UK dataswitch to US
Driving instructors
maintaining discipline of learner and ensuring safe practices at all times, engaging in continuous professional development to maintain or improve knowledge and skills and using diverse instructional techniques. If that's your week, this page is about your job.
The honest answer
AI is already taking a real slice of the routine work here: assigning class work and homework to students. That is a slice of tasks, not of you.
That slice is not coming back; the core of the job, adapting teaching techniques to the age and skill levels of students, stays yours. The tools change, the responsibility doesn't.
Your week, as this page understands it
Driving instructors co-ordinate and undertake the instruction of people learning to drive cars, motorcycles, buses, fork-lifts and haulage vehicles. The job title says “driving instructors”. The real job is the part underneath: adapting teaching techniques to the age and skill levels of students. 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 driving instructors is not one task. It is 50 scored ones, and they are nowhere near equally exposed. The most durable of them, on this evidence, is adapting teaching techniques to the age and skill levels of students, and the ledger below shows exactly why.
Where the work sits, by task weight
- shifting to AI
- 21%
- changing shape
- 6%
- staying human
- 72%
These bars are tasks changing hands, not people being counted out. The ledger below shows which.
Whole-job exposure score 28 out of 100 (23–35 allowing for uncertainty): low exposure, across 50 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 driving instructors 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 2026-08-05. 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.
- 1 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.
- ASHE suppresses or does not publish a median for this unit group. We leave it empty rather than interpolating one from sibling groups, which would be a fabricated number.
- 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
14 tasksTasks 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.
Assigning class work and homework to students
This is reading one thing and writing another: class work in, a record out. That is the shape today's tools are built for.
importance 60 · 8215/04, 8215/05Source: “Assign class work and homework to students.” (UK task statement)
How this row was scored
Exposure score: 70 out of 100 (63–77 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: Setting homework and practice tasks draws on standard material that software can select and issue for the instructor to approve.
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 1/4 · how much data exists 4/4.
Developing recommendations for course revision
This is reading one thing and writing another: recommendations in, a record out. That is the shape today's tools are built for.
importance 50 · 8215/04, 8215/05Source: “Develop recommendations for course revision, development, or discontinuation based on evaluations.” (UK task statement)
How this row was scored
Exposure score: 64 out of 100 (57–71 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: Deciding which courses to revise or drop is analysis of feedback and results, which software summarises well for the instructor to judge.
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 1/4 · how much data exists 3/4.
Designing induction and training programmes for employees or customers
This is reading one thing and writing another: induction in, a record out. That is the shape today's tools are built for.
importance 70 · 8215/02Source: “Design induction and training programmes for employees or customers.” (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: Designing an induction or training programme is document work software drafts well from published syllabus material.
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.
Developing training materials to enhance employee skills and knowledge
This is reading one thing and writing another: materials in, a record out. That is the shape today's tools are built for.
importance 70 · 8215/02Source: “Develop training materials to enhance employee skills and knowledge.” (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: Producing teaching handouts and exercises is document work that software drafts to a standard an instructor would lightly edit.
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.
Changing shape
4 tasksTasks 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.
Operating equipment, computers or audio-visual aids to supplement presentations
The software now makes the first pass at equipment, computers or audio-visual aids, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 50 · 8215/04, 8215/05Source: “Operate equipment such as computers or audio-visual aids to supplement presentations.” (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: Running a laptop or screen to support a briefing is standard equipment use that software and everyday devices already handle.
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.
Developing alternative training methods if expected improvements are not seen
The software now makes the first pass at alternative training methods if expected improvements are not, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 60 · 8215/02Source: “Develop alternative training methods if expected improvements are not seen.” (UK task statement)
How this row was scored
Exposure score: 56 out of 100 (49–63 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: Rethinking an approach that is not working is analysis of lesson records that software supports well, with the instructor deciding what to try.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 1/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Collaborating with additional coaching staff to enhance training sessions
The software now makes the first pass at additional coaching staff, but the part that matters is a person saying it and standing behind it. So the job becomes checking and deciding rather than producing.
importance 60 · 8215/01Source: “Collaborate with additional coaching staff to enhance training sessions.” (UK task statement)
How this row was scored
Exposure score: 40 out of 100 (33–47 allowing for uncertainty): partial exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; the value is that a specific person does it.
