UK dataswitch to US
Early education and childcare practitioners
providing a safe environment for children, assisting children with dressing in appropriate clothing and communicating developmental objectives to children to support growth and learning. If that's your week, this page is about your job.
The honest answer
AI changes the edges of this job, not the middle: changing children's nappies is work software can't reach.
What shifts is maintaining accurate and completing student records. This page scores what today's tools actually do, not headlines.
Your week, as this page understands it
Early education and childcare practitioners lead the learning and development of and care for children from birth up to five years of age in a school, nursery, or childcare environment. The job title says “early education” or “childcare practitioners”: officially one job, two names. The real job is the part underneath: changing children's nappies. 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 early education and childcare practitioners is not one task. It is 54 scored ones, and they are nowhere near equally exposed. The most durable of them, on this evidence, is changing children's nappies, and the ledger below shows exactly why.
Where the work sits, by task weight
- shifting to AI
- 5%
- changing shape
- 11%
- staying human
- 85%
These bars are tasks changing hands, not people being counted out. The ledger below shows which.
Whole-job exposure score 18 out of 100 (13–24 allowing for uncertainty): minimal exposure, across 54 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 early education and childcare practitioners 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.
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.
- One task scored differently between repeat runs, so its range on this page is wider. We would rather show the wobble than hide it.
- 20 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
3 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.
Maintaining accurate and completing student records
This is reading one thing and writing another: accurate in, a record out. That is the shape today's tools are built for.
importance 75 · 3232/00Source: “Maintain accurate and complete student records as required by laws, local authority policies, and administrative regulations.” (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: Keeping the required pupil records is routine document work that school systems and AI handle well.
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 reports on pupils and activities as required by administration
This is reading one thing and writing another: reports in, a record out. That is the shape today's tools are built for.
importance 70 · 3232/00Source: “Prepare reports on pupils and activities as required by administration.” (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: Writing up reports from existing records is exactly the kind of document work AI does well.
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.
Selecting and ordering classroom equipment
This is reading one thing and writing another: classroom equipment in, a record out. That is the shape today's tools are built for.
importance 70 · 3232/00Source: “Select and order classroom equipment, materials, and supplies.” (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: Choosing and ordering classroom supplies against a budget is routine desk work.
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
6 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.
Developing nursery programmes in collaboration with other teachers and administrators
The software now makes the first pass at nursery programmes, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 80 · 3232/00Source: “Develop nursery programmes in collaboration with other teachers and administrators.” (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: Programme outlines can be drafted well from the published early years framework, with staff shaping them around their own children.
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.
Maintaining accurate records of child progress
The software now makes the first pass at accurate records of child progress, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 80 · 3232/00Source: “Maintain accurate records of child progress.” (UK task statement)
How this row was scored
Exposure score: 49 out of 100 (45–53 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: Written observations and progress records are ordinary paperwork that software already drafts well from the notes staff enter.
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.
Establishing rules for behaviour for responsible pupils
The software now makes the first pass at rules, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 80 · 3232/00Source: “Establish rules for behaviour for responsible pupils.” (UK task statement)
How this row was scored
Exposure score: 48 out of 100 (41–55 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: Drafting classroom rules is straightforward writing, though agreeing them with a class is done in person.
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 3/4.
Ensuring compliance with all current and relevant Health & Safety legislation
The software now makes the first pass at compliance, but someone has to be answerable for the result, and it cannot be the software. So the job becomes checking and deciding rather than producing.
importance 75 · 3232/00Source: “Ensure compliance with all current and relevant Health & Safety legislation.” (UK task statement)
How this row was scored
Exposure score: 42 out of 100 (35–49 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; someone qualified has to answer for it.
The rating behind it: Health and safety rules are fully written down, so checks, risk assessments and records can largely be produced by software.
The five ratings: output a model can produce 3/4 · needs a body in a room 1/4 · needs an accountable person 2/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Staying human
45 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.
Providing a safe environment for children
This work happens in the physical world: a safe environment, in a real place. Software cannot follow it there.
importance 95 · 3232/00Source: “Provide a safe environment for children.” (UK task statement)
How this row was scored
Exposure score: 9 out of 100 (2–16 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Software can draft risk assessments and safety checklists, but keeping a room of small children safe means an adult actually being there.
The five ratings: output a model can produce 2/4 · needs a body in a room 3/4 · needs an accountable person 2/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Adhering to safeguarding policies to protect children from harm
This work happens in the physical world: safeguarding policies, in a real place. Software cannot follow it there.
importance 95 · 3232/00Source: “Adhere to safeguarding policies to protect children from harm.” (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: 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: Spotting when a child is at risk depends on being in the room, and the law puts named staff on the hook for acting.
