importance 70 · 8231/00
Source: “Manage unexpected delays and respond to emergencies, such as passenger illness.” (UK task statement)
How this row was scored
Exposure score: 3 out of 100 (0–7 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; someone qualified has to answer for it; the value is that a specific person does it.
The rating behind it: Handling a passenger taken ill or a sudden disruption means being on the train responding as the licensed driver in charge.
The five ratings: output a model can produce 1/4 · needs a body in a room 3/4 · needs an accountable person 3/4 · needs to be trusted in the moment 3/4 · how much data exists 2/4.
Learning and memorizing various routes and routing features within required timescales
staying human
This work happens in the physical world: various routes, in a real place. Software cannot follow it there.
importance 60 · 8231/00
Source: “Learn and memorize various routes and route features within required timescales.” (UK task statement)
How this row was scored
Exposure score: 2 out of 100 (0–9 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Route knowledge has to be built by travelling the route repeatedly and held in the driver's head.
The five ratings: output a model can produce 0/4 · needs a body in a room 3/4 · needs an accountable person 3/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Controlling automatic doors
staying human
This work happens in the physical world: automatic doors, in a real place. Software cannot follow it there.
importance 90 · 8231/00
Source: “Control automatic doors.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Door control is operated from the cab at the moment passengers board and alight.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 2/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Departing from platforms and pull into stations safely
staying human
This work happens in the physical world: platforms, in a real place. Software cannot follow it there.
importance 90 · 8231/00
Source: “Depart from platforms and pull into stations safely.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Starting away and stopping at a platform is real-time driving by a licensed driver.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 3/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Following allocated driving schedules and instructions to ensure punctuality
staying human
This work happens in the physical world: allocated driving schedules, in a real place. Software cannot follow it there.
importance 90 · 8231/00
Source: “Follow allocated driving schedules and instructions to ensure punctuality, compliance, and contractual requirements are met.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Driving a train to a timetable is physical work at the controls that the law reserves to a licensed train driver.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 4/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Operating controls to open and close public transport vehicle doors
staying human
This work happens in the physical world: controls, in a real place. Software cannot follow it there.
importance 90 · 8231/00
Source: “Operate controls to open and close public transport vehicle doors.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Opening and closing doors is a control operated on the vehicle at the right moment.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 2/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Complying with required legislation when picking up and dropping off passengers at stops and stations
staying human
This work happens in the physical world: required legislation, in a real place. Software cannot follow it there.
importance 85 · 8231/00
Source: “Comply with required legislation when picking up and dropping off passengers at stops and stations.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Stopping, opening doors and dispatching at stations is physical work at the controls by a licensed driver.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 3/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Calling out railway signals to assistants to verify meanings
staying human
This work happens in the physical world: railway signals, in a real place. Software cannot follow it there.
importance 80 · 8231/00
Source: “Call out railway signals to assistants to verify meanings.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–7 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Calling out signals means seeing them from the moving cab and saying so out loud.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 2/4 · needs to be trusted in the moment 1/4 · how much data exists 2/4.
Picking up and drop off passengers at tram stops
staying human
This work happens in the physical world: and drop off passengers, in a real place. Software cannot follow it there.
importance 80 · 8231/00
Source: “Pick up and drop off passengers at tram stops.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Stopping at each tram stop for passengers is driving work done in the vehicle.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 2/4 · needs to be trusted in the moment 1/4 · how much data exists 1/4.
Receiving starting signals from conductors for locomotive operation
staying human
This work happens in the physical world: signals, in a real place. Software cannot follow it there.
importance 80 · 8231/00
Source: “Receive starting signals from conductors for locomotive operation.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Taking a starting signal happens in the cab at the moment the train is ready to move.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 2/4 · needs to be trusted in the moment 1/4 · how much data exists 2/4.
Monitoring tracks to detect obstructions
staying human
This work happens in the physical world: tracks, in a real place. Software cannot follow it there.
importance 75 · 8231/00
Source: “Monitor tracks to detect obstructions.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Watching the line ahead for obstructions requires the driver to be looking out of the moving cab.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 2/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Positioning engines for the next shift
staying human
This work happens in the physical world: engines, in a real place. Software cannot follow it there.
importance 70 · 8231/00
Source: “Position engines for the next shift.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Moving an engine into position for the next shift is driving work done on board.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 3/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Effectivelying handle dangerous goods in emergency situations
staying human
This work happens in the physical world: handle dangerous goods, in a real place. Software cannot follow it there.
importance 60 · 8231/00
Source: “Effectively handle dangerous goods in emergency situations, ensuring the safety of all stakeholders.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Dealing with dangerous goods in an emergency is physical action at the scene by trained, certified staff.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 3/4 · needs to be trusted in the moment 1/4 · how much data exists 2/4.
Regulating or shutting down equipment during emergency situations as directed by supervisory personnel
staying human
This work happens in the physical world: equipment during emergency situations, in a real place. Software cannot follow it there.
importance 60 · 8231/00
Source: “Regulate or shut down equipment during emergency situations as directed by supervisory personnel.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Shutting equipment down in an emergency requires a licensed driver physically at the controls.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 3/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Ensuring safe, secure and legal parking or stabling of the company vehicle
staying human
This work happens in the physical world: safe, secure and legal parking or stabling, in a real place. Software cannot follow it there.
importance 50 · 8231/00
Source: “Ensure safe, secure, and legal parking or stabling of the company vehicle.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Stabling a train safely is physical work at the controls, which only a licensed train driver may do.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 3/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.

