Will AI replace Bus and coach drivers?

Not as a job, but it is already doing parts of the work. Across the 51 official task statements scored for Bus and coach drivers (United Kingdom, SOC 8212), 10% of the importance-weighted core work is made of tasks today's AI could already do most of. The overall exposure score is 14 out of 100 (range 12–19, 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 “Bus and coach drivers” can AI already do?

The highest-scoring tasks in release 2026-q4.1 are: “Interpret maps to determine vehicle routes” (83/100, very high); “Maintain a log book of financial transactions” (75/100, high); “Prepare and submit reports including the number of students or journeys” (75/100, high). 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 “Bus and coach drivers” stay human?

About 83% 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: “Help children and adults to cross the road safely” (0/100, minimal); “Ensure uniforms are clean and presentable to uphold company image” (0/100, minimal); “Clean bus interiors to ensure a hygienic environment for students” (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 “Bus and coach drivers” do about AI?

Start from the ledger rather than the headline: 10% of this job's weighted core work is exposed, and roughly 83% 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 Bus and coach 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 51 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

Bus and coach drivers

complying with traffic regulations to operate vehicles in a safe and courteous manner, reporting accidents promptly in compliance with legal requirements and company procedures and performing daily vehicle checks to ensure safety and complete the daily defect report. If that's your week, this page is about your job.

The honest answer

AI changes the edges of this job, not the middle: complying with traffic regulations to operate vehicles in a safe and courteous manner 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: 10%
changing shape: 8%
staying human: 83%

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

Whole-job exposure score 14 out of 100 (12–19 allowing for uncertainty): minimal exposure, across 51 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 bus and coach 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 interpreting maps to determine vehicle routes. This page scores what today's tools actually do, not headlines.

Your week, as this page understands it

Bus and coach drivers drive road passenger-carrying vehicles such as buses, coaches and mini-buses. The job title says “bus” or “coach drivers”: officially one job, two names. The real job is the part underneath: complying with traffic regulations to operate vehicles in a safe and courteous manner. 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 bus and coach drivers is not one task. It is 51 scored ones, and they are nowhere near equally exposed. The most durable of them, on this evidence, is complying with traffic regulations to operate vehicles in a safe and courteous manner, and the ledger below shows exactly why.

Where the work sits, by task weight

shifting to AI: 10%
changing shape: 8%
staying human: 83%

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

6 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.

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 · 8212/00
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.
Interpreting maps to determine vehicle routes
This is reading one thing and writing another: maps in, a record out. That is the shape today's tools are built for.
importance 60 · 8212/00
Source: “Interpret maps to determine vehicle routes.” (UK task statement)
How this row was scored
Exposure score: 83 out of 100 (79–87 allowing for uncertainty): very 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: Satnav reads maps and picks routes very well, though drivers still override it when a road suits no lorry.
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 4/4.
Maintaining a log book of financial transactions
This is reading one thing and writing another: a log book of financial transactions in, a record out. That is the shape today's tools are built for.
importance 60 · 8212/00
Source: “Maintain a log book of financial transactions.” (UK task statement)
How this row was scored
Exposure score: 75 out of 100 (68–82 allowing for uncertainty): high 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: Keeping a log of takings is straightforward record-keeping, and ticket machines already capture the figures.
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 3/4.
Preparing and submitting reports, the number of students or journeys
This is reading one thing and writing another: reports, the number of students or journeys in, a record out. That is the shape today's tools are built for.
importance 60 · 8212/00
Source: “Prepare and submit reports including the number of students or journeys.” (UK task statement)
How this row was scored
Exposure score: 75 out of 100 (71–79 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: Counting journeys or passengers and writing it up is routine reporting drawn from data the system already holds.
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 3/4.

Changing shape

4 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.