The rating behind it: Working out session improvements with fellow instructors is a conversation between colleagues, though software can draft the ideas being discussed.
The five ratings: output a model can produce 2/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 2/4 · how much data exists 3/4.
Staying human
32 tasksTasks 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.
Adapting teaching techniques to the age and skill levels of students
This work happens in the physical world: techniques, in a real place. Software cannot follow it there.
importance 85 · 8215/03, 8215/04, 8215/05Source: “Adapt teaching techniques to the age and skill levels of students.” (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: 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: Reading how a pupil is coping and changing approach mid-lesson happens live in the car, where a registered instructor must be.
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 3/4 · how much data exists 2/4.
Conducting training courses to ensure safe and efficient vehicle operation
This work happens in the physical world: courses, in a real place. Software cannot follow it there.
importance 85 · 8215/02, 8215/03Source: “Conduct training courses to ensure safe and efficient vehicle operation.” (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 value is that a specific person does it.
The rating behind it: Course content is standard, but practical vehicle training has to be delivered with the vehicle and the trainee.
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 2/4 · how much data exists 3/4.
Teaching students individually and in groups
This work happens in the physical world: students, in a real place. Software cannot follow it there.
importance 80 · 8215/04, 8215/05Source: “Teach students individually and in groups, adapting teaching methods to their needs and interests.” (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: Teaching someone to drive happens in the car alongside them, and only a DVSA-registered instructor may give paid lessons.
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.
Show the other 40 tasks
Arranging classes based on availability of classrooms
shifting to AIThis is reading one thing and writing another: classes in, a record out. That is the shape today's tools are built for.
importance 60 · 8215/02Source: “Arrange classes based on availability of classrooms, equipment, or instructors.” (UK task statement)
How this row was scored
Exposure score: 85 out of 100 (81–89 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: Fitting lessons around vehicle, room and instructor availability is a scheduling puzzle that booking software solves well.
The five ratings: output a model can produce 4/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 4/4.
Informing management of training programme status through updates
shifting to AIThis is reading one thing and writing another: management of training programme status in, a record out. That is the shape today's tools are built for.
importance 50 · 8215/02Source: “Inform management of training programme status through updates.” (UK task statement)
How this row was scored
Exposure score: 85 out of 100 (81–89 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: Writing progress updates for management is routine reporting from records that software produces reliably.
The five ratings: output a model can produce 4/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 4/4.
Drafting programme outlines to guide instructional sessions across various subjects
shifting to AIThis is reading one thing and writing another: programme outlines in, a record out. That is the shape today's tools are built for.
importance 50 · 8215/01Source: “Draft programme outlines to guide instructional sessions across various subjects.” (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: Drafting a course outline follows a published syllabus, so software produces a version an instructor would lightly edit.
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.
Keeping abreast of changing rules
shifting to AIThis is reading one thing and writing another: abreast of changing rules in, a record out. That is the shape today's tools are built for.
importance 50 · 8215/01Source: “Keep abreast of changing rules, techniques, technologies, and philosophies relevant to their sport.” (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: Highway Code and DVSA rule changes are published openly, so software can track and summarise them 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 4/4.
Developing training programmes on efficiency and environmental impact issues
shifting to AIThis is reading one thing and writing another: programmes in, a record out. That is the shape today's tools are built for.
importance 60 · 8215/02Source: “Develop training programmes on efficiency and environmental impact issues.” (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: Eco-driving and fuel-efficiency course content is well documented publicly, so software can draft it to a usable standard.
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.
Organising or developing the obtained training materials
shifting to AIThis is reading one thing and writing another: the obtained training materials in, a record out. That is the shape today's tools are built for.
importance 60 · 8215/02Source: “Organise or develop the obtained training materials.” (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: Sorting and organising teaching material is document handling 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 4/4.
Reading current literature to stay informed about field-specific developments
shifting to AIThis is reading one thing and writing another: current literature in, a record out. That is the shape today's tools are built for.
importance 50 · 8215/02Source: “Read current literature to stay informed about field-specific developments.” (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: Published research is fully available and summarising it quickly is one of the strongest things these tools do.
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.