What this job pays, and how many people do it

Median pay: £76,300a year, before tax, the middle of the range, so half earn more and half earn less.ashe-t14, 2025 · ASHE 2025 provisional (reference April 2025)Provisional, because the ONS revises this figure in the autumn.
How we know this
Source: ashe-t14
Reference period: ASHE 2025 provisional (reference April 2025)
Rounding: Shown to the nearest £100. The exact published figure is in the downloadable dataset. We do not render pounds the survey cannot support.
People doing this job: 40,600in the UK, 2026.nomis-aps · Apr 2025-Mar 2026 (latest APS 12-month period)This headcount comes from a survey, not a census, so treat it as a good estimate rather than an exact count.

What is deliberately not here: a forecast of how many of these jobs exist in ten years. Where an official projection exists for a market we publish it with its vintage; where it does not, we leave the space empty rather than borrow the other country’s number.

Why this is shifting

The reason is boringly specific. Most of what is shifting here is reading one thing and writing another: incident reports in, a record out. The rows above are exactly that shape: writing incident reports for safety and security documentation and reporting external factors that may delay or prevent the completion of planned journeys. What it cannot do is be answerable: the train needs a named person the rules will accept, and software cannot be that person. Which is why this page talks about your tasks changing, not your job ending.

Your move

Over a pint: what I’d tell you if you were my friend

Start with what does not change: driving the train between stations or freight depots is the middle of this job, and the evidence on this page says it stays with a person.

So, given all that: 4% of this job's task weight sits in rows the software is already learning, 3% in rows that change shape rather than disappear, and 93% in rows it is nowhere near. That is the position, measured across 47 scored tasks. It is not a forecast about you.

So the thing worth your attention is not the job going away. It is the layer around it. Writing incident reports for safety and security documentation is the part turning into software, and being the person who understands that layer is worth money.

This week: one thing

Ask the one question. Find whoever is bringing new software into your workplace (the manager, the office, whoever runs the system) and ask them what it is meant to do to incident reports, and what it is not meant to touch. Ten minutes, this week, before anyone decides it for you.

What you end up holding: a straight answer about what is actually being rolled out, and when
How long it takes: ten minutes

If there’s nobody obvious to ask, or you’d rather not ask your manager: Put the same question to your union rep, your shift lead or the person who has been there longest, in person, over a break. Same ten minutes, same answer, and you will usually get a straighter one. Write down what they say. The note is the artifact, and it tells you whether the train is in scope or not. Nothing to log into, no licence needed.

Over the next 90 days

Get inside the tool rollout rather than waiting for it. Over the next ninety days, ask to be in the group that tests, checks or signs off whatever new system arrives near recording equipment problems, onboard issues and delays for operational review. It is usually an unglamorous seat that nobody fights for, and it is the one that decides how the software is used on your job rather than to it.