Reporting delays, irregularities, equipment failures or incidents affecting passenger safety or service
The software now makes the first pass at delays, irregularities, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 80 · 8212/00
Source: “Report delays, irregularities, equipment failures, or incidents affecting passenger safety or service.” (UK task statement)
How this row was scored
Exposure score: 56 out of 100 (52–60 allowing for uncertainty): partial 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: Writing up delays, faults and incidents is reporting work, and drafts come straight from the vehicle's own data.
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 3/4.
Reporting accidents promptly in compliance with legal requirements and company procedures
The software now makes the first pass at accidents, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 80 · 8212/00
Source: “Report accidents promptly in compliance with legal requirements and company procedures.” (UK task statement)
How this row was scored
Exposure score: 42 out of 100 (38–46 allowing for uncertainty): partial 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: Writing up an accident report follows a set format, and software drafts it well from the details given.
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 1/4 · 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 70 · 8212/00
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

41 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.

Complying with traffic regulations to operate vehicles in a safe and courteous manner
This work happens in the physical world: traffic regulations, in a real place. Software cannot follow it there.
importance 95 · 8212/00
Source: “Comply with traffic regulations to operate vehicles in a safe and courteous manner.” (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 bus safely and courteously through traffic is physical work at the wheel by a licence holder.
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.
Driving a bus or coach in accordance with legal requirements and company procedures
This work happens in the physical world: a bus, in a real place. Software cannot follow it there.
importance 95 · 8212/00
Source: “Drive a bus or coach in accordance with legal requirements and company procedures.” (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 vehicle is the task, and it needs a licensed driver in the seat.
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.
Answering passengers' queries about routes
This work happens in the physical world: passengers' queries, in a real place. Software cannot follow it there.
importance 90 · 8212/00
Source: “Answer passengers' queries about routes, arrival times and connections.” (UK task statement)
How this row was scored
Exposure score: 35 out of 100 (28–42 allowing for uncertainty): low 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: Route and connection answers are already given well by journey planners, though passengers usually ask the driver on board.
The five ratings: output a model can produce 3/4 · needs a body in a room 2/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 4/4.

