Will AI replace Education managers?

Not as a job, but it is already doing parts of the work. Across the 55 official task statements scored for Education managers (United Kingdom, SOC 2322), 36% of the importance-weighted core work is made of tasks today's AI could already do most of. The overall exposure score is 48 out of 100 (range 42–54, band: partial). 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 “Education managers” can AI already do?

The highest-scoring tasks in release 2026-q4.1 are: “Collect and analyse survey data to forecast enrolment patterns” (93/100, very high); “Order products and services to meet client or organisational needs” (93/100, very high); “Prepare drafts of programme schedules and descriptions to estimate staffing and facility requirements” (93/100, very high). Each score comes from five published 0–4 ratings turned into a number by a published formula, and each carries the model's one-sentence reason on the page.

Which tasks in “Education managers” stay human?

About 41% 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: “Enforce school and class rules to maintain order in the classroom” (0/100, minimal); “Deliver educational work in schools, businesses, and the wider community” (7/100, minimal); “Organise and deliver educational classes to children to foster learning and development” (7/100, 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 “Education managers” do about AI?

Start from the ledger rather than the headline: 36% of this job's weighted core work is exposed, and roughly 41% 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 Education managers 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 55 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.

UK dataswitch to US

Education managers

directing activities of teachers at schools and institutions, collecting and analysing survey data to forecast enrolment patterns and keeping financial accounts up to date to manage educational budgets. If that's your week, this page is about your job.

The honest answer

This job is splitting in two: collecting and analysing survey data to forecast enrolment patterns is work AI now does quickly and cheaply, and directing activities of teachers at schools and institutions is work it can't touch.

Your move: what you can actually do about this ↓

Where the work sits, by task weight

shifting to AI: 36%
changing shape: 23%
staying human: 41%

These bars are tasks changing hands, not people being counted out. The ledger below shows which.

Whole-job exposure score 48 out of 100 (42–54 allowing for uncertainty): partial exposure, across 55 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 education managers 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.

Which half fills your week decides your exposure. Moving toward the second half is a real, doable plan.

Your week, as this page understands it

Education managers plan, organise, direct and co-ordinate the administration, support systems and activities that facilitate the effective running of a school, university, college or other educational establishment. The job title says “education managers”. The real job is the part underneath: directing activities of teachers at schools and institutions. 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 education managers is not one task. It is 55 scored ones, and they are nowhere near equally exposed. The most durable of them, on this evidence, is directing activities of teachers at schools and institutions, and the ledger below shows exactly why.

Where the work sits, by task weight

shifting to AI: 36%
changing shape: 23%
staying human: 41%

These bars are tasks changing hands, not people being counted out. The ledger below shows which.

How we know this

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.

18 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

20 tasks

Tasks 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.

Determining allocations of funds
This is reading one thing and writing another: allocations of funds in, a record out. That is the shape today's tools are built for.
importance 90 · 2322/00
Source: “Determine allocations of funds for staff, supplies, materials, and equipment.” (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: Splitting a budget across staff, supplies and equipment is calculation work software 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.
Planning, evaluating and revising curricula, course content and course materials and teaching methods
This is reading one thing and writing another: curricula, course content and course materials in, a record out. That is the shape today's tools are built for.
importance 85 · 2322/00
Source: “Plan, evaluate, and revise curricula, course content, and course materials and teaching methods.” (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: Curriculum and course materials are well covered in public sources AI can work from.
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.
Collecting and analysing regulatory information and demographic trends to determine the need for curriculum changes
This is reading one thing and writing another: regulatory information in, a record out. That is the shape today's tools are built for.
importance 85 · 2322/00
Source: “Collect and analyse regulatory information and demographic trends to determine the need for curriculum changes.” (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: Gathering regulations and demographic data and drawing conclusions is research and analysis AI handles 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.
Developing procedures to comply with government regulations ensuring facility safety
This is reading one thing and writing another: procedures in, a record out. That is the shape today's tools are built for.
importance 85 · 2322/00
Source: “Develop procedures to comply with government regulations ensuring facility safety, security, and maintenance.” (UK task statement)
How this row was scored
Exposure score: 66 out of 100 (62–70 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: Procedures for meeting safety and security regulations follow published requirements closely, so software drafts them to a usable standard.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.