Over the next 12 months

On this evidence I would not retrain out of this job, and I will say that plainly rather than hedge it. The task list here is dominated by work that stays with a person. What I would do with a year is get formally recognised for the layer around it (the systems, the compliance, the planning), so you are the one who understands the software instead of the one it is done to. Before you pay for anything, spend an hour with National Careers Service. It is free and government-funded, and it is listed below with the rest of the free routes.

The roads out of here, and why I am not sending you down them

I looked at the obvious moves out of this job, and here is what I found.

I checked the 12 nearest UK occupations to train and tram drivers (nearest by the work that AI is not taking, not by job title), and none of them survived. The closest was bus and coach drivers: only about 25% of its durable work is work you already do and it pays 52.4% less. And on the numbers you do not need one. This job scores 10/100 here, with only 4% of the task list in the top band, and “drive the train between stations or freight depots” is not work that hands over cleanly. None of them beats deepening what you already have.

How that was checked: this job was compared against all 412 UK occupations in this release on their official task statements, and the 12 nearest were examined one by one. A move that turns on an industry, an employer or a qualification rather than on the work itself will not show up in a check like that. And this release carries no licence register, so anything you are weighing needs that looked up separately.

3 moves I checked and rejected

These are the obvious-looking jumps. They are here with their reasons rather than quietly dropped, because the ones that fail are worth knowing about. It is one less thing to turn over at night.

Bus and coach drivers
Why it looked obvious: It came up as a near neighbour because one of your tasks is on their list in the same words: “comply with required legislation when picking up and dropping off passengers at stops and stations”. Across the whole of both lists that adds up to about 25% of the work in that job the software is not taking.
Why I am not recommending it: It is closer than most, and still not close enough: about 25% of that job's durable work is already yours, against the 35% I want to see before I will call something a route. It is a pay cut, in those words: £36,340 against your £76,327, 52.4% less (ASHE Table 14.7a, 2025 provisional (both)). Retraining to earn less is a decision, not advice.
Look at that job’s page anyway →
Rail travel assistants
Why it looked obvious: It came up as a near neighbour because one of your tasks is on their list in the same words: “check controls and equipment before a journey”. Across the whole of both lists that adds up to about 16% of the work in that job the software is not taking.
Why I am not recommending it: You would be starting most of it from nothing: about 16% of the durable work in that job is work you do today, and the rest you would be learning while the bills carried on. It is a pay cut, in those words: £46,062 against your £76,327, 39.7% less (ASHE Table 14.7a, 2025 provisional (both)). Retraining to earn less is a decision, not advice.
Look at that job’s page anyway →
Rail transport operatives
Why it looked obvious: It came up as a near neighbour because one of your tasks is on their list in the same words: “follow procedures for train dispatch, ensuring the safe and efficient movement of trains”. Across the whole of both lists that adds up to about 14% of the work in that job the software is not taking.
Why I am not recommending it: You would be starting most of it from nothing: about 14% of the durable work in that job is work you do today, and the rest you would be learning while the bills carried on. It is a pay cut, in those words: £57,088 against your £76,327, 25.2% less (ASHE Table 14.7a, 2025 provisional (both)). Retraining to earn less is a decision, not advice.
Look at that job’s page anyway →

What I’d stop worrying about

A friend tells you what not to spend fear on. This is that list.

The headline number you read somewhere
The big “X% of jobs” figures are about the whole economy, not about you. The number that describes your job is on this page: 4% of its task weight, across 47 scored tasks. Every row behind it is printed above with the source. Check ours; ignore theirs.
The headlines about your trade disappearing
They are usually about the technology, not the timetable. Changes to work like driving the train between stations or freight depots arrive through rules, insurance and money, slowly and visibly. This page tracks the task evidence and will move when it moves.
Retraining out of a job that is holding up
On this evidence I would not spend money leaving. Spend it on the layer around the job instead: the tools, the paperwork, the planning. That is where the change actually is.
The “obvious” next job everyone suggests
I checked the obvious moves and most of them did not survive. The reasons are printed with the routes above, including the pay and the gate. A move that fails on the numbers is worth knowing about so you can stop turning it over at night.

You are reading the United Kingdom figures

The United States splits this work across more than one official group, of which Loading and Moving Machine Operators, Underground Mining is the closest. The pay and employment figures are not directly comparable, and we do not average them together.

