UK AI Exposure · Professional occupations
Special and additional needs education teaching professionals
Special and additional needs education teaching professionals organise and provide instruction at a variety of different levels to children who have emotional, behavioural or learning difficulties or physical disabilities. These professionals may also work with exceptionally gifted pupils.
- Employees (UK)
- 37k
- Median annual pay
- £40,363
- Exposure score ?
- 1.9/10 Minimal 4.5/10 Moderate strict reading · with tools is 4.5/10 with-tools reading · strict is 1.9/10
- Wage exposure
- £284m £672m
Higher exposure than 80% 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.
-
Maintain accurate and complete student records as required by laws, district policies, or administrative regulations.
-
Establish and communicate clear objectives for all lessons, units, and projects to students, parents, or guardians.
-
Prepare reports on students and activities as required by administration.
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.
-
Develop individual educational plans (IEPs) designed to promote students' educational, physical, or social development.
-
Confer with parents, administrators, testing specialists, social workers, or other professionals to develop individual education plans (IEPs).
-
Maintain accurate and complete student records as required by laws, district policies, or administrative regulations.
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 "Special Education Teachers, Preschool" (25-2051.00).
What AI can already do
4 of 36 tasks · unaided
Maintain accurate and complete student records as required by laws, district policies, or administrative regulations.
Establish and communicate clear objectives for all lessons, units, and projects to students, parents, or guardians.
Prepare reports on students and activities as required by administration.
Prepare assignments for teacher assistants or volunteers.
Where humans still hold the line
32 of 36 tasks
Employ special educational strategies or techniques during instruction to improve the development of sensory- and perceptual-motor skills, language, cognition, or memory.
Teach socially acceptable behavior, employing techniques such as behavior modification or positive reinforcement.
Communicate nonverbally with children to provide them with comfort, encouragement, or positive reinforcement.
Teach basic skills, such as color, shape, number and letter recognition, personal hygiene, or social skills, to preschool students with special needs.
Develop individual educational plans (IEPs) designed to promote students' educational, physical, or social development.
Confer with parents, administrators, testing specialists, social workers, or other professionals to develop individual education plans (IEPs).
Teach students personal development skills, such as goal setting, independence, or self-advocacy.
Develop or implement strategies to meet the needs of students with a variety of disabilities.
Observe and evaluate students' performance, behavior, social development, and physical health.
Instruct and monitor students in the use and care of equipment or materials to prevent injuries and damage.
Administer tests to help determine children's developmental levels, needs, or potential.
Establish and enforce rules for behavior and procedures for maintaining order among students.
Attend to children's basic needs by feeding them, dressing them, or changing their diapers.
Prepare classrooms with a variety of materials or resources for children to explore, manipulate, or use in learning activities or imaginative play.
Monitor teachers or teacher assistants to ensure adherence to special education program requirements.
Encourage students to explore learning opportunities or persevere with challenging tasks to prepare them for later grades.
Meet with parents or guardians to discuss their children's progress, advise them on using community resources, or teach skills for dealing with students' impairments.
Confer with parents, guardians, teachers, counselors, or administrators to resolve students' behavioral or academic problems.
Modify the general preschool curriculum for students with disabilities.
Coordinate placement of students with special needs into mainstream classes.
Provide assistive devices, supportive technology, or assistance accessing facilities, such as restrooms.
Organize and supervise games or other recreational activities to promote physical, mental, or social development.
Prepare objectives, outlines, or other materials for courses of study, following curriculum guidelines or requirements.
Attend professional meetings, educational conferences, or teacher training workshops to maintain or improve professional competence.
Read books to entire classes or to small groups.
Arrange indoor or outdoor space to facilitate creative play, motor-skill activities, or safety.
Organize and display students' work in a manner appropriate for their perceptual skills.
Present information in audio-visual or interactive formats, using computers, television, audio-visual aids, or other equipment, materials, or technologies.
Collaborate with other teachers or administrators to develop, evaluate, or revise preschool programs.
Serve meals or snacks in accordance with nutritional guidelines.
Plan and supervise experiential learning activities, such as class projects, field trips, or demonstrations.
Control the inventory or distribution of classroom equipment, materials, or supplies.
Tasks via O*NET "Special Education Teachers, Preschool" (25-2051.00).
What AI can already do
10 of 36 tasks · with tools
Develop individual educational plans (IEPs) designed to promote students' educational, physical, or social development.
Confer with parents, administrators, testing specialists, social workers, or other professionals to develop individual education plans (IEPs).
Maintain accurate and complete student records as required by laws, district policies, or administrative regulations.
Establish and communicate clear objectives for all lessons, units, and projects to students, parents, or guardians.
Modify the general preschool curriculum for students with disabilities.
Prepare objectives, outlines, or other materials for courses of study, following curriculum guidelines or requirements.
Prepare reports on students and activities as required by administration.
Organize and display students' work in a manner appropriate for their perceptual skills.
Present information in audio-visual or interactive formats, using computers, television, audio-visual aids, or other equipment, materials, or technologies.
Prepare assignments for teacher assistants or volunteers.
Where humans still hold the line
26 of 36 tasks
Employ special educational strategies or techniques during instruction to improve the development of sensory- and perceptual-motor skills, language, cognition, or memory.
Teach socially acceptable behavior, employing techniques such as behavior modification or positive reinforcement.
Communicate nonverbally with children to provide them with comfort, encouragement, or positive reinforcement.
Teach basic skills, such as color, shape, number and letter recognition, personal hygiene, or social skills, to preschool students with special needs.
Teach students personal development skills, such as goal setting, independence, or self-advocacy.
Develop or implement strategies to meet the needs of students with a variety of disabilities.
Observe and evaluate students' performance, behavior, social development, and physical health.
Instruct and monitor students in the use and care of equipment or materials to prevent injuries and damage.
Administer tests to help determine children's developmental levels, needs, or potential.
Establish and enforce rules for behavior and procedures for maintaining order among students.
Attend to children's basic needs by feeding them, dressing them, or changing their diapers.
Prepare classrooms with a variety of materials or resources for children to explore, manipulate, or use in learning activities or imaginative play.
Monitor teachers or teacher assistants to ensure adherence to special education program requirements.
Encourage students to explore learning opportunities or persevere with challenging tasks to prepare them for later grades.
Meet with parents or guardians to discuss their children's progress, advise them on using community resources, or teach skills for dealing with students' impairments.
Confer with parents, guardians, teachers, counselors, or administrators to resolve students' behavioral or academic problems.
Coordinate placement of students with special needs into mainstream classes.
Provide assistive devices, supportive technology, or assistance accessing facilities, such as restrooms.
Organize and supervise games or other recreational activities to promote physical, mental, or social development.
Attend professional meetings, educational conferences, or teacher training workshops to maintain or improve professional competence.
Read books to entire classes or to small groups.
Arrange indoor or outdoor space to facilitate creative play, motor-skill activities, or safety.
Collaborate with other teachers or administrators to develop, evaluate, or revise preschool programs.
Serve meals or snacks in accordance with nutritional guidelines.
Plan and supervise experiential learning activities, such as class projects, field trips, or demonstrations.
Control the inventory or distribution of classroom equipment, materials, or supplies.
Stay on top of this
One email a week, written for people who aren't AI nerds. What's actually real, what's hype, and what smart operators are doing about it.
Get the weekly note
One email a week from Alex on how AI is changing UK work, how to get ahead of it, and what smart operators are actually doing. Written for people who aren't AI nerds.
Free. Unsubscribe any time.
Or go deeper:
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.
Get the weekly note. One email on how AI is changing UK work.