Changing shape

13 tasks

Tasks 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.

Evaluating curricula and teaching methods for school systems
The software now makes the first pass at curricula, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 85 · 2322/00
Source: “Evaluate curricula and teaching methods for school systems.” (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: Evaluating curricula and teaching methods is analysis of well-documented material that software supports strongly.
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.
Managing the school budget
The software now makes the first pass at the school budget, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 85 · 2322/00
Source: “Manage the school budget.” (UK task statement)
How this row was scored
Exposure score: 56 out of 100 (52–60 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: School budgeting is structured financial work with clear rules, which software handles capably.
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.
Determining the scope of educational programme offerings
The software now makes the first pass at the scope of educational programme offerings, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 85 · 2322/00
Source: “Determine the scope of educational programme offerings.” (UK task statement)
How this row was scored
Exposure score: 49 out of 100 (42–56 allowing for uncertainty): partial 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 can lay out the options, but deciding what the service will actually offer is a business judgement.
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 1/4 · how much data exists 3/4.

Staying human

22 tasks

Tasks 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.

Directing activities of teachers at schools and institutions
This work happens in the physical world: activities of teachers, in a real place. Software cannot follow it there.
importance 95 · 2322/00
Source: “Direct activities of teachers at schools and institutions.” (UK task statement)
How this row was scored
Exposure score: 8 out of 100 (1–15 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: Leading teachers depends on trust built face to face with particular people, and on being present in the school.
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.
Recruiting employ, train and supervising staff to ensure effective educational delivery
The value here is that a specific person handles employ, train and supervising staff and stands behind it. That is earned, not computed.
importance 90 · 2322/00
Source: “Recruit, employ, train, and supervise staff to ensure effective educational delivery.” (UK task statement)
How this row was scored
Exposure score: 21 out of 100 (14–28 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; the value is that a specific person does it.
The rating behind it: Hiring, training and supervising teachers depends on knowing people and building their trust over time.
The five ratings: output a model can produce 2/4 · needs a body in a room 1/4 · needs an accountable person 1/4 · needs to be trusted in the moment 3/4 · how much data exists 3/4.
Discussing educational activities, policies and pupils' issues with parents and staff
The value here is that a specific person handles educational activities, policies and pupils' issues and stands behind it. That is earned, not computed.
importance 90 · 2322/00
Source: “Discuss educational activities, policies, and pupils' issues with parents and staff.” (UK task statement)
How this row was scored
Exposure score: 13 out of 100 (6–20 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: the value is that a specific person does it.
The rating behind it: These conversations with parents and staff depend on trust and reading the person in front of you.
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 3/4 · how much data exists 2/4.