Developing lesson plans to structure practical training sessions
shifting to AIThis is reading one thing and writing another: lesson plans in, a record out. That is the shape today's tools are built for.
importance 70 · 8215/04Source: “Develop lesson plans to structure practical training sessions.” (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: Lesson plans for driving follow a published syllabus, so software drafts them to a standard an instructor would lightly edit.
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.
Assessing training materials
shifting to AIThis is reading one thing and writing another: materials in, a record out. That is the shape today's tools are built for.
importance 70 · 8215/02Source: “Assess training materials prepared by instructors, such as outlines, text, or handouts.” (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: Reviewing handouts and lesson outlines is desk work on written material, which software handles well and no rule reserves to a registered instructor.
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.
Referring trainees to locations offering job placement assistance
shifting to AIThis is reading one thing and writing another: trainees in, a record out. That is the shape today's tools are built for.
importance 50 · 8215/02Source: “Refer trainees to locations offering job placement assistance if warranted.” (UK task statement)
How this row was scored
Exposure score: 64 out of 100 (57–71 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: Pointing someone towards job placement services is information that is published and easy to look up.
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 1/4 · how much data exists 3/4.
Evaluating and grading class work and homework for students
changing shapeThe software now makes the first pass at class work, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 50 · 8215/05Source: “Evaluate and grade class work and homework for students.” (UK task statement)
How this row was scored
Exposure score: 56 out of 100 (49–63 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: Marking theory work and homework against known answers is exactly the kind of checking software does reliably.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 1/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Attending seminars to obtain programme ideas
staying humanThe ratings behind this row put seminars well outside what today's tools can do on their own.
importance 50 · 8215/02Source: “Attend seminars to obtain programme ideas, information, or resources.” (UK task statement)
How this row was scored
Exposure score: 37 out of 100 (30–44 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.
The rating behind it: Software can gather course ideas and resources from published sources, though attending a seminar in person is something the instructor does.
The five ratings: output a model can produce 2/4 · 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 3/4.
Discussing specific basic vehicle checks with clients
staying humanThis work happens in the physical world: specific basic vehicle checks, in a real place. Software cannot follow it there.
importance 60 · 8215/01Source: “Discuss specific basic vehicle checks with clients.” (UK task statement)
How this row was scored
Exposure score: 32 out of 100 (25–39 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: Vehicle checks are standard and well documented, though the conversation usually happens beside the car.
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 3/4.
Working with riders, schools, community groups and sports organisations to promote the sport
staying humanThe value here is that a specific person handles riders, schools, community groups and sports organisations and stands behind it. That is earned, not computed.
importance 80 · 8215/01Source: “Work with riders, schools, community groups and sports organisations to promote the sport.” (UK task statement)
How this row was scored
Exposure score: 30 out of 100 (23–37 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; the value is that a specific person does it.
The rating behind it: Promotional plans and materials draft easily, but building links with schools and clubs is done by people.
The five ratings: output a model can produce 2/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 2/4 · how much data exists 3/4.
Using audio-visual aids and technologies to present information interactively
staying humanThe value here is that a specific person handles audio-visual aids and stands behind it. That is earned, not computed.
importance 60 · 8215/04, 8215/05Source: “Use audio-visual aids and technologies to present information interactively.” (UK task statement)
How this row was scored
Exposure score: 30 out of 100 (23–37 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; the value is that a specific person does it.
The rating behind it: Software can build and run the slides or clips, but presenting them to a pupil still works best face to face.
The five ratings: output a model can produce 2/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 2/4 · how much data exists 3/4.
Engaging in continuous professional development to maintain or improve knowledge and skills
staying humanThe ratings behind this row put continuous professional development well outside what today's tools can do on their own.
importance 70 · 8215/04Source: “Engage in continuous professional development to maintain or improve knowledge and skills.” (UK task statement)
How this row was scored
Exposure score: 26 out of 100 (19–33 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over.
The rating behind it: Keeping skills current is something the instructor has to do personally, even though software can find and summarise the material.
The five ratings: output a model can produce 1/4 · 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 3/4.
Participating in training events to enhance professional skills
staying humanThe value here is that a specific person handles training events and stands behind it. That is earned, not computed.
importance 60 · 8215/02, 8215/03Source: “Participate in training events to enhance professional skills.” (UK task statement)
How this row was scored
Exposure score: 21 out of 100 (14–28 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; the value is that a specific person does it.
