UK dataswitch to US
Early education and childcare services proprietors
teaching basic skills, such as colour, shape, communicating developmental objectives to children to support growth and learning and drafting programme outlines to guide instructional sessions across various subjects. If that's your week, this page is about your job.
The honest answer
AI changes the edges of this job, not the middle: assimilating arriving children to the school environment by greeting them is work software can't reach.
What shifts is drafting programme outlines to guide instructional sessions across various subjects. This page scores what today's tools actually do, not headlines.
Your week, as this page understands it
Early childhood and childcare services proprietors plan, organise, direct and co-ordinate the activities and resources of residential or day nurseries, play groups, and similar establishments. The job title says “early education” or “childcare services proprietors”: officially one job, two names. The real job is the part underneath: assimilating arriving children to the school environment by greeting them. 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 services proprietors is not one task. It is 38 scored ones, and they are nowhere near equally exposed. The most durable of them, on this evidence, is assimilating arriving children to the school environment by greeting them, and the ledger below shows exactly why.
Where the work sits, by task weight
- shifting to AI
- 10%
- changing shape
- 10%
- staying human
- 79%
These bars are tasks changing hands, not people being counted out. The ledger below shows which.
Whole-job exposure score 24 out of 100 (19–30 allowing for uncertainty): low exposure, across 38 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 services proprietors 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.
Shifting to AI
4 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.
Drafting programme outlines to guide instructional sessions across various subjects
This is reading one thing and writing another: programme outlines in, a record out. That is the shape today's tools are built for.
importance 80 · 1233/00Source: “Draft programme outlines to guide instructional sessions across various subjects.” (UK task statement)
How this row was scored
Exposure score: 83 out of 100 (79–87 allowing for uncertainty): very high exposure, high confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Session outlines draw on widely published teaching material that AI shapes into usable plans.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 4/4.
Maintaining 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 80 · 1233/00Source: “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 75 · 1233/00Source: “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 75 · 1233/00Source: “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
4 tasksTasks where the machine takes the producing and a person keeps the checking, the deciding, or the answering-for-it. For most jobs this is the biggest group, and it is where "transformation, not termination" is literally visible.
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 85 · 1233/00Source: “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.
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 · 1233/00Source: “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.
Planning assignments for teaching assistants and volunteers
The 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 75 · 1233/00Source: “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.
Staying human
30 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.
Teaching basic skills, such as colour, shape, number and letter recognition, personal hygiene or social skills
This work happens in the physical world: basic skills, in a real place. Software cannot follow it there.
importance 90 · 1233/00Source: “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: 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 value is that a specific person does it.
The rating behind it: Teaching materials are easy to produce, but teaching these skills to a young child with additional needs takes patient one-to-one attention.
The five ratings: output a model can produce 1/4 · 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.
Conducting educational activities for school children to promote early learning
This work happens in the physical world: educational activities, in a real place. Software cannot follow it there.
importance 90 · 1233/00Source: “Conduct educational activities for school children to promote early learning.” (UK task statement)
How this row was scored
Exposure score: 4 out of 100 (0–8 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; the value is that a specific person does it.
The rating behind it: Running activities with young children means being in the room with them, holding their attention as you go.
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 2/4.
Assimilating arriving children to the school environment by greeting them
This work happens in the physical world: children, in a real place. Software cannot follow it there.
importance 90 · 1233/00Source: “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.
Show the other 28 tasks
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 75 · 1233/00Source: “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 80 · 1233/00Source: “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 · 1233/00Source: “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 80 · 1233/00Source: “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 · 1233/00Source: “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 80 · 1233/00Source: “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 75 · 1233/00Source: “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.
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 · 1233/00Source: “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 to how children are coping on the day 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 · 1233/00Source: “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 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 · 1233/00Source: “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 80 · 1233/00Source: “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 85 · 1233/00Source: “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.
Supervising and coordinating the activities of teaching assistants to support educational delivery
staying humanThis work happens in the physical world: the activities of teaching assistants, in a real place. Software cannot follow it there.
importance 85 · 1233/00Source: “Supervise and coordinate the activities of teaching assistants to support educational delivery.” (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 guidance can be drafted by software, but overseeing assistants with children present means being 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.
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 · 1233/00Source: “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.
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 · 1233/00Source: “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 80 · 1233/00Source: “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 · 1233/00Source: “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 setting, 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.
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 · 1233/00Source: “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.
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 80 · 1233/00Source: “Offer safe play activities, both indoors and outdoors.” (UK task statement)
How this row was scored
Exposure score: 7 out of 100 (0–14 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world.