Show the other 45 tasks

Collecting and analysing survey data to forecast enrolment patterns
shifting to AI
This is reading one thing and writing another: survey data in, a record out. That is the shape today's tools are built for.
importance 80 · 2322/00
Source: “Collect and analyse survey data to forecast enrolment patterns.” (UK task statement)
How this row was scored
Exposure score: 93 out of 100 (89–97 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: Survey data and enrolment forecasting are standard analysis tasks software performs quickly from figures already held.
The five ratings: output a model can produce 4/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Ordering products and services to meet client or organisational needs
shifting to AI
This is reading one thing and writing another: products in, a record out. That is the shape today's tools are built for.
importance 75 · 2322/00
Source: “Order products and services to meet client or organisational needs.” (UK task statement)
How this row was scored
Exposure score: 93 out of 100 (89–97 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: Ordering goods and services is routine purchasing work software already handles end to end.
The five ratings: output a model can produce 4/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Preparing drafts of programme schedules and descriptions to estimate staffing and facility requirements
shifting to AI
This is reading one thing and writing another: drafts of programme schedules in, a record out. That is the shape today's tools are built for.
importance 75 · 2322/00
Source: “Prepare drafts of programme schedules and descriptions to estimate staffing and facility requirements.” (UK task statement)
How this row was scored
Exposure score: 93 out of 100 (86–100 allowing for uncertainty): very 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: Drafting schedules and descriptions and estimating staffing from them is exactly the kind of drafting AI does well.
The five ratings: output a model can produce 4/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Assisting in preparing and maintaining staff records and handbooks
shifting to AI
This is reading one thing and writing another: preparing in, a record out. That is the shape today's tools are built for.
importance 70 · 2322/00
Source: “Assist in preparing and maintaining staff records and handbooks.” (UK task statement)
How this row was scored
Exposure score: 93 out of 100 (89–97 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: Maintaining staff records and handbooks is document work software handles reliably.
The five ratings: output a model can produce 4/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Preparing marketing materials for external promotion of the school
shifting to AI
This is reading one thing and writing another: materials in, a record out. That is the shape today's tools are built for.
importance 70 · 2322/00
Source: “Prepare marketing materials for external promotion of the school.” (UK task statement)
How this row was scored
Exposure score: 93 out of 100 (89–97 allowing for uncertainty): very high exposure, high confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Writing and designing promotional material for the school is exactly the kind of content software produces quickly.
The five ratings: output a model can produce 4/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Drafting and monitoring the school budget to ensure best value for money
shifting to AI
This is reading one thing and writing another: the school budget in, a record out. That is the shape today's tools are built for.
importance 80 · 2322/00
Source: “Draft and monitor the school budget to ensure best value for money.” (UK task statement)
How this row was scored
Exposure score: 81 out of 100 (77–85 allowing for uncertainty): very high exposure, high confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Drafting and tracking a school budget is spreadsheet and rules work software handles very reliably.
The five ratings: output a model can produce 4/4 · needs a body in a room 0/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Keeping financial accounts up to date to manage educational budgets
shifting to AI
This is reading one thing and writing another: financial accounts up in, a record out. That is the shape today's tools are built for.
importance 80 · 2322/00
Source: “Keep financial accounts up to date to manage educational budgets.” (UK task statement)
How this row was scored
Exposure score: 81 out of 100 (77–85 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: Keeping school accounts current is structured bookkeeping that software performs accurately.
The five ratings: output a model can produce 4/4 · needs a body in a room 0/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Planning instructional methods and content for various programmes
shifting to AI
This is reading one thing and writing another: instructional methods in, a record out. That is the shape today's tools are built for.
importance 80 · 2322/00
Source: “Plan instructional methods and content for various programmes.” (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: Planning teaching methods and content is written planning work AI produces to a usable standard.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Preparing and maintaining attendance, activity and planning reports
shifting to AI
This is reading one thing and writing another: attendance, activity and planning reports in, a record out. That is the shape today's tools are built for.
importance 75 · 2322/00
Source: “Prepare and maintain attendance, activity, and planning reports.” (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: Attendance and activity reports are largely assembled from existing records, though planning judgements come from the setting.
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.
Reading manuals, periodicals and technical reports to develop programmes meeting staff and user requirements
shifting to AI
This is reading one thing and writing another: manuals, periodicals and technical reports in, a record out. That is the shape today's tools are built for.
importance 75 · 2322/00
Source: “Read manuals, periodicals, and technical reports to develop programmes meeting staff and user requirements.” (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: Reading technical material and turning it into a programme is synthesis work AI does to a usable standard.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Keeping updated on local policy developments through development opportunities
shifting to AI
This is reading one thing and writing another: updated in, a record out. That is the shape today's tools are built for.
importance 70 · 2322/00
Source: “Keep updated on local policy developments through development opportunities.” (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 up with policy changes is reading and summarising, which tools do quickly and 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.
Reporting educational outcomes to the headteacher for review
shifting to AI