The rating behind it: Attending a training event is something the instructor has to turn up to and take part in personally.
The five ratings: output a model can produce 1/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 2/4 · how much data exists 3/4.
Teaching road safety to learners
staying humanThis work happens in the physical world: road safety, in a real place. Software cannot follow it there.
importance 90 · 8215/01Source: “Teach road safety to learners.” (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; the value is that a specific person does it.
The rating behind it: Road safety theory is well documented and can be taught with materials, but much of it is learned on the road.
The five ratings: output a model can produce 2/4 · needs a body in a room 2/4 · needs an accountable person 1/4 · needs to be trusted in the moment 2/4 · how much data exists 3/4.
Conducting initial assessments on potential learners
staying humanThis work happens in the physical world: initial assessments, in a real place. Software cannot follow it there.
importance 85 · 8215/03Source: “Conduct initial assessments on potential learners.” (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; the value is that a specific person does it.
The rating behind it: Initial questions can be handled online, but sizing up a new learner usually happens with them present.
The five ratings: output a model can produce 2/4 · needs a body in a room 2/4 · needs an accountable person 1/4 · needs to be trusted in the moment 2/4 · how much data exists 3/4.
Explaining and enforcing safety rules and regulations
staying humanThis work happens in the physical world: safety rules, in a real place. Software cannot follow it there.
importance 80 · 8215/01Source: “Explain and enforce safety rules and regulations.” (UK task statement)
How this row was scored
Exposure score: 17 out of 100 (10–24 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: The rules themselves are published and easy to set out, but enforcing them with a pupil happens live during the lesson.
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 2/4 · how much data exists 4/4.
Communicating training objectives to students to ensure safety and skill development
staying humanThis work happens in the physical world: objectives, in a real place. Software cannot follow it there.
importance 75 · 8215/01Source: “Communicate training objectives to students to ensure safety and skill development.” (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 value is that a specific person does it.
The rating behind it: Setting out what a lesson will cover can be prepared in advance, but it is delivered to the pupil at the start of a drive.
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 2/4 · how much data exists 3/4.
Assessing cyclists' injuries to modify training plans
staying humanThis work happens in the physical world: cyclists' injuries, in a real place. Software cannot follow it there.
importance 50 · 8215/01Source: “Assess cyclists' injuries to modify training plans.” (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: work that happens in the physical world; the value is that a specific person does it.
The rating behind it: Training plans adapt easily on paper, but judging an injury means seeing and talking to the rider.
The five ratings: output a model can produce 2/4 · needs a body in a room 2/4 · needs an accountable person 1/4 · needs to be trusted in the moment 2/4 · how much data exists 2/4.
Assessing pupils' work in educational and instructional settings
staying humanThis work happens in the physical world: pupils' work, in a real place. Software cannot follow it there.
importance 60 · 8215/05Source: “Assess pupils' work in educational and instructional settings.” (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 value is that a specific person does it.
The rating behind it: Recording how a pupil is progressing draws on lesson notes software handles well, though the judgement forms during the drive itself.
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 2/4 · how much data exists 3/4.
Planning or conducting activities for an instructional programme that balances demonstration
staying humanThis work happens in the physical world: activities, in a real place. Software cannot follow it there.
importance 60 · 8215/04, 8215/05Source: “Plan or conduct activities for an instructional programme that balances demonstration, instruction, and work time.” (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; 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: Planning the session is desk work software does well, but running the demonstration and driving time needs a registered instructor in the car.
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 2/4 · how much data exists 3/4.
Preparing and implementing remedial programmes for students requiring extra help
staying humanThis work happens in the physical world: remedial programmes, in a real place. Software cannot follow it there.
importance 50 · 8215/04, 8215/05Source: “Prepare and implement remedial programmes for students requiring extra help.” (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; 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: Designing catch-up work is desk work, but delivering extra tuition to a struggling learner needs a registered instructor in the car.
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 2/4 · how much data exists 3/4.