Show the other 41 tasks

Preparing and submitting reports on fuel used or fares
shifting to AI
This is reading one thing and writing another: reports in, a record out. That is the shape today's tools are built for.
importance 60 · 8212/00
Source: “Prepare and submit reports on fuel used or fares received.” (UK task statement)
How this row was scored
Exposure score: 75 out of 100 (71–79 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: Fuel and takings reports are compiled straight from ticket machine and telematics data with almost no manual work.
The five ratings: output a model can produce 4/4 · 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.
Recording cash receipts and ticket fares in a log book
shifting to AI
This is reading one thing and writing another: cash receipts in, a record out. That is the shape today's tools are built for.
importance 60 · 8212/00
Source: “Record cash receipts and ticket fares in a log book.” (UK task statement)
How this row was scored
Exposure score: 75 out of 100 (71–79 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: Recording cash and fares in a log is basic bookkeeping that software does quickly and accurately.
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 3/4.
Preparing for duty and consider route risk assessments
changing shape
The software now makes the first pass at duty, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 70 · 8212/00
Source: “Prepare for duty and consider route risk assessments.” (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: Reading route risk assessments and duty paperwork before signing on is document work software prepares well.
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.
Providing information concerning fares, timetables, changes and routes
staying human
This work happens in the physical world: information concerning fares, timetables, changes and routes, in a real place. Software cannot follow it there.
importance 85 · 8212/00
Source: “Provide information concerning fares, timetables, changes, and routes.” (UK task statement)
How this row was scored
Exposure score: 35 out of 100 (28–42 allowing for uncertainty): low 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: Fare, timetable and route information is published data that software presents accurately and instantly.
The five ratings: output a model can produce 3/4 · needs a body in a room 2/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 4/4.
Inspecting tickets and passes for validity
staying human
This work happens in the physical world: tickets, in a real place. Software cannot follow it there.
importance 85 · 8212/00
Source: “Inspect tickets and passes for validity.” (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; mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: Readers already validate most tickets automatically, but checking passes at the door happens as people board.
The five ratings: output a model can produce 3/4 · 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 4/4.
Processing transactions, tickets and passes and checking documents
staying human
This work happens in the physical world: transactions, tickets and passes and checking documents, in a real place. Software cannot follow it there.
importance 75 · 8212/00
Source: “Process transactions, tickets, and passes, and check documents where appropriate.” (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; mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: Ticketing systems already process most payments, though taking money and checking passes happens at the door.
The five ratings: output a model can produce 3/4 · 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 4/4.
Collecting fares or vouchers from passengers
staying human
This work happens in the physical world: fares, in a real place. Software cannot follow it there.
importance 85 · 8212/00
Source: “Collect fares or vouchers from passengers.” (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; mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: Card readers and apps handle the money, but taking a fare still happens face to face in the cab.
The five ratings: output a model can produce 3/4 · 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.
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 70 · 8212/00
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.
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 80 · 8212/00
Source: “Perform daily vehicle checks to ensure safety and complete the daily defect report.” (UK task statement)
How this row was scored
Exposure score: 8 out of 100 (4–12 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: The daily walk-around means physically looking over the vehicle, and the driver is the one legally responsible for doing it.
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.
Inspecting vehicles prior to departure
staying human
This work happens in the physical world: vehicles prior, in a real place. Software cannot follow it there.
importance 75 · 8212/00
Source: “Inspect vehicles prior to departure.” (UK task statement)
How this row was scored
Exposure score: 8 out of 100 (4–12 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 a vehicle before it leaves means walking round it and looking, with the driver legally 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 2/4 · 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 80 · 8212/00
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: Helping passengers on board depends on being there in person and reading what someone in front of you needs.
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.
Championing good driving practice as a company ambassador
staying human
This work happens in the physical world: good driving practice, in a real place. Software cannot follow it there.
importance 70 · 8212/00
Source: “Champion good driving practice as a company ambassador.” (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: Setting an example for other drivers works through how a person behaves at the wheel and around colleagues.
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.
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 70 · 8212/00
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 90 · 8212/00
Source: “Ensure passenger safety through compliance with safety protocols.” (UK task statement)
How this row was scored
Exposure score: 4 out of 100 (0–11 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 value is that a specific person does it.
The rating behind it: Keeping passengers safe means being on the vehicle watching what happens, and the driver holds the licence that carries that duty.
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.