This is reading one thing and writing another: educational outcomes in, a record out. That is the shape today's tools are built for.
importance 75 · 2322/00
Source: “Report educational outcomes to the headteacher for review.” (UK task statement)
How this row was scored
Exposure score: 69 out of 100 (65–73 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: Reporting outcomes to the headteacher is pulling together results into a clear summary, which software does well.
The five ratings: output a model can produce 4/4 · 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.
Preparing budgets for approval, including those for funding or implementation of programmes
shifting to AI
This is reading one thing and writing another: budgets in, a record out. That is the shape today's tools are built for.
importance 85 · 2322/00
Source: “Prepare budgets for approval, including those for funding or implementation of programmes.” (UK task statement)
How this row was scored
Exposure score: 66 out of 100 (62–70 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: Building a budget from known allocations and costs is structured numerical work software produces accurately for approval.
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 0/4 · how much data exists 3/4.
Reviewing and evaluating new and current programmes
shifting to AI
This is reading one thing and writing another: new and current programmes in, a record out. That is the shape today's tools are built for.
importance 85 · 2322/00
Source: “Review and evaluate new and current programmes for efficiency, effectiveness, and regulatory compliance.” (UK task statement)
How this row was scored
Exposure score: 66 out of 100 (62–70 allowing for uncertainty): high exposure, high confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Reviewing a programme against stated aims and regulations is structured analysis software works through thoroughly.
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 0/4 · how much data exists 3/4.
Helping establish policies and procedures to carry out educational goals
shifting to AI
This is reading one thing and writing another: establish policies in, a record out. That is the shape today's tools are built for.
importance 85 · 2322/00
Source: “Help establish policies and procedures to carry out educational goals.” (UK task statement)
How this row was scored
Exposure score: 64 out of 100 (60–68 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: Policies and procedures follow well-established patterns, so software drafts them for the school to adapt and agree.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Coordinating the scheduling and allocation of school or recreational facilities
shifting to AI
This is reading one thing and writing another: the scheduling and allocation of school or recreational in, a record out. That is the shape today's tools are built for.
importance 70 · 2322/00
Source: “Coordinate the scheduling and allocation of school or recreational facilities.” (UK task statement)
How this row was scored
Exposure score: 64 out of 100 (60–68 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: Facility scheduling and allocation is timetabling work that software handles reliably.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Preparing and submitting grant proposals to solicit programme funding
changing shape
The software now makes the first pass at grant proposals, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 70 · 2322/00
Source: “Prepare and submit grant proposals to solicit programme funding.” (UK task statement)
How this row was scored
Exposure score: 58 out of 100 (51–65 allowing for uncertainty): partial 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 can draft a funding bid, but a convincing one needs tailoring to the funder and real programme detail.
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 0/4 · how much data exists 3/4.
Developing school improvement plans based on pupil performance data
changing shape
The software now makes the first pass at school improvement plans, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 80 · 2322/00
Source: “Develop school improvement plans based on pupil performance data.” (UK task statement)
How this row was scored
Exposure score: 56 out of 100 (52–60 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: Turning pupil performance data into an improvement plan is analysis and writing that software does well.
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.
Recommending modifications to existing programmes
changing shape
The software now makes the first pass at modifications, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 80 · 2322/00
Source: “Recommend modifications to existing programmes, submitting proposals for school board approval as necessary.” (UK task statement)
How this row was scored
Exposure score: 56 out of 100 (52–60 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: Recommending programme changes and writing proposals is documented drafting work software does well.
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.
Reporting compliance issues to local authority and government departments for regulatory adherence
changing shape
The software now makes the first pass at compliance issues, 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 · 2322/00
Source: “Report compliance issues to local authority and government departments for regulatory adherence.” (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; someone qualified has to answer for it.
The rating behind it: The return itself drafts easily, but a named responsible person has to make the report and answer for it.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 2/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Identifying areas for improvement in teaching methods and curricula
changing shape
The software now makes the first pass at areas, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 80 · 2322/00
Source: “Identify areas for improvement in teaching methods and curricula.” (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: Spotting where teaching and curriculum need improving is analysis of lesson data and inspection evidence software supports well.
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.
Providing administrative support to a team of lecturers
changing shape
The software now makes the first pass at administrative support, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 70 · 2322/00
Source: “Provide administrative support to a team of lecturers, tutors or teachers.” (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: Diaries, documents and course admin for teaching staff is routine work software handles well.
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.
Collaborating with colleagues to develop and plan curriculum
changing shape
The software now makes the first pass at colleagues, but the part that matters is a person saying it and standing behind it. So the job becomes checking and deciding rather than producing.
importance 85 · 2322/00
Source: “Collaborate with colleagues to develop and plan curriculum.” (UK task statement)
How this row was scored