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.
Changing children's nappies
This work happens in the physical world: children's nappies, in a real place. Software cannot follow it there.
importance 95 · 3232/00Source: “Change children's nappies.” (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: Changing a nappy is hands-on care that can only be done by a person with the child in front of 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 1/4 · how much data exists 1/4.
Show the other 44 tasks
Planning assignments for teaching assistants and volunteers
changing shapeThe software now makes the first pass at assignments, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 70 · 3232/00Source: “Plan assignments for teaching assistants and volunteers.” (UK task statement)
How this row was scored
Exposure score: 57 out of 100 (50–64 allowing for uncertainty): partial exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; mistakes that are cheap to catch.
The rating behind it: Allocating tasks is straightforward planning, though it depends on knowing the staff and pupils involved.
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 2/4.
Maintaining inventory of classroom equipment
changing shapeThe software now makes the first pass at inventory of classroom equipment, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 70 · 3232/00Source: “Maintain inventory of classroom equipment, materials, and supplies.” (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: The list keeps itself digitally, but somebody still has to check what is in the cupboard.
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.
Suggesting ways to promote learning and development to parents
staying humanThe value here is that a specific person handles ways and stands behind it. That is earned, not computed.
importance 75 · 3232/00Source: “Suggest ways to promote learning and development to parents.” (UK task statement)
How this row was scored
Exposure score: 39 out of 100 (32–46 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; the value is that a specific person does it.
The rating behind it: Practical home-learning ideas for parents are well documented and easy to draft, though they land better in a real conversation.
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 2/4 · how much data exists 3/4.
Consulting with other staff members to plan and schedule lessons promoting learning
staying humanThe ratings behind this row put other staff members well outside what today's tools can do on their own.
importance 80 · 3232/00Source: “Consult with other staff members to plan and schedule lessons promoting learning, following approved curricula.” (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: AI drafts the lesson plans, but agreeing and scheduling them happens between colleagues in school.
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.
Identifying parents' educational priorities for their children
staying humanThe value here is that a specific person handles parents' educational priorities and stands behind it. That is earned, not computed.
importance 70 · 3232/00Source: “Identify parents' educational priorities for their children.” (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 value is that a specific person does it.
The rating behind it: Finding out what parents want for their child comes from talking with them directly.
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 2/4.
Discussing individual students' progress with other teachers
staying humanThe value here is that a specific person handles individual students' progress and stands behind it. That is earned, not computed.
importance 75 · 3232/00Source: “Discuss individual students' progress with other teachers.” (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: These handover conversations rely on staff sharing what each has actually seen of a pupil.
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.
Discussing children's progress with parents and carers
staying humanThe value here is that a specific person handles children's progress and stands behind it. That is earned, not computed.
importance 85 · 3232/00Source: “Discuss children's progress with parents and carers.” (UK task statement)
How this row was scored
Exposure score: 28 out of 100 (24–32 allowing for uncertainty): low exposure, high confidence.
Why it sits in this group: the value is that a specific person does it.
The rating behind it: Written progress summaries can be prepared automatically, but talking a parent through how their child is doing depends on trust.
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 3/4 · how much data exists 2/4.
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 · 3232/00Source: “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: AI can find and summarise material, but the learning itself is something the teacher has to do.
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.
Collaborating closely with parents and carers
staying humanThe value here is that a specific person handles parents and stands behind it. That is earned, not computed.
importance 90 · 3232/00Source: “Collaborate closely with parents and carers.” (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 value is that a specific person does it.
The rating behind it: Apps can draft updates for parents, but the working relationship rests on a person parents know and trust with their child.
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 3/4 · how much data exists 2/4.
Adapting teaching techniques to the age and skill levels of students
staying humanThe value here is that a specific person handles techniques and stands behind it. That is earned, not computed.
importance 85 · 3232/00Source: “Adapt teaching techniques to the age and skill levels of students.” (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 value is that a specific person does it.
The rating behind it: Materials can be pitched at different levels automatically, but adjusting on the spot to how children are coping needs an adult there.
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 3/4 · how much data exists 2/4.
Organising and overseeing field trips and guest visits to promote experiential learning
staying humanThis work happens in the physical world: field trips, in a real place. Software cannot follow it there.
importance 80 · 3232/00Source: “Organise and oversee field trips and guest visits to promote experiential learning.” (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; mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: Bookings, letters and risk paperwork can be produced quickly, but supervising young children on a trip needs adults with them.