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 90 · 8212/00
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: Picking up and setting down passengers legally is done by the driver at the stop.
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.
Driving vehicles along specified routes
staying human
This work happens in the physical world: vehicles along specified routes, in a real place. Software cannot follow it there.
importance 90 · 8212/00
Source: “Drive vehicles along specified routes according to timetables, ensuring passenger safety and compliance with traffic laws.” (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 route to a timetable is physical work done from the driver's seat.
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.
Following a regular timetable
staying human
This work happens in the physical world: a regular timetable, in a real place. Software cannot follow it there.
importance 90 · 8212/00
Source: “Follow a regular timetable.” (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.
The rating behind it: Keeping to the timetable means being at each stop at the right time, which only the driver can do.
The five ratings: output a model can produce 1/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Assisting customers requiring additional support
staying human
This work happens in the physical world: customers requiring additional support, in a real place. Software cannot follow it there.
importance 85 · 8212/00
Source: “Assist customers requiring additional support, including the elderly and disabled.” (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; the value is that a specific person does it.
The rating behind it: Helping an elderly or disabled passenger on board takes a person there to assist them.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 3/4 · how much data exists 2/4.
Assisting passengers with safe boarding and alighting from the vehicle
staying human
This work happens in the physical world: passengers, in a real place. Software cannot follow it there.
importance 85 · 8212/00
Source: “Assist passengers with safe boarding and alighting from the 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; the value is that a specific person does it.
The rating behind it: Helping someone on or off the bus, including deploying a ramp, is physical help given in person.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 1/4 · needs to be trusted in the moment 3/4 · how much data exists 2/4.
Driving multi-passenger vehicles to transport students between neighbourhoods
staying human
This work happens in the physical world: multi-passenger vehicles, in a real place. Software cannot follow it there.
importance 85 · 8212/00
Source: “Drive multi-passenger vehicles to transport students between neighbourhoods, schools, and activities.” (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 value is that a specific person does it.
The rating behind it: Carrying students between home, school and activities is driving, done by a licensed driver on the bus.
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 2/4 · how much data exists 2/4.
Ensuring safety of customers and employees in compliance with PCV driving regulations
staying human
This work happens in the physical world: safety of customers, in a real place. Software cannot follow it there.
importance 85 · 8212/00
Source: “Ensure safety of customers and employees in compliance with PCV driving regulations.” (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 value is that a specific person does it.
The rating behind it: Keeping people safe on a moving bus depends on the driver being there and in control.
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 2/4 · 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 85 · 8212/00
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: Running to an allocated schedule means physically driving the duty as rostered.
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 3/4.
Picking up and drop off students at scheduled neighbourhood locations following strict time schedules
staying human
This work happens in the physical world: and drop off students, in a real place. Software cannot follow it there.
importance 85 · 8212/00
Source: “Pick up and drop off students at scheduled neighbourhood locations following strict time schedules.” (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: School pick-ups and drop-offs to a strict timetable are 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 3/4 · needs to be trusted in the moment 1/4 · how much data exists 2/4.
Assisting in loading and unloading passengers' luggage
staying human
This work happens in the physical world: loading, in a real place. Software cannot follow it there.
importance 80 · 8212/00
Source: “Assist in loading and unloading passengers' luggage.” (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.
The rating behind it: Lifting bags in and out of a boot is physical work only a person can do.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 1/4.
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 80 · 8212/00
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.
The rating behind it: Parking and stabling the vehicle safely is done by the driver behind the wheel.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Following safety rules as students board and alight buses
staying human
This work happens in the physical world: safety rules, in a real place. Software cannot follow it there.
importance 80 · 8212/00
Source: “Follow safety rules as students board and alight buses.” (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; the value is that a specific person does it.
The rating behind it: Watching students board and alight safely needs the driver there as it happens.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 1/4 · needs to be trusted in the moment 2/4 · how much data exists 2/4.
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 80 · 8212/00
Source: “Manage unexpected delays and respond to emergencies, such as passenger illness.” (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; the value is that a specific person does it.
The rating behind it: A passenger taken ill or a sudden delay is dealt with on the spot by whoever is on the bus.
The five ratings: output a model can produce 1/4 · needs a body in a room 4/4 · needs an accountable person 1/4 · needs to be trusted in the moment 3/4 · how much data exists 2/4.
Practicing defensive driving throughout every journey
staying human
This work happens in the physical world: defensive driving throughout every journey, in a real place. Software cannot follow it there.
importance 80 · 8212/00