Exposure score: 46 out of 100 (39–53 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; the value is that a specific person does it.
The rating behind it: Curriculum planning is document work software drafts well, though it is shaped by discussion among teaching colleagues.
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 2/4 · how much data exists 3/4.
Advising the headteacher and governors on financial policy
changing shape
The software now makes the first pass at the headteacher, but the part that matters is a person saying it and standing behind it. So the job becomes checking and deciding rather than producing.
importance 80 · 2322/00
Source: “Advise the headteacher and governors on financial policy.” (UK task statement)
How this row was scored
Exposure score: 46 out of 100 (39–53 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; the value is that a specific person does it.
The rating behind it: Financial policy advice can be drafted from the numbers, but headteachers and governors weigh who is advising them.
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 2/4 · how much data exists 3/4.
Authorising purchases based on determined allocations
changing shape
The software now makes the first pass at purchases, 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 · 2322/00
Source: “Authorise purchases based on determined allocations.” (UK task statement)
How this row was scored
Exposure score: 43 out of 100 (36–50 allowing for uncertainty): partial exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; someone qualified has to answer for it.
The rating behind it: Checking a purchase against its allocation is simple, but signing it off is a named person's financial responsibility.
The five ratings: output a model can produce 2/4 · needs a body in a room 0/4 · needs an accountable person 2/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Planning, coordinating and overseeing school logistics programmes, such as bus and food services
changing shape
The software now makes the first pass at school logistics programmes, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 75 · 2322/00
Source: “Plan, coordinate, and oversee school logistics programmes, such as bus and food services.” (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; mistakes that are cheap to catch.
The rating behind it: Planning bus and catering services is scheduling and contract work software supports well, with some on-site oversight.
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 1/4 · how much data exists 3/4.
Working with teachers to develop mission statements and set performance goals
staying human
The value here is that a specific person handles teachers and stands behind it. That is earned, not computed.
importance 80 · 2322/00
Source: “Work with teachers to develop mission statements and set performance goals.” (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: Agreeing mission statements and performance goals with teachers depends on discussion that brings staff with you.
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.
Recommending personnel actions for programmes and services
staying human
The ratings behind this row put personnel actions well outside what today's tools can do on their own.
importance 80 · 2322/00
Source: “Recommend personnel actions for programmes and services.” (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: mistakes that are cheap to catch.
The rating behind it: Personnel recommendations can be drafted, but they depend on knowing the individuals and the setting rather than published guidance.
The five ratings: output a model can produce 2/4 · 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 2/4.
Managing office and other support staff and developing and maintaining effective administrative systems
staying human
The value here is that a specific person handles office and stands behind it. That is earned, not computed.
importance 80 · 2322/00
Source: “Manage office and other support staff and develop and maintain effective administrative systems, e.g. student record-keeping systems; implementation of school HR processes.” (UK task statement)
How this row was scored
Exposure score: 34 out of 100 (27–41 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: Managing support staff and running administrative systems mixes people management with record-keeping that software handles easily.
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 2/4 · how much data exists 3/4.
Coordinating activities between departments and sites to ensure organisational coherence and efficiency
staying human
The ratings behind this row put activities well outside what today's tools can do on their own.
importance 75 · 2322/00
Source: “Coordinate activities between departments and sites to ensure organisational coherence and efficiency.” (UK task statement)
How this row was scored
Exposure score: 32 out of 100 (25–39 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: mistakes that are cheap to catch.
The rating behind it: Software can track and schedule work across sites, but pulling separate departments into line still needs a person with authority.
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 2/4.
Discussing improvements for education programmes with central
staying human
The value here is that a specific person handles improvements and stands behind it. That is earned, not computed.
importance 80 · 2322/00
Source: “Discuss improvements for education programmes with central, devolved, and local government agencies.” (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: Discussing programme changes with government bodies is negotiation between people, though the briefing behind it can be drafted.
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.
Recruiting school support staff
staying human
The rules require a named, qualified person to answer for school support staff, and that person cannot be a piece of software.
importance 75 · 2322/00
Source: “Recruit school support staff.” (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: reading one thing and writing another; the same decision, made over and over; someone qualified has to answer for it; the value is that a specific person does it.
The rating behind it: Recruiting school staff involves safeguarding checks and interviews where judgement about a person is the whole point.
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 2/4 · how much data exists 3/4.
Establishing, coordinating and overseeing programmes across school districts to evaluate pupil academic achievement
staying human
The value here is that a specific person handles programmes across school districts and stands behind it. That is earned, not computed.
importance 80 · 2322/00
Source: “Establish, coordinate, and oversee programmes across school districts to evaluate pupil academic achievement.” (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 value is that a specific person does it.
The rating behind it: Setting up assessment programmes across schools means coordinating many people as well as designing the scheme.
The five ratings: output a model can produce 2/4 · 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 3/4.