Using diverse instructional techniques, including role playing and simulations, to present information
staying humanThis work happens in the physical world: diverse instructional techniques, including role playing and simulations, in a real place. Software cannot follow it there.
importance 70 · 8215/02, 8215/03Source: “Use diverse instructional techniques, including role playing and simulations, to present information.” (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; 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: Role play and mock-test exercises are delivered live to a pupil, though the scenarios themselves can be 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 2/4 · needs to be trusted in the moment 3/4 · how much data exists 3/4.
Planning and running coaching sessions to improve cycling skills
staying humanThis work happens in the physical world: sessions, in a real place. Software cannot follow it there.
importance 85 · 8215/01Source: “Plan and run coaching sessions to improve cycling skills.” (UK task statement)
How this row was scored
Exposure score: 10 out of 100 (3–17 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: Session plans are easy to write, but running a cycle session happens outdoors with the riders.
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 2/4 · how much data exists 3/4.
Organising and conducting practice sessions
staying humanThis work happens in the physical world: practice sessions, in a real place. Software cannot follow it there.
importance 70 · 8215/01Source: “Organise and conduct practice sessions.” (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 value is that a specific person does it.
The rating behind it: Arranging practice sessions is straightforward scheduling, but running them means being in the vehicle as a registered instructor.
The five ratings: output a model can produce 1/4 · needs a body in a room 2/4 · needs an accountable person 3/4 · needs to be trusted in the moment 2/4 · how much data exists 3/4.
Encouraging students to persevere with challenging tasks to prepare for later years
staying humanThis work happens in the physical world: students, in a real place. Software cannot follow it there.
importance 60 · 8215/04, 8215/05Source: “Encourage students to persevere with challenging tasks to prepare for later years.” (UK task statement)
How this row was scored
Exposure score: 7 out of 100 (0–14 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 value is that a specific person does it.
The rating behind it: Keeping a nervous learner going through a hard manoeuvre rests on live encouragement from the instructor sitting beside them.
The five ratings: output a model can produce 1/4 · needs a body in a room 2/4 · needs an accountable person 2/4 · needs to be trusted in the moment 3/4 · how much data exists 2/4.
Coaching riders in identifying and correcting riding technique issues
staying humanThis work happens in the physical world: riders, in a real place. Software cannot follow it there.
importance 80 · 8215/01Source: “Coach riders in identifying and correcting riding technique issues.” (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; the value is that a specific person does it.
The rating behind it: Correcting technique depends on watching a rider closely and reacting in the moment.
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.
Demonstrating how to deal with emergency situations
staying humanThis work happens in the physical world: how, in a real place. Software cannot follow it there.
importance 70 · 8215/01Source: “Demonstrate how to deal with emergency situations.” (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; the value is that a specific person does it.
The rating behind it: Showing someone how to handle an emergency means demonstrating it with them present.
The five ratings: output a model can produce 1/4 · needs a body in a room 3/4 · needs an accountable person 1/4 · needs to be trusted in the moment 2/4 · how much data exists 3/4.
Directing teaching assistants in practical training sessions to ensure effective learning
staying humanThis work happens in the physical world: assistants, in a real place. Software cannot follow it there.
importance 60 · 8215/02, 8215/03Source: “Direct teaching assistants in practical training sessions to ensure effective learning.” (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: Directing assistants during live sessions means being there while the training is happening.
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.
Guiding students in learning from these experiential activities
staying humanThis work happens in the physical world: students, in a real place. Software cannot follow it there.
importance 60 · 8215/04, 8215/05Source: “Guide students in learning from these experiential activities.” (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; someone qualified has to answer for it; the value is that a specific person does it.
The rating behind it: Talking a pupil through what just happened on a drive depends on the shared lesson, and paid instruction must come from a registered instructor.
The five ratings: output a model can produce 1/4 · needs a body in a room 2/4 · needs an accountable person 3/4 · needs to be trusted in the moment 3/4 · how much data exists 2/4.
Instructing on the use of vehicle controls for safe steering
staying humanThis work happens in the physical world: the use of vehicle controls, in a real place. Software cannot follow it there.
importance 60 · 8215/01Source: “Instruct on the use of vehicle controls for safe steering, turning, reversing, and parking.” (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: Teaching car controls happens in the car, with an approved instructor beside the learner.
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.