The rating behind it: Ideas for activities are easy to find, but setting them up safely and watching children play 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 3/4.
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 · 1233/00Source: “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.
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 85 · 1233/00Source: “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 70 · 1233/00Source: “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.
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 · 1233/00Source: “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.
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 80 · 1233/00Source: “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 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 75 · 1233/00Source: “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.
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 75 · 1233/00Source: “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.
Feeding children
staying humanThis work happens in the physical world: children, in a real place. Software cannot follow it there.
importance 70 · 1233/00Source: “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.
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 70 · 1233/00Source: “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
- No median pay figure is published for this exact group, so there is none here. We would rather show you the gap than a number borrowed from somewhere else.The ONS doesn't publish a reliable pay figure for this exact job (too few people in its survey sample), so none is shown here.
- People doing this job
- 6,300in 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: programme outlines in, a record out. The rows above are exactly that shape: drafting programme outlines to guide instructional sessions across various subjects and maintaining accurate and completing student records. What it cannot do is be there in the room, and that is still where children gets 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: assimilating arriving children to the school environment by greeting them is the middle of this job, and the evidence on this page says it stays with a person.
So, given all that: 10% of this job's task weight sits in rows the software is already learning, 10% in rows that change shape rather than disappear, and 79% in rows it is nowhere near. That is the position, measured across 38 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. Drafting programme outlines to guide instructional sessions across various subjects 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 programme outlines, 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 basic skills 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 services proprietors (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 practitioners. This release publishes no median pay for that job, so I cannot show you what the move costs or pays. And on the numbers you do not need one. This job scores 24/100 here, with only 10% of the task list in the top band, and “assimilate arriving children to the school environment by greeting them, helping them…” 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 practitioners
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 41% 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.
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 26% 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 26% of that job's durable work is already yours, against the 35% I want to see before I will call something a route. 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.
Primary 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: “provide materials and resources for children to explore and manipulate in learning activities”. Across the whole of both lists that adds up to about 18% of the work in that job the software is not taking.
Why I am not recommending it: You would be starting most of it from nothing: about 18% of the durable work in that job is work you do today, and the rest you would be learning while the bills carried on. This release publishes no median pay for that job, so I cannot show you what the move costs or pays. I do not recommend a move I cannot price.
What I’d stop worrying about
A friend tells you what not to spend fear on. This is that list.
The headline number you read somewhere
The big “X% of jobs” figures are about the whole economy, not about you. The number that describes your job is on this page: 10% of its task weight, across 38 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 assimilating arriving children to the school environment by greeting them arrive through rules, insurance and money, slowly and visibly. This page tracks the task evidence and will move when it moves.
Retraining out of a job that is holding up
On this evidence I would not spend money leaving. Spend it on the layer around the job instead: the tools, the paperwork, the planning. That is where the change actually is.
The “obvious” next job everyone suggests
I checked the obvious moves and most of them did not survive. The reasons are printed with the routes above, including the pay and the gate. A move that fails on the numbers is worth knowing about so you can stop turning it over at night.
You are reading the United Kingdom figures
The United States splits this work across more than one official group, of which Education and Childcare Administrators, Preschool and Daycare 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 Education and Childcare Administrators, Preschool and Daycare. Pay and employment stay on this page’s own group; the task list and the scores do not cross over.
Your route through this
Where to go next, and what it costs
Free, and complete
The moves above cost nothing. These are the real services that go with them: public, government-funded, and free at the point of use. Nothing on this page is behind an email address or a payment.
In England:
A free hour with a government-funded careers adviser is worth more than another evening of reading. In England that's the National Careers Service.
Free, government-funded
In England:
National Careers Service - Find a course
Search what's actually running near you before you spend anything.
Free to search; individual courses vary
In England:
Free courses for jobs (Level 3 qualifications)
A free Level 3 qualification you already qualify for beats a paid course you don't need.
Free for eligible adults
In England:
Free, up to 16 weeks, and you get a job interview at the end. In England these are Skills Bootcamps - search what's running near you.
Free for eligible adults in England
In Scotland:
My World of Work (Skills Development Scotland)
In Scotland it's My World of Work, from Skills Development Scotland.
Free, publicly funded
In Wales:
In Wales it's Careers Wales.
Free, Welsh Government-funded
In Northern Ireland:
Careers Service Northern Ireland
In Northern Ireland it's the Careers Service on nidirect.
Free, Department for the Economy-funded
No Space for this job, but one for what is happening to it
Nothing Collab365 runs is built for early education / childcare services proprietors, and we are not going to point you at the nearest one and call it a fit.