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 1/4 · how much data exists 3/4.
Planning and delivering age-appropriate educational activities to support children's learning and development using a range of teaching strategies
staying humanThis work happens in the physical world: age-appropriate educational activities, in a real place. Software cannot follow it there.
importance 90 · 3232/00Source: “Plan and deliver age-appropriate educational activities to support children's learning and development using a range of teaching strategies.” (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: Software drafts strong age-appropriate activity plans, but delivering them to a room of under-fives is a person's job.
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.
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 85 · 3232/00Source: “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: 18 out of 100 (11–25 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: Activity plans are quick to draft, but running the session with young children happens in the room.
The five ratings: output a model can produce 2/4 · needs a body in a room 2/4 · needs an accountable person 0/4 · needs to be trusted in the moment 2/4 · how much data exists 2/4.
Administering standardised ability and achievement tests
staying humanThis work happens in the physical world: standardised ability, in a real place. Software cannot follow it there.
importance 70 · 3232/00Source: “Administer standardised ability and achievement tests, and interpret results to determine students' strengths and needs.” (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: Scoring and reporting are automatic once results exist, but getting a young child to complete a test needs an adult beside them.
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.
Identifying signs of emotional or developmental problems in children
staying humanThe value here is that a specific person handles signs of emotional and stands behind it. That is earned, not computed.
importance 80 · 3232/00Source: “Identify signs of emotional or developmental problems in children.” (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 value is that a specific person does it.
The rating behind it: Spotting that something is not right with a child comes from being with them daily; the diagnosis is then made by health professionals.
The five ratings: output a model can produce 1/4 · needs a body in a room 1/4 · needs an accountable person 1/4 · needs to be trusted in the moment 2/4 · how much data exists 2/4.
Planning and overseeing class projects
staying humanThis work happens in the physical world: class projects, in a real place. Software cannot follow it there.
importance 80 · 3232/00Source: “Plan and oversee class projects, field trips, visits by guest speakers, competitions, or other experiential activities, and guide pupils in learning from those activities.” (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: Trip plans and paperwork can be drafted quickly, but running the activity and supervising the children happens in person.
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.
Demonstrating leaderful practice through the effective deployment of resources and practitioners keeping the child's voice and needs central
staying humanThis work happens in the physical world: leaderful practice, in a real place. Software cannot follow it there.
importance 75 · 3232/00Source: “Demonstrate leaderful practice through the effective deployment of resources and practitioners keeping the child's voice and needs central to practice.” (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: Rotas and resource plans can be drafted automatically, but deploying staff around real children needs someone in the setting.
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.
Providing materials and resources for children to explore and manipulating in learning activities
staying humanThis work happens in the physical world: materials, in a real place. Software cannot follow it there.
importance 85 · 3232/00Source: “Provide materials and resources for children to explore and manipulate in learning activities.” (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: Resources can be designed digitally, but handing them out and setting them up happens in class.
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.
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 75 · 3232/00Source: “Prepare and implement remedial programmes for students requiring extra help.” (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: work that happens in the physical world; the value is that a specific person does it.
The rating behind it: A support plan can be drafted from the assessment, but working through it with a young child happens face to face.
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 3/4 · how much data exists 2/4.
Observing and evaluating children's performance
staying humanThe value here is that a specific person handles children's performance and stands behind it. That is earned, not computed.
importance 85 · 3232/00Source: “Observe and evaluate children's performance, behaviour, social development, and physical health.” (UK task statement)
How this row was scored
Exposure score: 11 out of 100 (7–15 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: the value is that a specific person does it.
The rating behind it: Noticing how a young child is developing comes from watching them day to day in the room, which software cannot do.
The five ratings: output a model can produce 1/4 · needs a body in a room 1/4 · needs an accountable person 1/4 · needs to be trusted in the moment 2/4 · how much data exists 1/4.
Supporting colleagues and assisting the Designated Safeguarding Lead in embedding these practices
staying humanThis work happens in the physical world: colleagues, in a real place. Software cannot follow it there.
importance 70 · 3232/00Source: “Support colleagues and assist the Designated Safeguarding Lead in embedding these practices.” (UK task statement)
How this row was scored
Exposure score: 11 out of 100 (4–18 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: 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: Training materials can be drafted, but embedding safeguarding practice runs through the designated lead and colleagues who know the children.
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 2/4.