Overseeing management of premises, maintenance and security
staying human
This work happens in the physical world: management of premises, maintenance and security, in a real place. Software cannot follow it there.
importance 80 · 2322/00
Source: “Oversee management of premises including maintenance and security.” (UK task statement)
How this row was scored
Exposure score: 25 out of 100 (18–32 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: Overseeing buildings and security means people checking real premises, though the scheduling and records behind it are straightforward.
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 0/4 · how much data exists 3/4.
Directing school maintenance services
staying human
This work happens in the physical world: school maintenance services, in a real place. Software cannot follow it there.
importance 75 · 2322/00
Source: “Direct school maintenance services.” (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: Directing maintenance means checking the buildings and dealing with contractors on site.
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.
Organising and directing committees of specialists
staying human
The value here is that a specific person handles committees of specialists and stands behind it. That is earned, not computed.
importance 75 · 2322/00
Source: “Organise and direct committees of specialists, volunteers, and staff to provide technical and advisory assistance for programmes.” (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: Running committees of specialists and volunteers depends on people turning up and working together in person.
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.
Planning and leading professional development activities
staying human
This work happens in the physical world: professional development activities, in a real place. Software cannot follow it there.
importance 80 · 2322/00
Source: “Plan and lead professional development activities for teachers, administrators, and support staff.” (UK task statement)
How this row was scored
Exposure score: 20 out of 100 (13–27 allowing for uncertainty): low 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: Planning training is easy to draft, but leading a development session means standing in front of colleagues.
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 3/4.
Providing training for support staff to improve service delivery
staying human
This work happens in the physical world: support staff, in a real place. Software cannot follow it there.
importance 75 · 2322/00
Source: “Provide training for support staff to improve service delivery.” (UK task statement)
How this row was scored
Exposure score: 20 out of 100 (13–27 allowing for uncertainty): low 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: Training content can be produced automatically, but staff training is normally delivered in person.
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 3/4.
Counseling and providing guidance to students regarding
staying human
The value here is that a specific person handles guidance and stands behind it. That is earned, not computed.
importance 85 · 2322/00
Source: “Counsel and provide guidance to students regarding personal, academic, vocational, or behavioural issues.” (UK task statement)
How this row was scored
Exposure score: 18 out of 100 (14–22 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: Guiding a pupil through personal or behavioural difficulties depends on a trusted relationship with that particular child.
The five ratings: output a model can produce 2/4 · needs a body in a room 1/4 · needs an accountable person 1/4 · needs to be trusted in the moment 3/4 · how much data exists 2/4.
Providing support to special educators and attending related meetings throughout the area
staying human
This work happens in the physical world: support, in a real place. Software cannot follow it there.
importance 75 · 2322/00
Source: “Provide support to special educators and attend related meetings throughout the area.” (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: Supporting special educators means attending meetings across the area and being available to colleagues 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.
Ensuring the health and safety of students
staying human
This work happens in the physical world: the health, in a real place. Software cannot follow it there.
importance 85 · 2322/00
Source: “Ensure the health and safety of students.” (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: work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Keeping students safe depends on adults present and alert in the building rather than on anything produced at a desk.
The five ratings: output a model can produce 1/4 · needs a body in a room 2/4 · needs an accountable person 2/4 · needs to be trusted in the moment 1/4 · how much data exists 2/4.
Coordinating and directing after-school events to support student development and engagement
staying human
This work happens in the physical world: after-school events, in a real place. Software cannot follow it there.
importance 80 · 2322/00
Source: “Coordinate and direct after-school events to support student development and engagement.” (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: Running after-school events means being there supervising pupils and staff on the night.
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 2/4.
Organising and delivering educational classes to children to foster learning and development
staying human
This work happens in the physical world: educational classes, in a real place. Software cannot follow it there.
importance 85 · 2322/00
Source: “Organise and deliver educational classes to children to foster learning and development.” (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 value is that a specific person does it.
The rating behind it: Lesson materials can be prepared by software, but teaching children means being in the room with them.
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 3/4 · how much data exists 3/4.
Delivering educational work in schools
staying human
This work happens in the physical world: educational work, in a real place. Software cannot follow it there.
importance 75 · 2322/00
Source: “Deliver educational work in schools, businesses, and the wider community.” (UK task statement)
How this row was scored
Exposure score: 7 out of 100 (3–11 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: Delivering educational sessions in schools and the community means being in the room with the audience.
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 3/4 · how much data exists 3/4.
Enforcing school and class rules to maintain order in the classroom
staying human
This work happens in the physical world: school, in a real place. Software cannot follow it there.
importance 85 · 2322/00
Source: “Enforce school and class rules to maintain order in the classroom.” (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: Keeping order in a classroom means an adult physically in the room with the children, which nothing can replace.
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 3/4 · how much data exists 2/4.

