UK AI Exposure · Process, plant and machine operatives
Driving instructors
Driving instructors co-ordinate and undertake the instruction of people learning to drive cars, motorcycles, buses, fork-lifts and haulage vehicles.
- Employees (UK)
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- Median annual pay
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- Exposure score ?
- 1.6/10 Minimal 5.6/10 Moderate strict reading · with tools is 5.6/10 with-tools reading · strict is 1.6/10
- Wage exposure
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Higher exposure than 74% of the 379 UK occupations we scored.
What this score means
Most of this role's work is still genuinely hard for AI to do. Physical presence, bodily skill, high-context judgment, direct human care - the things that don't translate to text.
If you're in this role, here's what to do now
You're not in the firing line today. But the frontier moves. Build enough AI fluency now that you can direct it for the parts of your work that could benefit. People in unexposed roles who understand AI become unusually valuable inside their organisations.
A meaningful slice of the task inventory is AI-reachable - the drafting, summarising, research and analysis parts especially. This role is at the point where the people who learn to direct AI well pull ahead of the people who don't.
If you're in this role, here's what to do now
Treat AI as a colleague you manage, not a tool you use. Identify the tasks where you'd describe the work to a capable junior - those are the tasks AI can do for you now. Spend your time on the judgment calls and the relationships instead.
Where a project with Alex usually starts for this role
These are the highest-importance tasks a language model can already handle directly today. In a typical engagement the first wins come from building workflows around these, so they stop eating your team's time.
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Maintain accurate and complete student records as required by administrative policy.
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Establish clear objectives for all lessons, units, and projects and communicate those objectives to students.
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Prepare instructional program objectives, outlines, and lesson plans.
These are the highest-importance tasks AI can already handle when paired with the right tools and context. In a typical engagement the first wins come from building workflows around these — usually the difference between an LLM that can technically do the job and one that actually does it inside your business.
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Adapt teaching methods and instructional materials to meet students' varying needs and interests.
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Maintain accurate and complete student records as required by administrative policy.
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Monitor students' performance to make suggestions for improvement and to ensure that they satisfy course standards, training requirements, and objectives.
Every role has three or four wedges like these. Finding them takes an hour. Turning them into a workflow your team actually uses takes a few days. Talk to Alex about a project →
The full task breakdown
Every O*NET task for this occupation, split by what AI can already do unaided versus what still needs a human. Importance is O*NET's 1–5 rating of how central each task is to the role.
Tasks via O*NET "Self-Enrichment Teachers" (25-3021.00).
What AI can already do
5 of 30 tasks · unaided
Maintain accurate and complete student records as required by administrative policy.
Establish clear objectives for all lessons, units, and projects and communicate those objectives to students.
Prepare instructional program objectives, outlines, and lesson plans.
Observe and evaluate the performance of other instructors.
Write instructional articles on designated subjects.
Where humans still hold the line
25 of 30 tasks
Instruct students individually and in groups, using various teaching methods, such as lectures, discussions, and demonstrations.
Adapt teaching methods and instructional materials to meet students' varying needs and interests.
Prepare students for further development by encouraging them to explore learning opportunities and to persevere with challenging tasks.
Observe students to determine qualifications, limitations, abilities, interests, and other individual characteristics.
Monitor students' performance to make suggestions for improvement and to ensure that they satisfy course standards, training requirements, and objectives.
Prepare and administer written, oral, and performance tests, and issue grades in accordance with performance.
Assign and grade class work and homework.
Conduct classes, workshops, and demonstrations, and provide individual instruction to teach topics and skills, such as cooking, dancing, writing, physical fitness, photography, personal finance, and flying.
Instruct and monitor students in the use and care of equipment and materials to prevent injury and damage.
Confer with other teachers and professionals to plan and schedule lessons promoting learning and development.
Prepare materials and classrooms for class activities.
Meet with parents and guardians to discuss their children's progress and to determine their priorities for their children.
Enforce policies and rules governing students.
Review instructional content, methods, and student evaluations to assess strengths and weaknesses, and to develop recommendations for course revision, development, or elimination.
Meet with other instructors to discuss individual students and their progress.
Schedule class times to ensure maximum attendance.
Prepare and implement remedial programs for students requiring extra help.
Plan and conduct activities for a balanced program of instruction, demonstration, and work time that provides students with opportunities to observe, question, and investigate.
Use computers, audio-visual aids, and other equipment and materials to supplement presentations.
Attend professional meetings, conferences, and workshops to maintain and improve professional competence.
Plan and supervise class projects, field trips, visits by guest speakers, contests, or other experiential activities, and guide students in learning from those activities.
Attend staff meetings and serve on committees, as required.
Organize and supervise games and other recreational activities to promote physical, mental, and social development.
Select, order, and issue books, materials, and supplies for courses or projects.
Participate in publicity planning and student recruitment.
Tasks via O*NET "Self-Enrichment Teachers" (25-3021.00).
What AI can already do
17 of 30 tasks · with tools
Adapt teaching methods and instructional materials to meet students' varying needs and interests.
Maintain accurate and complete student records as required by administrative policy.
Monitor students' performance to make suggestions for improvement and to ensure that they satisfy course standards, training requirements, and objectives.
Prepare and administer written, oral, and performance tests, and issue grades in accordance with performance.
Establish clear objectives for all lessons, units, and projects and communicate those objectives to students.
Assign and grade class work and homework.
Prepare instructional program objectives, outlines, and lesson plans.
Confer with other teachers and professionals to plan and schedule lessons promoting learning and development.
Review instructional content, methods, and student evaluations to assess strengths and weaknesses, and to develop recommendations for course revision, development, or elimination.
Schedule class times to ensure maximum attendance.
Prepare and implement remedial programs for students requiring extra help.
Plan and conduct activities for a balanced program of instruction, demonstration, and work time that provides students with opportunities to observe, question, and investigate.
Observe and evaluate the performance of other instructors.
Use computers, audio-visual aids, and other equipment and materials to supplement presentations.
Select, order, and issue books, materials, and supplies for courses or projects.
Participate in publicity planning and student recruitment.
Write instructional articles on designated subjects.
Where humans still hold the line
13 of 30 tasks
Instruct students individually and in groups, using various teaching methods, such as lectures, discussions, and demonstrations.
Prepare students for further development by encouraging them to explore learning opportunities and to persevere with challenging tasks.
Observe students to determine qualifications, limitations, abilities, interests, and other individual characteristics.
Conduct classes, workshops, and demonstrations, and provide individual instruction to teach topics and skills, such as cooking, dancing, writing, physical fitness, photography, personal finance, and flying.
Instruct and monitor students in the use and care of equipment and materials to prevent injury and damage.
Prepare materials and classrooms for class activities.
Meet with parents and guardians to discuss their children's progress and to determine their priorities for their children.
Enforce policies and rules governing students.
Meet with other instructors to discuss individual students and their progress.
Attend professional meetings, conferences, and workshops to maintain and improve professional competence.
Plan and supervise class projects, field trips, visits by guest speakers, contests, or other experiential activities, and guide students in learning from those activities.
Attend staff meetings and serve on committees, as required.
Organize and supervise games and other recreational activities to promote physical, mental, and social development.
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Methodology
This role's exposure score comes from Eloundou et al's 2023 GPT task labels, aggregated by O*NET importance within each O*NET-SOC code, then bridged to UK SOC 2020 via ISCO-08 (ONS Vol 2 coding index) and US SOC 2010 (BLS crosswalk). Employment and median pay come from ONS ASHE Table 14.7a, 2025 provisional. ASHE covers employees only, so self-employed workers are not counted.
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