Teaching children about healthy eating habits
staying humanThis work happens in the physical world: children, in a real place. Software cannot follow it there.
importance 80 · 3232/00Source: “Teach children about healthy eating habits.” (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: Materials and activities about healthy eating are easy to generate, but the conversation happens with children in the room.
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.
Promoting and demonstrating understanding of diversity and equality to support all children
staying humanThis work happens in the physical world: diversity, in a real place. Software cannot follow it there.
importance 85 · 3232/00Source: “Promote and demonstrate understanding of diversity and equality to support all children, including those with additional needs.” (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; the value is that a specific person does it.
The rating behind it: Inclusive resources and guidance can be produced by software, but showing children what fairness looks like happens in the room.
The five ratings: output a model can produce 2/4 · needs a body in a room 3/4 · needs an accountable person 1/4 · needs to be trusted in the moment 2/4 · how much data exists 3/4.
Organising and labelling materials and displaying students' work in a manner appropriate for their eye levels and perceptual skills
staying humanThis work happens in the physical world: materials, in a real place. Software cannot follow it there.
importance 75 · 3232/00Source: “Organise and label materials and display students' work in a manner appropriate for their eye levels and perceptual skills.” (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: work that happens in the physical world.
The rating behind it: Putting up labelled displays at children's eye level is hands-on classroom work.
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 0/4 · how much data exists 2/4.
Organising and supervising games and other recreational activities to promote physical
staying humanThis work happens in the physical world: games, in a real place. Software cannot follow it there.
importance 85 · 3232/00Source: “Organise and supervise games and other recreational activities to promote physical, mental, and social development.” (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: Supervising children at games and activities has to be done 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.
Providing assistive devices to support disabled students' educational needs
staying humanThis work happens in the physical world: assistive devices, in a real place. Software cannot follow it there.
importance 80 · 3232/00Source: “Provide assistive devices to support disabled students' educational needs.” (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 rating behind it: Choosing suitable equipment can be researched quickly, but fitting it and helping a child use it happens in the setting.
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 1/4 · how much data exists 2/4.
Developing and maintaining positive relationships with parents
staying humanThis work happens in the physical world: positive relationships, in a real place. Software cannot follow it there.
importance 85 · 3232/00Source: “Develop and maintain positive relationships with parents, carers, and professionals.” (UK task statement)
How this row was scored
Exposure score: 5 out of 100 (1–9 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: Trust built with parents, carers and other professionals over time is the whole point, and that only forms between people.
The five ratings: output a model can produce 1/4 · needs a body in a room 2/4 · needs an accountable person 0/4 · needs to be trusted in the moment 4/4 · how much data exists 1/4.
Contributing to multi-agency meetings as part of the 'team around the family' approach
staying humanThis work happens in the physical world: multi-agency meetings, in a real place. Software cannot follow it there.
importance 70 · 3232/00Source: “Contribute to multi-agency meetings as part of the 'team around the family' approach, facilitating cross-sector collaboration.” (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: 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: Team-around-the-family meetings turn on private case detail and professional judgement that named, accountable people are required to bring.
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 1/4.
Enforcing procedures to maintain order among these pupils
staying humanThis work happens in the physical world: procedures, in a real place. Software cannot follow it there.
importance 80 · 3232/00Source: “Enforce procedures to maintain order among these pupils.” (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; the value is that a specific person does it.
The rating behind it: Keeping order among young children depends on an adult being present whom they know and respond to.
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 1/4.
Monitoring students in halls and canteens for orderly conduct
staying humanThis work happens in the physical world: students, in a real place. Software cannot follow it there.
importance 60 · 3232/00Source: “Monitor students in halls and canteens for orderly conduct.” (UK task statement)
How this row was scored
Exposure score: 2 out of 100 (0–6 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Supervising a hall full of children means an adult being physically present and able to step in.
The five ratings: output a model can produce 0/4 · 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 1/4.
Assimilating arriving children to the school environment by greeting them
staying humanThis work happens in the physical world: children, in a real place. Software cannot follow it there.
importance 90 · 3232/00Source: “Assimilate arriving children to the school environment by greeting them, helping them remove outerwear, and selecting activities of interest to them.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–7 allowing for uncertainty): minimal exposure, high confidence, and it moved between repeat runs, so the range is widened.
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: Welcoming children at the door and helping them out of coats is hands-on work at the start of the day.
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 1/4.
Conducting educational activities for school children to promote early learning
staying humanThis work happens in the physical world: educational activities, in a real place. Software cannot follow it there.
importance 90 · 3232/00Source: “Conduct educational activities for school children to promote early learning.” (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 value is that a specific person does it.