Carrying out driving assessments instructing candidates on required vehicles
staying humanThis work happens in the physical world: driving assessments instructing candidates, in a real place. Software cannot follow it there.
importance 90 · 8215/03Source: “Carrying out driving assessments instructing candidates on required vehicles.” (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: work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Assessing someone’s driving means sitting in the vehicle while they drive it.
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 1/4 · how much data exists 2/4.
Observing and evaluating pupils' performance
staying humanThis work happens in the physical world: pupils' performance, in a real place. Software cannot follow it there.
importance 70 · 8215/04, 8215/05Source: “Observe and evaluate pupils' performance.” (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: 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: Judging how a pupil is driving means being in the car watching them, and paid assessment of learners falls to a registered instructor.
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 2/4.
Supervising and monitoring students' use of tools and equipment
staying humanThis work happens in the physical world: students' use of tools, in a real place. Software cannot follow it there.
importance 70 · 8215/04Source: “Supervise and monitor students' use of tools and equipment.” (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: 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: Watching how a learner handles the controls means sitting beside them with dual controls ready, which only a registered instructor may do for payment.
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 2/4.
Instructing individuals or groups in sports rules
staying humanThis work happens in the physical world: individuals, in a real place. Software cannot follow it there.
importance 70 · 8215/01Source: “Instruct individuals or groups in sports rules, game strategies, and performance principles, such as specific ways of moving the body, hands, or feet, to achieve desired results.” (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: Showing someone how to use the pedals and steering happens live in the car, and paid driving tuition must come from a registered instructor.
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.
Conducting sports courses to develop students' skills in specific sports
staying humanThis work happens in the physical world: sports courses, in a real place. Software cannot follow it there.
importance 50 · 8215/01Source: “Conduct sports courses to develop students' skills in specific sports.” (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: Running a course of driving lessons means being in the vehicle with the learner, and only a registered instructor may charge for it.
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.
Maintaining discipline of learner and ensuring safe practices at all times
staying humanThis work happens in the physical world: discipline of learner, in a real place. Software cannot follow it there.
importance 95 · 8215/03Source: “Maintain discipline of learner and ensure safe practices at all times.” (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 a learner safe in a moving vehicle needs a qualified instructor physically in the car.
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 1/4.
What this job pays, and how many people do it
- Median pay
- No median pay figure is published for this exact group, so there is none here. We would rather show you the gap than a number borrowed from somewhere else.The ONS doesn't publish a reliable pay figure for this exact job (too few people in its survey sample), so none is shown here.
- People doing this job
- 47,200in 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: class work in, a record out. The rows above are exactly that shape: assigning class work and homework to students and developing recommendations for course revision. What it cannot do is be answerable: techniques 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
Your week is splitting in two, and which half fills it is the whole question. Assigning class work and homework to students is going; adapting teaching techniques to the age and skill levels of students is not.
So, given all that: 21% of this job's task weight sits in rows the software is already learning, 6% in rows that change shape rather than disappear, and 72% in rows it is nowhere near. That is the position, measured across 50 scored tasks. It is not a forecast about you.
The occupation is an average and you are not, so the first job below is finding out where your own week actually sits.
This week: one thing
Print the task ledger above and put your own hours next to each row. Roughly, in pen, in one sitting. Then look at which group your hours actually pile up in. Twenty minutes, this week.
- What you end up holding
- your own week, on one page, sorted into what is shifting and what is not
- How long it takes
- about twenty minutes
If printing it isn’t practical: Read the rows off this page and write the same list on the back of an envelope. Same twenty minutes, same page, and it works just as well said out loud to someone who knows the job. The point is your hours next to the rows, not the paper it is on.
Over the next 90 days
Volunteer toward the durable end, visibly. Over the next ninety days put your hand up for the work in the bottom group (adapting teaching techniques to the age and skill levels of students) and let people see you doing it. Not a new project: the same job, with your mix deliberately tilted. The point is that when the rota or the reorganisation comes, the version of you people picture is the one doing the part that stays.
Over the next 12 months
Claim a specialism at the durable end and let the other end go. Over a year, deliberately become the person who handles adapting teaching techniques to the age and skill levels of students, and deliberately stop being the first choice for the rows in the top group. That trade costs something, because the exposed work is often the comfortable work. Decide it on purpose rather than by drift. 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 driving instructors (nearest by the work that AI is not taking, not by job title), and none of them survived. The closest was information technology trainers: only about 13% of its durable work is work you already do and there are far fewer of those jobs than of yours. And on the numbers you do not need one. This job scores 28/100 here, with only 21% of the task list in the top band, and “conduct training courses to ensure safe and efficient vehicle operation” 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.