Source: “Practice defensive driving throughout every journey.” (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: Defensive driving is the act of driving itself, judged and done second by second by the driver.
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.
Checking a vehicle's oil, fuel, water and safety equipment to ensure they are in working order
staying human
This work happens in the physical world: a vehicle's oil, fuel, water and safety equipment, in a real place. Software cannot follow it there.
importance 75 · 8212/00
Source: “Check a vehicle's oil, fuel, water, and safety equipment to ensure they are in working order.” (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.
The rating behind it: Checking oil, fuel, water and safety kit means opening the cab and looking, so someone has to be there.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Ensuring vehicles are clean and well-maintained for each job
staying human
This work happens in the physical world: vehicles are clean, in a real place. Software cannot follow it there.
importance 75 · 8212/00
Source: “Ensure vehicles are clean and well-maintained for each job.” (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.
The rating behind it: Cleaning and checking over the car before each job is hands-on work.
The five ratings: output a model can produce 1/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 2/4.
Keeping vehicles clean and in roadworthy condition
staying human
This work happens in the physical world: vehicles clean, in a real place. Software cannot follow it there.
importance 75 · 8212/00
Source: “Keep vehicles clean and in roadworthy condition.” (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.
The rating behind it: Cleaning a bus and keeping it roadworthy is hands-on work on the vehicle itself.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Parking vehicles at loading areas so that passengers can board
staying human
This work happens in the physical world: vehicles, in a real place. Software cannot follow it there.
importance 75 · 8212/00
Source: “Park vehicles at loading areas so that passengers can board.” (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.
The rating behind it: Positioning the bus at a stop means someone driving it.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Refueling bus and coach engines to maintain service schedules
staying human
This work happens in the physical world: bus, in a real place. Software cannot follow it there.
importance 75 · 8212/00
Source: “Refuel bus and coach engines to maintain service schedules.” (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.
The rating behind it: Refuelling means handling the pump at the depot, which takes a person on site.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Checking petrol, oil and water levels prior to departure
staying human
This work happens in the physical world: petrol, oil and water levels prior, in a real place. Software cannot follow it there.
importance 70 · 8212/00
Source: “Check petrol, oil, and water levels prior to departure.” (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.
The rating behind it: Checking oil, water and fuel means opening the panels and looking, which needs hands on the vehicle.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Driving safely and at progressively high
staying human
This work happens in the physical world: this work, in a real place. Software cannot follow it there.
importance 70 · 8212/00
Source: “Drive safely and at progressively high speed as appropriate.” (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: Judging safe speed for the conditions is driving, done by the person steering.
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.
Lifting and assisting passengers
staying human
This work happens in the physical world: passengers, in a real place. Software cannot follow it there.
importance 70 · 8212/00
Source: “Lift and assist passengers on and off.” (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; the value is that a specific person does it.
The rating behind it: Lifting and helping passengers on and off takes a person's hands and presence.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 3/4 · how much data exists 2/4.
Performing weekly vehicle checks
staying human
This work happens in the physical world: vehicle checks, in a real place. Software cannot follow it there.
importance 70 · 8212/00
Source: “Perform weekly vehicle checks.” (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.
The rating behind it: A weekly vehicle check means walking round the bus and physically testing things.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Using a tail lift to help wheelchair users access the bus
staying human
This work happens in the physical world: a tail lift, in a real place. Software cannot follow it there.
importance 70 · 8212/00
Source: “Use a tail lift to help wheelchair users access the bus.” (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; the value is that a specific person does it.
The rating behind it: Operating the tail lift for a wheelchair user takes a person working the equipment at the door.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 2/4 · how much data exists 2/4.
Cleaning bus interiors to ensure a hygienic environment for students
staying human
This work happens in the physical world: bus interiors, in a real place. Software cannot follow it there.
importance 60 · 8212/00
Source: “Clean bus interiors to ensure a hygienic environment for students.” (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.
The rating behind it: Cleaning the bus interior is physical work done inside the vehicle.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 1/4.
Ensuring uniforms are clean and presentable to uphold company image
staying human
This work happens in the physical world: uniforms are clean, in a real place. Software cannot follow it there.
importance 60 · 8212/00
Source: “Ensure uniforms are clean and presentable to uphold company image.” (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.
The rating behind it: Keeping a uniform clean and smart is something the person themselves does.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Helping children and adults to cross the road safely
staying human
This work happens in the physical world: children, in a real place. Software cannot follow it there.
importance 50 · 8212/00
Source: “Help children and adults to cross the road 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; the value is that a specific person does it.
The rating behind it: Helping people across the road means standing in the road with them.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 2/4 · how much data exists 1/4.