The rating behind it: Running activities with young children happens face to face, even though the plans behind them can be drafted by software.
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 2/4 · how much data exists 3/4.
Feeding children
staying humanThis work happens in the physical world: children, in a real place. Software cannot follow it there.
importance 90 · 3232/00Source: “Feed children when required.” (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: Feeding a small child is hands-on work that no software 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.
Offering safe play activities, both indoors and outdoors
staying humanThis work happens in the physical world: safe play activities, both indoors and outdoors, in a real place. Software cannot follow it there.
importance 90 · 3232/00Source: “Offer safe play activities, both indoors and outdoors.” (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: Setting up and supervising play indoors and outside means being there with the children the whole time.
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 1/4 · how much data exists 3/4.
Reading to pupils in a class
staying humanThis work happens in the physical world: pupils, in a real place. Software cannot follow it there.
importance 90 · 3232/00Source: “Read to pupils in a class, group, or one-to-one setting.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–7 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Reading with a class or a child is done in the room with them.
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 2/4.
Assisting children with dressing in appropriate clothing
staying humanThis work happens in the physical world: children, in a real place. Software cannot follow it there.
importance 85 · 3232/00Source: “Assist children with dressing in appropriate clothing.” (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 a small child into their coat and shoes takes someone's hands, in the room, with the child.
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.
Communicating developmental objectives to children to support growth and learning
staying humanThis work happens in the physical world: developmental objectives, in a real place. Software cannot follow it there.
importance 85 · 3232/00Source: “Communicate developmental objectives to children to support growth and learning.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–7 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: work that happens in the physical world; the value is that a specific person does it.
The rating behind it: Explaining next steps to a three-year-old happens in the moment, face to face, alongside whatever they are doing.
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 2/4 · how much data exists 2/4.
Helping children remove outerwear for comfort
staying humanThis work happens in the physical world: children remove outerwear, in a real place. Software cannot follow it there.
importance 85 · 3232/00Source: “Help children remove outerwear for comfort.” (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: Helping a child out of a coat is purely physical, so there is nothing here software can take over.
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.
Serving meals and snacks in accordance with nutritional guidelines
staying humanThis work happens in the physical world: meals, in a real place. Software cannot follow it there.
importance 85 · 3232/00Source: “Serve meals and snacks in accordance with nutritional guidelines.” (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: Putting food in front of children is physical work, though the nutrition guidance behind it is written down.
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.
Teaching basic skills, such as colour, shape, number and letter recognition, personal hygiene or social skills
staying humanThis work happens in the physical world: basic skills, in a real place. Software cannot follow it there.
importance 85 · 3232/00Source: “Teach basic skills, such as colour, shape, number and letter recognition, personal hygiene, or social skills, to preschool students with special needs.” (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 value is that a specific person does it.
The rating behind it: Teaching colours, letters and social skills to young children with additional needs depends on close, patient face-to-face attention.
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 2/4 · how much data exists 3/4.
Assisting disabled students in accessing facilities
staying humanThis work happens in the physical world: disabled students, in a real place. Software cannot follow it there.
importance 80 · 3232/00Source: “Assist disabled students in accessing facilities, such as toilets.” (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: This is hands-on personal help that only someone in the room can give.
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 2/4.
Preparing classrooms with a variety of materials or resources for children
staying humanThis work happens in the physical world: classrooms, in a real place. Software cannot follow it there.
importance 80 · 3232/00Source: “Prepare classrooms with a variety of materials or resources for children to explore, manipulate, or use in learning activities or imaginative play.” (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: Laying out a classroom means physically moving and arranging materials.
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.
Teaching basic hygiene practices
staying humanThis work happens in the physical world: basic hygiene practices, in a real place. Software cannot follow it there.
importance 80 · 3232/00Source: “Teach basic hygiene practices.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–7 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: 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: Handwashing and toileting routines are taught by doing them alongside the child, which needs an adult present.
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 2/4 · how much data exists 3/4.
Overseeing bus loading and unloading as an administrative task
staying humanThis work happens in the physical world: bus, in a real place. Software cannot follow it there.
importance 50 · 3232/00Source: “Oversee bus loading and unloading as an administrative task.” (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: Supervising pupils on and off a bus requires standing there watching.
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.