What this job pays, and how many people do it

Median pay: £46,600a 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: 65,200in the UK, 2026.nomis-aps · Apr 2025-Mar 2026 (latest APS 12-month period)This headcount comes from a survey, not a census, so treat it as a good estimate rather than an exact count.

What is deliberately not here: a forecast of how many of these jobs exist in ten years. Where an official projection exists for a market we publish it with its vintage; where it does not, we leave the space empty rather than borrow the other country’s number.

Why this is shifting

The reason is boringly specific. Most of what is shifting here is reading one thing and writing another: survey data in, a record out. The rows above are exactly that shape: collecting and analysing survey data to forecast enrolment patterns and determining allocations of funds. What it cannot do is be there in the room, and that is still where activities of teachers 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

Your week is splitting in two, and which half fills it is the whole question. Collecting and analysing survey data to forecast enrolment patterns is going; directing activities of teachers at schools and institutions is not.

So, given all that: 36% of this job's task weight sits in rows the software is already learning, 23% in rows that change shape rather than disappear, and 41% in rows it is nowhere near. That is the position, measured across 55 scored tasks. It is not a forecast about you.

The occupation is an average and you are not, so the first job below is finding out where your own week actually sits.

This week: one thing

Print the task ledger above and put your own hours next to each row. Roughly, in pen, in one sitting. Then look at which group your hours actually pile up in. Twenty minutes, this week.

What you end up holding: your own week, on one page, sorted into what is shifting and what is not
How long it takes: about twenty minutes

If printing it isn’t practical: Read the rows off this page and write the same list on the back of an envelope. Same twenty minutes, same page, and it works just as well said out loud to someone who knows the job. The point is your hours next to the rows, not the paper it is on.

Over the next 90 days

Volunteer toward the durable end, visibly. Over the next ninety days put your hand up for the work in the bottom group (directing activities of teachers at schools and institutions) and let people see you doing it. Not a new project: the same job, with your mix deliberately tilted. The point is that when the rota or the reorganisation comes, the version of you people picture is the one doing the part that stays.

Over the next 12 months

Claim a specialism at the durable end and let the other end go. Over a year, deliberately become the person who handles directing activities of teachers at schools and institutions, and deliberately stop being the first choice for the rows in the top group. That trade costs something, because the exposed work is often the comfortable work. Decide it on purpose rather than by drift. Before you pay for anything, spend an hour with National Careers Service. It is free and government-funded, and it is listed below with the rest of the free routes.

The roads out of here, and why I am not sending you down them

I looked at the obvious moves out of this job, and here is what I found.

I checked the 12 nearest UK occupations to education managers (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 managers: only about 27% of its durable work is work you already do and it pays 35.3% less. Your own job splits about 36/64: that share of the list sits in the top exposure band and the rest does not. On this evidence the honest move is inside the job rather than out of it. Become the person who owns “direct activities of teachers at schools and institutions”, and let the exposed end go.