There is one that is not about a job title at all. The AI Authority is about being the person who directs these tools at work rather than the person they get compared to. That is worth saying here, because 10% of the work on this page is already inside what they can do.
7 days free, no card needed. Explore up to 2 Spaces before you choose a plan: you pick a plan later, not now.
The AI Authority is a general community about working with AI, not a course for early education / childcare services proprietors. You do not need it to act on anything here: the moves above cost nothing and stand on their own. The data on this page is the same either way.
Noted, and thank you. We’ll email you if a Space for early education / childcare services proprietors 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 services proprietors?
- Not as a job, but it is already doing parts of the work. Across the 38 official task statements scored for Early education and childcare services proprietors (United Kingdom, SOC 1233), 10% of the importance-weighted core work is made of tasks today's AI could already do most of. The overall exposure score is 24 out of 100 (range 19–30, band: low). That is a statement about tasks, not about headcount: this measures what AI could do, not whether any employer adopts it, whether the law allows it, or whether doing the routine parts faster creates more demand for the human parts. Figures are from release 2026-q4.1.
- Which tasks in “Early education and childcare services proprietors” can AI already do?
- The highest-scoring tasks in release 2026-q4.1 are: “Draft programme outlines to guide instructional sessions across various subjects” (83/100, very high); “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). 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 services proprietors” stay human?
- About 79% 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); “Feed children when required” (0/100, minimal); “Help children remove outerwear for comfort” (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 services proprietors” do about AI?
- Start from the ledger rather than the headline: 10% of this job's weighted core work is exposed, and roughly 79% 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 services proprietors 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 38 scored tasks. The prompt, the rubric, the formula and the full dataset are published at https://futureproof.collab365.com/method and https://futureproof.collab365.com/data/2026-q4.1 under CC BY 4.0.
Where these numbers come from
About the data on this page
- The ONS doesn't publish a reliable pay figure for this exact job (too few people in its survey sample), so none is shown here.
- This headcount comes from a survey, not a census, so treat it as a good estimate rather than an exact count.
- 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.
- 22 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in the free routes below; none is presented as a measurement for this job.
- ASHE suppresses or does not publish a median for this unit group. We leave it empty rather than interpolating one from sibling groups, which would be a fabricated number.
- Task clusters are not derived in this release, so the task-cluster field is empty and no Collab365 Space routing is attached to this occupation yet.
- Task statements
- gaisi-indexProcessing: catalogue-bridge → ssc-relatedness-weighting → task-scoring → score-aggregation
- Task weights
- gaisi-index (relatedness)
- Scores
- Rubric task_scoring_v1.0, model claude-opus-5, computed 2026-08-05.
- Pay and employment
- no pay figure published for this groupnomis-aps (Apr 2025-Mar 2026 (latest APS 12-month period))
Figures on this page come from release 2026-q4.1, published 2026-08-05. Every release keeps its own permanent address, so a figure you cite in March is still there, unchanged, in November.
The plain-English wording on this page is assembled directly from the task statements and the published ratings, not written by hand for this occupation. That is why it is specific, and it is also why we say so.
The routes and free resources further up are today’s, not the release’s (last reviewed 2026-08-05). A route is an offer, not a historical fact, so it moves on its own clock.
Using these figures?
Cite this
Everything on this site is published under CC BY 4.0. Quote it, chart it, sell something built on it. Just say where it came from, and cite the dated release rather than the site, so the figure you quote stays checkable.
Plain text
Collab365 (2026). Collab365 Futureproof: task-level AI exposure for US and UK occupations, release 2026-q4.1 (methodVersion 2.0.0, promptVersion task_scoring_v1.0). https://futureproof.collab365.com/data/2026-q4.1. Licensed CC BY 4.0. Built with O*NET data (USDOL/ETA, CC BY 4.0); ONS data (Open Government Licence v3.0); GAISI task framework (arXiv:2507.22748, MIT); BLS data (public domain).
BibTeX
@misc{collab365futureproof2026q41,
title = {Collab365 Futureproof: task-level AI exposure for US and UK occupations, release 2026-q4.1},
author = {{Collab365}},
year = {2026},
url = {https://futureproof.collab365.com/data/2026-q4.1},
note = {Release 2026-q4.1, methodVersion 2.0.0, promptVersion task_scoring_v1.0, CC BY 4.0}
}Data as of release 2026-q4.1, published . Releases never change after publication; when the figures move, a new dated release is published beside this one and this one stays exactly where it is.