Switch to the United States page →partial match

The other groups this work is counted across:

In US official statistics this job is counted as Loading and Moving Machine Operators, Underground Mining, Locomotive Engineers, Rail Yard Engineers, Dinkey Operators, and Hostlers, Railroad Brake, Signal, and Switch Operators and Locomotive Firers and Subway and Streetcar Operators. Pay is shown separately for each of those groups (medians cannot be averaged together), while the task list and the scores on this page are for this group only.

Your route through this

Where to go next, and what it costs

Free, and complete

The moves above cost nothing. These are the real services that go with them: public, government-funded, and free at the point of use. Nothing on this page is behind an email address or a payment.

In England:
National Careers Service
A free hour with a government-funded careers adviser is worth more than another evening of reading. In England that's the National Careers Service.
Free, government-funded
- Discover your skills and careers (the skills assessment)
In England:
National Careers Service - Find a course
Search what's actually running near you before you spend anything.
Free to search; individual courses vary
In England:
Free courses for jobs (Level 3 qualifications)
A free Level 3 qualification you already qualify for beats a paid course you don't need.
Free for eligible adults
In England:
Skills Bootcamps
Free, up to 16 weeks, and you get a job interview at the end. In England these are Skills Bootcamps - search what's running near you.
Free for eligible adults in England
- Skills Bootcamps - what they are and who can do them (DfE, Skills for Careers)
- Skills Bootcamps - JobHelp (DWP)
In Scotland:
My World of Work (Skills Development Scotland)
In Scotland it's My World of Work, from Skills Development Scotland.
Free, publicly funded
- Skills Development Scotland
In Wales:
Careers Wales
In Wales it's Careers Wales.
Free, Welsh Government-funded
In Northern Ireland:
Careers Service Northern Ireland
In Northern Ireland it's the Careers Service on nidirect.
Free, Department for the Economy-funded

Why there is no community here

Collab365, who build this site, run paid Spaces for a small number of subjects, and none of them is built for this job. We are not going to point you at the nearest one and call it a fit.

So the free services listed on this page are the whole answer, and it is the same answer we would give a friend.

Noted, and thank you. We’ll email you if a Space for train / tram drivers launches. Nothing else.

That did not look like an email address, so nothing was saved. Have another go below.

We could not save that. The fault is ours, not yours, and your address was not stored. Please try again later.

No Space for train / tram drivers yet. Should there be one?

Collab365 Spaces is built by the same people as this site. We find the problems that AI and automation are creating inside one kind of work, then solve them as short courses, briefings and Blueprints. Each Space is the community too, so the research and the people doing your job are in the same place.

What a Space actually is, in full

Collab365 launches new communities where the need is real. If one for train / tram drivers existed, with researched problems, courses and people in the same boat, would you want in?

Your email

We use your email address for one thing: to tell you if a Space for train / tram drivers launches. We never sell it, never use it for unrelated marketing, and every email has a one-click unsubscribe. Our privacy policy has the full version.

This unlocks nothing. Every figure, every row and every step on this page is already yours, whether you fill this in or not.

No deadline on any of this. The page will still be here, and the data is refreshed on a published schedule rather than when someone wants a headline.

