Will AI replace Complementary health associate professionals?

Not as a job, but it is already doing parts of the work. Across the 146 official task statements scored for Complementary health associate professionals (United Kingdom, SOC 3214), 12% of the importance-weighted core work is made of tasks today's AI could already do most of. The overall exposure score is 31 out of 100 (range 26–37, 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 “Complementary health associate professionals” stay human?

About 62% 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: “Place hands in a sequence of positions covering the whole body to guide energy and activate the healing process” (0/100, minimal); “Apply pressure with the thumb and fingers to the client's feet, hands, face or ears” (0/100, minimal); “Clean and sanitise sports training rooms” (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 “Complementary health associate professionals” do about AI?

Start from the ledger rather than the headline: 12% of this job's weighted core work is exposed, and roughly 62% 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 Complementary health associate professionals 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 146 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

Complementary health associate professionals

selecting the oils you feel are suitable for assisting the client, organising play facilities suitable for children's diverse needs and guiding students in learning from these experiential activities. If that's your week, this page is about your job.

The honest answer

AI changes the edges of this job, not the middle: performing massage techniques is work software can't reach.

Your move: what you can actually do about this ↓

Where the work sits, by task weight

shifting to AI: 12%
changing shape: 25%
staying human: 62%

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

Whole-job exposure score 31 out of 100 (26–37 allowing for uncertainty): low exposure, across 146 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 complementary health associate professionals 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 2026-08-05. Read the full method.

What shifts is maintaining treatment records: the overhead at the edges, not the middle you trained for.

Your week, as this page understands it

Complementary health associate professionals use non-mainstream treatments in support of conventional medical treatments. The job title says “complementary health associate professionals”. The real job is the part underneath: performing massage techniques. 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 complementary health associate professionals is not one task. It is 146 scored ones, and they are nowhere near equally exposed. The most durable of them, on this evidence, is performing massage techniques, and the ledger below shows exactly why.

Where the work sits, by task weight

shifting to AI: 12%
changing shape: 25%
staying human: 62%

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 2026-08-05. 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

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.

Maintaining treatment records
This is reading one thing and writing another: treatment records in, a record out. That is the shape today's tools are built for.
importance 80 · 3214/06, 3214/07
Source: “Maintain treatment records.” (UK task statement)
How this row was scored
Exposure score: 100 out of 100 (96–100 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: Treatment records are structured notes that software maintains accurately, and in this unregulated field no licence attaches to keeping them.
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 4/4.
Performing administrative tasks necessary for business operations
This is reading one thing and writing another: this work in, a record out. That is the shape today's tools are built for.
importance 60 · 3214/03, 3214/08
Source: “Perform administrative tasks necessary for business operations.” (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: General office administration is the clearest example of work that software now does 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.
Scheduling wellbeing experiences that embed holistic principles
This is reading one thing and writing another: experiences in, a record out. That is the shape today's tools are built for.
importance 65 · 3214/01, 3214/06
Source: “Schedule wellbeing experiences that embed holistic principles, theories, and applications.” (UK task statement)
How this row was scored
Exposure score: 64 out of 100 (57–71 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: Putting sessions into a diary around a plan is scheduling work that software 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 1/4 · how much data exists 3/4.
Maintaining records of aromatherapy oil blends
This is reading one thing and writing another: records of aromatherapy oil blends in, a record out. That is the shape today's tools are built for.
importance 80 · 3214/02
Source: “Maintain records of aromatherapy oil blends used.” (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: Logging which blends were used is straightforward record-keeping that software does quickly and accurately.
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.

Changing shape

35 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.

Checking the client's medical history
The software now makes the first pass at the client's medical history, 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 · 3214/02, 3214/06
Source: “Check the client's medical history, diet and lifestyle.” (UK task statement)
How this row was scored
Exposure score: 53 out of 100 (46–60 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: Collecting history, diet and lifestyle details follows a set structure that software captures 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 2/4 · how much data exists 3/4.
Developing client treatment plans specifying types of massage
The software now makes the first pass at client treatment plans specifying types of massage, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 85 · 3214/06, 3214/07
Source: “Develop client treatment plans specifying types of massage.” (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: Writing a treatment plan from an assessment follows documented practice and is straightforward for software to draft.
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.
Advising clients on relaxation and rehabilitative exercises
The software now makes the first pass at clients, 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 75 · 3214/06, 3214/07
Source: “Advise clients on relaxation and rehabilitative exercises.” (UK task statement)
How this row was scored
Exposure score: 58 out of 100 (54–62 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; the value is that a specific person does it.
The rating behind it: Relaxation and exercise advice is abundantly documented and easy to generate, though clients act on it when someone guides them.
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 2/4 · how much data exists 4/4.