What this job pays, and how many people do it
- Median pay
- £23,700a 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
- 94,000in 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: nursery programmes in, a record out. The rows above are exactly that shape: maintaining accurate and completing student records and preparing reports on pupils and activities as required by administration. What it cannot do is be there in the room, and that is still where children's nappies get done. 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: changing children's nappies is the middle of this job, and the evidence on this page says it stays with a person.
So, given all that: 5% of this job's task weight sits in rows the software is already learning, 11% in rows that change shape rather than disappear, and 85% in rows it is nowhere near. That is the position, measured across 54 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. Maintaining accurate and completing student records 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 nursery programmes, 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 children's nappies 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 developing nursery programmes in collaboration with other teachers and administrators. 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 early education and childcare practitioners (nearest by the work that AI is not taking, not by job title), and none of them survived. The closest was early education and childcare services proprietors: there are far fewer of those jobs than of yours. And on the numbers you do not need one. This job scores 18/100 here, with only 5% of the task list in the top band, and “adhere to safeguarding policies to protect children from harm” 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.
Early education and childcare services proprietors
Why it looked obvious: It came up as a near neighbour because one of your tasks is on their list in the same words: “assimilate arriving children to the school environment by greeting them, helping them remove outerwear, and selecting…”. Across the whole of both lists that adds up to about 38% of the work in that job the software is not taking.
Why I am not recommending it: 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 6,300 of those jobs against 94,000 of yours (ONS via Nomis), 7% as many seats.
Nursery education teaching professionals
Why it looked obvious: It came up as a near neighbour because one of your tasks is on their list in the same words: “assimilate arriving children to the school environment by greeting them, helping them remove outerwear, and selecting…”. Across the whole of both lists that adds up to about 33% 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 33% of that job's durable work is already yours, against the 35% I want to see before I will call something a route.
Nannies and au pairs
Why it looked obvious: It came up as a near neighbour because one of your tasks is on their list in the same words: “change children's nappies”. Across the whole of both lists that adds up to about 28% 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 28% of that job's durable work is already yours, against the 35% I want to see before I will call something a route. And it is a narrow door: about 22,400 of those jobs against 94,000 of yours (ONS via Nomis), 24% as many seats.
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: 5% of its task weight, across 54 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 changing children's nappies 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.
If you run a team doing this job
If you run a team doing this job, the conversation you owe them is the one on this page, and sooner than feels comfortable. Show them the ledger rather than a reassurance: the rows moving toward the software are maintaining accurate and completing student records, and the rows that are not are where you want your people visible. Ask each of them to do the this-week move and bring the list to your next one-to-one. It turns a rumour into a piece of work, and it tells you which parts of your team's week are actually at stake. And say the thing out loud that a team lead usually leaves unsaid: a shrinking team is your exposure too, so do the move yourself as well.
You are reading the United Kingdom figures
The United States splits this work across more than one official group, of which Childcare Workers 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 Childcare Workers. 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
Why there is no community here
Collab365, who build this site, run paid Spaces for a small number of subjects, and none of them is built for this job. We are not going to point you at the nearest one and call it a fit.
So the free services listed on this page are the whole answer, and it is the same answer we would give a friend.
Noted, and thank you. We’ll email you if a Space for early education / childcare practitioners 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 Early education and childcare practitioners?
- Not as a job, but it is already doing parts of the work. Across the 54 official task statements scored for Early education and childcare practitioners (United Kingdom, SOC 3232), 5% of the importance-weighted core work is made of tasks today's AI could already do most of. The overall exposure score is 18 out of 100 (range 13–24, 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 “Early education and childcare practitioners” can AI already do?
- The highest-scoring tasks in release 2026-q4.1 are: “Maintain accurate and complete student records as required by laws, local authority policies, and administrative regulations” (75/100, high); “Prepare reports on pupils and activities as required by administration” (75/100, high); “Select and order classroom equipment, materials, and supplies” (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 “Early education and childcare practitioners” stay human?
- About 85% 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: “Oversee bus loading and unloading as an administrative task” (0/100, minimal); “Teach basic hygiene practices” (0/100, minimal); “Prepare classrooms with a variety of materials or resources for children to explore, manipulate, or use in learning activities or imaginative play” (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 “Early education and childcare practitioners” do about AI?
- Start from the ledger rather than the headline: 5% of this job's weighted core work is exposed, and roughly 85% 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 Early education and childcare practitioners 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 54 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.
- One task scored differently between repeat runs, so its range on this page is wider. We would rather show the wobble than hide it.
- The match between this job and its counterpart in the other country is partial, so the two pages count slightly different groups of people.
- 20 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}
}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.