What this job pays, and how many people do it

Median pay: £36,300a 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: 117,600in 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: external factors in, a record out. The rows above are exactly that shape: interpreting maps to determine vehicle routes and reporting external factors that may delay or prevent the completion of planned journeys. What it cannot do is be answerable: traffic regulations need 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: complying with traffic regulations to operate vehicles in a safe and courteous manner is the middle of this job, and the evidence on this page says it stays with a person.

So, given all that: 10% of this job's task weight sits in rows the software is already learning, 8% in rows that change shape rather than disappear, and 83% in rows it is nowhere near. That is the position, measured across 51 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. Interpreting maps to determine vehicle routes 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 external factors, 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 traffic regulations are 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 reporting delays, irregularities, equipment failures or incidents affecting passenger safety or service. 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 bus and coach drivers (nearest by the work that AI is not taking, not by job title), and none of them survived. The closest was taxi and cab drivers and chauffeurs: only about 25% of its durable work is work you already do and it pays 26.3% less. And on the numbers you do not need one. This job scores 14/100 here, with only 10% of the task list in the top band, and “comply with traffic regulations to operate vehicles in a safe and courteous…” 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.

Taxi and cab drivers and chauffeurs
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 traffic regulations to operate vehicles in a safe and courteous manner”. 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: £26,783 against your £36,340, 26.3% less (ASHE Table 14.7a, 2025 provisional (both)). Retraining to earn less is a decision, not advice.
Look at that job’s page anyway →
Train and tram 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 23% 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 23% of the durable work in that job is work you do today, and the rest you would be learning while the bills carried on. The pay gap is the market pricing a barrier: £76,327 against your £36,340 is 2.10× (ASHE Table 14.7a, 2025 provisional (both)), and you would be crossing it holding about 23% of their durable work. A gap that size with an overlap that small is a wish, not a route.
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: “assist passengers with safe boarding and alighting from the vehicle”. 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. And it is a narrow door: about 23,900 of those jobs against 117,600 of yours (ONS via Nomis), 20% as many seats.
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: 10% of its task weight, across 51 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 complying with traffic regulations to operate vehicles in a safe and courteous manner 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 Bus Drivers, School 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 Bus Drivers, School, Bus Drivers, Transit and Intercity, Shuttle Drivers and Chauffeurs 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

No Space for this job, but one for what is happening to it

Nothing Collab365 runs is built for bus / coach drivers, and we are not going to point you at the nearest one and call it a fit.

There is one that is not about a job title at all. The AI Authority is about being the person who directs these tools at work rather than the person they get compared to. That is worth saying here, because 10% of the work on this page is already inside what they can do.

Try The AI Authority free →

7 days free, no card needed. Explore up to 2 Spaces before you choose a plan: you pick a plan later, not now.

The AI Authority is a general community about working with AI, not a course for bus / coach drivers. You do not need it to act on anything here: the moves above cost nothing and stand on their own. The data on this page is the same either way.

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

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No Space for bus / coach 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 bus / coach 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 bus / coach 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 Bus and coach drivers?: Not as a job, but it is already doing parts of the work. Across the 51 official task statements scored for Bus and coach drivers (United Kingdom, SOC 8212), 10% of the importance-weighted core work is made of tasks today's AI could already do most of. The overall exposure score is 14 out of 100 (range 12–19, 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 “Bus and coach drivers” can AI already do?: The highest-scoring tasks in release 2026-q4.1 are: “Interpret maps to determine vehicle routes” (83/100, very high); “Maintain a log book of financial transactions” (75/100, high); “Prepare and submit reports including the number of students or journeys” (75/100, high). 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 “Bus and coach drivers” stay human?: About 83% 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: “Help children and adults to cross the road safely” (0/100, minimal); “Ensure uniforms are clean and presentable to uphold company image” (0/100, minimal); “Clean bus interiors to ensure a hygienic environment for students” (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 “Bus and coach drivers” do about AI?: Start from the ledger rather than the headline: 10% of this job's weighted core work is exposed, and roughly 83% 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 Bus and coach 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 51 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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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.