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 managers
Why it looked obvious: It came up as a near neighbour because one of your tasks is on their list in the same words: “organise and deliver educational classes to children to foster learning and development”. Across the whole of both lists that adds up to about 27% 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 27% of that job's durable work is already yours, against the 35% I want to see before I will call something a route. It is a pay cut, in those words: £30,140 against your £46,581, 35.3% less (ASHE Table 14.7a, 2025 provisional (both)). Retraining to earn less is a decision, not advice.
Look at that job’s page anyway →
Head teachers and principals
Why it looked obvious: It came up as a near neighbour because one of your tasks is on their list in the same words: “direct activities of teachers at schools and institutions”. Across the whole of both lists that adds up to about 23% 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 23% of the durable work in that job is work you do today, and the rest you would be learning while the bills carried on.
Look at that job’s page anyway →
Teaching assistants
Why it looked obvious: It came up as a near neighbour because one of your tasks is on their list in the same words: “enforce school and class rules to maintain order in the classroom”. Across the whole of both lists that adds up to about 8% of the work in that job the software is not taking.
Why I am not recommending it: Almost none of it is work you already do: about 8% of the durable side of that job. That is a different job, not a next step. It is a pay cut, in those words: £21,239 against your £46,581, 54.4% less (ASHE Table 14.7a, 2025 provisional (both)). Retraining to earn less is a decision, not advice.
Look at that job’s page anyway →

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: 36% of its task weight, across 55 scored tasks. Every row behind it is printed above with the source. Check ours; ignore theirs.
The whole-job doom story
Nothing on this page says this job ends. It says the mix inside it moves. Half the rows above are unchanged or changing shape, and the plan is about which half your week sits in. That is a very different problem, and a solvable one.
Panic-buying a course
Do the twenty-minute sorting exercise first. Most people who buy a course before they have done it buy the wrong one, and the free services listed below will tell you the same thing without charging for it.
The “obvious” next job everyone suggests
I checked the obvious moves and most of them did not survive. The reasons are printed with the routes above, including the pay and the gate. A move that fails on the numbers is worth knowing about so you can stop turning it over at night.

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 collecting and analysing survey data to forecast enrolment patterns, 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 Education Administrators, Kindergarten through Secondary 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

The other groups this work is counted across:

In US official statistics this job is counted as Education Administrators, Kindergarten through Secondary, Education Administrators, Postsecondary and Education Administrators, All Other. Pay is shown separately for each of those groups (medians cannot be averaged together), while the task list and the scores on this page are for this group only.

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:
National Careers Service
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
- Discover your skills and careers (the skills assessment)
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:
Skills Bootcamps
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No Space for this job, but one for what is happening to it

Nothing Collab365 runs is built for education managers, 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 36% of the work on this page is already inside what they can do.

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The AI Authority is a general community about working with AI, not a course for education managers. 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.

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No Space for education managers yet. Should there be one?

Collab365 Spaces is built by the same people as this site. We find the problems that AI and automation are creating inside one kind of work, then solve them as short courses, briefings and Blueprints. Each Space is the community too, so the research and the people doing your job are in the same place.

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Collab365 launches new communities where the need is real. If one for education managers existed, with researched problems, courses and people in the same boat, would you want in?

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This unlocks nothing. Every figure, every row and every step on this page is already yours, whether you fill this in or not.

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 Education managers?: Not as a job, but it is already doing parts of the work. Across the 55 official task statements scored for Education managers (United Kingdom, SOC 2322), 36% of the importance-weighted core work is made of tasks today's AI could already do most of. The overall exposure score is 48 out of 100 (range 42–54, band: partial). 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 “Education managers” can AI already do?: The highest-scoring tasks in release 2026-q4.1 are: “Collect and analyse survey data to forecast enrolment patterns” (93/100, very high); “Order products and services to meet client or organisational needs” (93/100, very high); “Prepare drafts of programme schedules and descriptions to estimate staffing and facility requirements” (93/100, very high). Each score comes from five published 0–4 ratings turned into a number by a published formula, and each carries the model's one-sentence reason on the page.
Which tasks in “Education managers” stay human?: About 41% 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: “Enforce school and class rules to maintain order in the classroom” (0/100, minimal); “Deliver educational work in schools, businesses, and the wider community” (7/100, minimal); “Organise and deliver educational classes to children to foster learning and development” (7/100, 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 “Education managers” do about AI?: Start from the ledger rather than the headline: 36% of this job's weighted core work is exposed, and roughly 41% 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 Education managers 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 55 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.
The match between this job and its counterpart in the other country is partial, so the two pages count slightly different groups of people.
18 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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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}
}

Permalink

https://futureproof.collab365.com/data/2026-q4.1

Data as of release 2026-q4.1, published 2026-08-05. 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.