Staying human

91 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.

Performing massage techniques
This work happens in the physical world: massage techniques, in a real place. Software cannot follow it there.
importance 75 · 3214/02, 3214/06, 3214/07
Source: “Perform massage techniques.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; the value is that a specific person does it.
The rating behind it: Massage is entirely hands-on and cannot be done by software.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 2/4 · how much data exists 2/4.
Supplying blended oils and instructions for clients to use at home
This work happens in the physical world: blended oils, in a real place. Software cannot follow it there.
importance 85 · 3214/02, 3214/06, 3214/07
Source: “Supply blended oils and instructions for clients to use at home.” (UK task statement)
How this row was scored
Exposure score: 14 out of 100 (7–21 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: Writing the home-use instructions is easy for software, but handing over the actual bottles is a physical job.
The five ratings: output a model can produce 3/4 · 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.
Applying finger and hand pressure to specific points of the body
This work happens in the physical world: finger, in a real place. Software cannot follow it there.
importance 90 · 3214/06, 3214/07
Source: “Apply finger and hand pressure to specific points of the body.” (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; someone qualified has to answer for it; the value is that a specific person does it.
The rating behind it: Applying pressure to points on the body requires hands.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 2/4 · needs to be trusted in the moment 2/4 · how much data exists 2/4.