Questions people ask about this job

Will AI replace Train and tram drivers?: Not as a job, but it is already doing parts of the work. Across the 47 official task statements scored for Train and tram drivers (United Kingdom, SOC 8231), 4% of the importance-weighted core work is made of tasks today's AI could already do most of. The overall exposure score is 10 out of 100 (range 7–16, band: minimal). That is a statement about tasks, not about headcount: this measures what AI could do, not whether any employer adopts it, whether the law allows it, or whether doing the routine parts faster creates more demand for the human parts. Figures are from release 2026-q4.1.
Which tasks in “Train and tram drivers” can AI already do?: The highest-scoring tasks in release 2026-q4.1 are: “Write incident reports for safety and security documentation” (68/100, high); “Report external factors that may delay or prevent the completion of planned journeys” (62/100, high); “Make passenger announcements” (53/100, partial). Each score comes from five published 0–4 ratings turned into a number by a published formula, and each carries the model's one-sentence reason on the page.
Which tasks in “Train and tram drivers” stay human?: About 93% of this job's task weight sits in work that scores low for AI exposure. The lowest-scoring tasks in release 2026-q4.1 are: “Ensure safe, secure, and legal parking or stabling of the company vehicle” (0/100, minimal); “Regulate or shut down equipment during emergency situations as directed by supervisory personnel” (0/100, minimal); “Effectively handle dangerous goods in emergency situations, ensuring the safety of all stakeholders” (0/100, minimal). Low scores usually mean the task needs a body in a room, a legally accountable human, or trust built in real time. Those are the three things the scoring rubric treats as gates rather than obstacles.
What should someone working in “Train and tram drivers” do about AI?: Start from the ledger rather than the headline: 4% of this job's weighted core work is exposed, and roughly 93% is not. The practical move is to spend more of your week on the tasks that score low, the ones above, and to get fluent at directing AI through the tasks that score high, because those are the parts that change whether or not you are ready for them. This page does not predict your job, and nothing here is career advice tailored to you: the score describes the occupation, not the person.
How is the AI exposure score for Train and tram drivers calculated?: Each official task statement for the occupation is rated on five published 0–4 dimensions (output replicability, physical embodiment, licensed accountability, real-time human trust, and data availability) by claude-opus-5 using scoring prompt task_scoring_v1.0. The model never writes the score; a published formula turns the five ratings into a 0–100 number, so every score can be recomputed by hand. The occupation figure is the importance-weighted mean across 47 scored tasks. The prompt, the rubric, the formula and the full dataset are published at https://futureproof.collab365.com/method and https://futureproof.collab365.com/data/2026-q4.1 under CC BY 4.0.

Where these numbers come from

About the data on this page

Provisional, because the ONS revises this figure in the autumn.
This headcount comes from a survey, not a census, so treat it as a good estimate rather than an exact count.
The match between this job and its counterpart in the other country is partial, so the two pages count slightly different groups of people.
6 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in the free routes below; none is presented as a measurement for this job.
Task clusters are not derived in this release, so the task-cluster field is empty and no Collab365 Space routing is attached to this occupation yet.

Task statements: gaisi-indexProcessing: catalogue-bridge → ssc-relatedness-weighting → task-scoring → score-aggregation
Task weights: gaisi-index (relatedness)
Scores: Rubric task_scoring_v1.0, model claude-opus-5, computed 2026-08-05.
Pay and employment: ashe-t14 (ASHE 2025 provisional (reference April 2025))nomis-aps (Apr 2025-Mar 2026 (latest APS 12-month period))

Figures on this page come from release 2026-q4.1, published 2026-08-05. Every release keeps its own permanent address, so a figure you cite in March is still there, unchanged, in November.

The plain-English wording on this page is assembled directly from the task statements and the published ratings, not written by hand for this occupation. That is why it is specific, and it is also why we say so.

The routes and free resources further up are today’s, not the release’s (last reviewed 2026-08-05). A route is an offer, not a historical fact, so it moves on its own clock.

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Using these figures?

Cite this

Everything on this site is published under CC BY 4.0. Quote it, chart it, sell something built on it. Just say where it came from, and cite the dated release rather than the site, so the figure you quote stays checkable.

Plain text

Collab365 (2026). Collab365 Futureproof: task-level AI exposure for US and UK occupations, release 2026-q4.1 (methodVersion 2.0.0, promptVersion task_scoring_v1.0). https://futureproof.collab365.com/data/2026-q4.1. Licensed CC BY 4.0. Built with O*NET data (USDOL/ETA, CC BY 4.0); ONS data (Open Government Licence v3.0); GAISI task framework (arXiv:2507.22748, MIT); BLS data (public domain).

BibTeX

@misc{collab365futureproof2026q41,
  title        = {Collab365 Futureproof: task-level AI exposure for US and UK occupations, release 2026-q4.1},
  author       = {{Collab365}},
  year         = {2026},
  url          = {https://futureproof.collab365.com/data/2026-q4.1},
  note         = {Release 2026-q4.1, methodVersion 2.0.0, promptVersion task_scoring_v1.0, CC BY 4.0}
}

Permalink

https://futureproof.collab365.com/data/2026-q4.1

Data as of release 2026-q4.1, published 2026-08-05. Releases never change after publication; when the figures move, a new dated release is published beside this one and this one stays exactly where it is.