Information technology trainers
Why it looked obvious: It came up as a near neighbour because one of your tasks is on their list in the same words: “use diverse instructional techniques”. Across the whole of both lists that adds up to about 13% 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 13% of the durable work in that job is work you do today, and the rest you would be learning while the bills carried on. This release publishes no median pay for that job, so I cannot show you what the move costs or pays. I do not recommend a move I cannot price. And it is a narrow door: about 9,200 of those jobs against 47,200 of yours (ONS via Nomis), 19% as many seats.
Other vocational and industrial trainers
Why it looked obvious: It came up as a near neighbour because one of your tasks is on their list in the same words: “use diverse instructional techniques”. Across the whole of both lists that adds up to about 9% of the work in that job the software is not taking.
Why I am not recommending it: Almost none of it is work you already do: about 9% of the durable side of that job. That is a different job, not a next step. This release publishes no median pay for that job, so I cannot show you what the move costs or pays. I do not recommend a move I cannot price.
Teaching assistants
Why it looked obvious: It came up as a near neighbour on the work AI is not taking: you already assign class work and homework to students, and their equivalent is to distribute tests and homework assignments to students. Across both published task lists that is about 8% of the durable work in that job.
Why I am not recommending it: Almost none of it is work you already do: about 8% of the durable side of that job. That is a different job, not a next step. This release publishes no median pay for that job, so I cannot show you what the move costs or pays. I do not recommend a move I cannot price.
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: 21% of its task weight, across 50 scored tasks. Every row behind it is printed above with the source. Check ours; ignore theirs.
The whole-job doom story
Nothing on this page says this job ends. It says the mix inside it moves. Half the rows above are unchanged or changing shape, and the plan is about which half your week sits in. That is a very different problem, and a solvable one.
Panic-buying a course
Do the twenty-minute sorting exercise first. Most people who buy a course before they have done it buy the wrong one, and the free services listed below will tell you the same thing without charging for it.
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 Self-Enrichment Teachers 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
In US official statistics this job is counted as Self-Enrichment Teachers. Pay and employment stay on this page’s own group; the task list and the scores do not cross over.
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:
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
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:
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
In Scotland:
My World of Work (Skills Development Scotland)
In Scotland it's My World of Work, from Skills Development Scotland.
Free, publicly funded
In 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 driving instructors, 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 21% of the work on this page is already inside what they can do.
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 driving instructors. 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 driving instructors 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 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 Driving instructors?
- Not as a job, but it is already doing parts of the work. Across the 50 official task statements scored for Driving instructors (United Kingdom, SOC 8215), 21% of the importance-weighted core work is made of tasks today's AI could already do most of. The overall exposure score is 28 out of 100 (range 23–35, band: low). 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 “Driving instructors” can AI already do?
- The highest-scoring tasks in release 2026-q4.1 are: “Arrange classes based on availability of classrooms, equipment, or instructors” (85/100, very high); “Inform management of training programme status through updates” (85/100, very high); “Draft programme outlines to guide instructional sessions across various subjects” (83/100, very 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 “Driving instructors” stay human?
- About 72% 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: “Maintain discipline of learner and ensure safe practices at all times” (0/100, minimal); “Teach students individually and in groups, adapting teaching methods to their needs and interests” (3/100, minimal); “Conduct sports courses to develop students' skills in specific sports” (3/100, 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 “Driving instructors” do about AI?
- Start from the ledger rather than the headline: 21% of this job's weighted core work is exposed, and roughly 72% 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 Driving instructors 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 50 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
- The ONS doesn't publish a reliable pay figure for this exact job (too few people in its survey sample), so none is shown here.
- 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.
- 1 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.
- ASHE suppresses or does not publish a median for this unit group. We leave it empty rather than interpolating one from sibling groups, which would be a fabricated number.
- 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
- no pay figure published for this groupnomis-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.
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}
}Data as of release 2026-q4.1, published . 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.