Show the other 136 tasks

Maintaining time and attendance forms and inventory lists
shifting to AI
This is reading one thing and writing another: time in, a record out. That is the shape today's tools are built for.
importance 50 · 3214/04
Source: “Maintain time and attendance forms and inventory lists.” (UK task statement)
How this row was scored
Exposure score: 100 out of 100 (96–100 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: Timesheets and inventory lists are routine records that software maintains accurately, with no licence or physical work involved.
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 4/4.
Updating patient records accordingly
shifting to AI
This is reading one thing and writing another: patient records in, a record out. That is the shape today's tools are built for.
importance 75 · 3214/07
Source: “Update patient records accordingly.” (UK task statement)
How this row was scored
Exposure score: 100 out of 100 (96–100 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: Updating client records is routine screen work that software does accurately.
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 4/4.
Recording patients' health histories, symptoms, physical conditions or other diagnostic information
shifting to AI
This is reading one thing and writing another: patients' health histories, symptoms in, a record out. That is the shape today's tools are built for.
importance 75 · 3214/03
Source: “Record patients' health histories, symptoms, physical conditions, or other diagnostic information.” (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: Recording histories, symptoms and findings is structured note-taking that software captures accurately.
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.
Documenting clients' progress towards meeting established treatment objectives
shifting to AI
This is reading one thing and writing another: clients' progress towards meeting established treatment objectives in, a record out. That is the shape today's tools are built for.
importance 75 · 3214/04
Source: “Document clients' progress towards meeting established treatment objectives.” (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: Writing up progress against agreed goals is structured note-taking that software produces to a standard practitioners accept.
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.
Carrying out marketing activities to promote business growth
shifting to AI
This is reading one thing and writing another: marketing activities in, a record out. That is the shape today's tools are built for.
importance 60 · 3214/08
Source: “Carry out marketing activities to promote business growth.” (UK task statement)
How this row was scored
Exposure score: 85 out of 100 (81–89 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 posts, offers and adverts to attract clients is well-trodden marketing work that 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 1/4 · how much data exists 4/4.
Developing lesson plans to structure practical training sessions
shifting to AI
This is reading one thing and writing another: lesson plans in, a record out. That is the shape today's tools are built for.
importance 70 · 3214/01
Source: “Develop lesson plans to structure practical training sessions.” (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: Writing a structured plan for a training session is document work software drafts 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 4/4.
Updating client records to document treatment history
shifting to AI
This is reading one thing and writing another: client records in, a record out. That is the shape today's tools are built for.
importance 75 · 3214/06
Source: “Update client records to document treatment history.” (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: Writing up what was done into a client record is routine note-keeping that 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 1/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Developing recommendations for course revision
shifting to AI
This is reading one thing and writing another: recommendations in, a record out. That is the shape today's tools are built for.
importance 65 · 3214/01
Source: “Develop recommendations for course revision, development, or discontinuation based on evaluations.” (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: Turning course evaluations into recommendations is analysis and writing that software does from the feedback data.
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.
Maintaining accurate and completing student records
shifting to AI
This is reading one thing and writing another: accurate in, a record out. That is the shape today's tools are built for.
importance 65 · 3214/01
Source: “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.
Reviewing instructional content and methods to assess strengths and weaknesses
shifting to AI
This is reading one thing and writing another: instructional content in, a record out. That is the shape today's tools are built for.
importance 60 · 3214/01
Source: “Review instructional content and methods to assess strengths and weaknesses.” (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: Reviewing training material for what works and what does not is a reading-and-writing job software does capably.
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 class times to ensure maximum attendance
shifting to AI
This is reading one thing and writing another: class times in, a record out. That is the shape today's tools are built for.
importance 50 · 3214/01
Source: “Select class times to ensure maximum attendance.” (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: Picking times that suit most learners is a pattern in the booking data that software can find.
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.
Considering drug/nutrient interactions before making recommendations
shifting to AI
This is reading one thing and writing another: drug/nutrient interactions before making recommendations in, a record out. That is the shape today's tools are built for.
importance 70 · 3214/03
Source: “Consider drug/nutrient interactions before making recommendations.” (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; someone qualified has to answer for it.
The rating behind it: Interaction checking is exactly what drug and nutrient databases do, though a qualified person should still stand behind the recommendation.
The five ratings: output a model can produce 4/4 · 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 4/4.
Staying informed about the activities of health services in a particular area
shifting to AI
This is reading one thing and writing another: informed in, a record out. That is the shape today's tools are built for.
importance 50 · 3214/03
Source: “Stay informed about the activities of health services in a particular area.” (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: Local NHS and clinic service information is published online, so keeping a current picture is mostly reading and summarising.
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.
Analysing, interpreting and evaluating relevant information, concepts and ideas in line with local policy
shifting to AI
This is reading one thing and writing another: relevant information, concepts and ideas in, a record out. That is the shape today's tools are built for.
importance 60 · 3214/04
Source: “Analyse, interpret, and evaluate relevant information, concepts, and ideas in line with local policy.” (UK task statement)
How this row was scored
Exposure score: 66 out of 100 (59–73 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: Reading policy and working out what it means for a case is document analysis that software does 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 0/4 · how much data exists 3/4.
Planning outdoor activity specific learning approaches to meet diverse needs
shifting to AI
This is reading one thing and writing another: outdoor activity specific learning approaches in, a record out. That is the shape today's tools are built for.
importance 70 · 3214/04
Source: “Plan outdoor activity specific learning approaches to meet diverse needs.” (UK task statement)
How this row was scored
Exposure score: 64 out of 100 (57–71 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 how to teach for different needs is written work with a large published literature behind it.
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.
Requesting medical assistance
shifting to AI
This is reading one thing and writing another: medical assistance in, a record out. That is the shape today's tools are built for.
importance 50 · 3214/04
Source: “Request medical assistance when necessary.” (UK task statement)
How this row was scored
Exposure score: 64 out of 100 (57–71 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: Recognising when to call for medical help follows documented warning signs that software applies 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.
Using a holistic approach to advise patients on diet
changing shape
The software now makes the first pass at a holistic approach, 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 · 3214/03
Source: “Use a holistic approach to advise patients on diet, exercise, lifestyle and emotional wellbeing.” (UK task statement)
How this row was scored
Exposure score: 58 out of 100 (54–62 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; the value is that a specific person does it.
The rating behind it: Diet, exercise and lifestyle advice is abundantly documented, easy to generate, and needs no licence in this role.
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 2/4 · how much data exists 4/4.
Advising clients on nutrition and lifestyle changes for improved health
changing shape
The software now makes the first pass at clients, 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 · 3214/03
Source: “Advise clients on nutrition and lifestyle changes for improved health.” (UK task statement)
How this row was scored
Exposure score: 58 out of 100 (54–62 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; the value is that a specific person does it.
The rating behind it: Nutrition and lifestyle advice is abundantly documented and easy to generate, and no licence is needed to give it in this role.
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 2/4 · how much data exists 4/4.
Advising clients on maintaining health and promoting overall wellbeing
changing shape
The software now makes the first pass at clients, 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 · 3214/06
Source: “Advise clients on maintaining health and promoting overall wellbeing.” (UK task statement)
How this row was scored
Exposure score: 58 out of 100 (54–62 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; the value is that a specific person does it.
The rating behind it: General health and wellbeing advice is abundantly documented and easy to generate, and needs no licence in this role.
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 2/4 · how much data exists 4/4.
Selecting the oils you feel are suitable for assisting the client
changing shape
The software now makes the first pass at the oils you feel are suitable, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 95 · 3214/02
Source: “Select the oils you feel are suitable for assisting the client.” (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: Oil properties are documented so a shortlist can be generated, but the choice leans on reading the client sitting in front of you.
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.
Selecting and obtaining materials and supplies
changing shape
The software now makes the first pass at materials, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 55 · 3214/01
Source: “Select and obtain materials and supplies, such as textbooks and laboratory equipment.” (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: Comparing textbooks and equipment against course needs and budget is documented selection work.
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.
Referring patients to other healthcare practitioners
changing shape
The software now makes the first pass at patients, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 70 · 3214/03, 3214/06
Source: “Refer patients to other healthcare practitioners as necessary.” (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: Deciding when to refer on and to whom follows documented guidance that software applies 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.
Devising individual play/recreational sessions using relevant documentation
changing shape
The software now makes the first pass at individual play/recreational sessions, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 85 · 3214/04
Source: “Devise individual play/recreational sessions using relevant documentation.” (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: Designing a session from written notes and records is planning work that software drafts 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.
Developing recreational activities and outings to support children's recovery
changing shape
The software now makes the first pass at recreational activities, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 75 · 3214/04
Source: “Develop recreational activities and outings to support children's recovery.” (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: Ideas for activities and outings are well documented and easy to draft, leaving the arranging to a person.
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.
Taking notes on client or student progress for care or educational purposes
changing shape
The software now makes the first pass at notes, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 75 · 3214/05
Source: “Take notes on client or student progress for care or educational purposes.” (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: Writing up progress notes is routine structured recording that 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 0/4 · how much data exists 3/4.
Ensuring required consent is obtained from multi-disciplinary professionals
changing shape
The software now makes the first pass at required consent, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 60 · 3214/06
Source: “Ensure required consent is obtained from multi-disciplinary professionals.” (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: Chasing and recording consent from other professionals is routine coordination work 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 1/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Determining the optimal use of homeopathic remedies for various conditions
changing shape
The software now makes the first pass at the optimal use of homeopathic remedies, 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 90 · 3214/03
Source: “Determine the optimal use of homeopathic remedies for various conditions.” (UK task statement)
How this row was scored
Exposure score: 53 out of 100 (46–60 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: Remedy selection follows published repertories that software can search, and nothing in law limits who may recommend them.
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 2/4 · how much data exists 3/4.
Developing personalised health programmes to improve individuals' overall well-
changing shape
The software now makes the first pass at personalised health programmes, 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 · 3214/03
Source: “Develop personalised health programmes to improve individuals' overall well-being.” (UK task statement)
How this row was scored
Exposure score: 53 out of 100 (46–60 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: Personalised wellbeing programmes draw on well-documented material and software drafts them well, with no licence limiting who may write one.
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 2/4 · how much data exists 3/4.
Interviewing patients to obtain their medical histories
changing shape
The software now makes the first pass at patients, 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 75 · 3214/03
Source: “Interview patients to obtain their medical histories.” (UK task statement)
How this row was scored
Exposure score: 53 out of 100 (46–60 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: Case history taking follows a documented structure software handles well, and no licence limits who may take one here.
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 2/4 · how much data exists 3/4.
Obtaining complete medical and surgical histories from patients
changing shape
The software now makes the first pass at complete medical and surgical histories, 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 70 · 3214/03
Source: “Obtain complete medical and surgical histories from patients.” (UK task statement)
How this row was scored
Exposure score: 53 out of 100 (46–60 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: Taking a full medical and surgical history follows a documented structure software 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 2/4 · how much data exists 3/4.
Practising within the profession's legal and ethical boundaries
changing shape
The software now makes the first pass at within the profession's legal, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 70 · 3214/04
Source: “Practise within the profession's legal and ethical boundaries.” (UK task statement)
How this row was scored
Exposure score: 50 out of 100 (43–57 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: Working within legal and ethical boundaries is the practitioner's own responsibility, shown in conduct rather than in produced work.
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 0/4 · how much data exists 3/4.
Developing and implementing marketing strategies to promote the business in new or niche markets
changing shape
The software now makes the first pass at strategies, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 50 · 3214/01
Source: “Develop and implement marketing strategies to promote the business in new or niche markets.” (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: Plans can be drafted, but choosing and entering a new market needs commercial 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.
Assessing the risks and benefits of play activities for children and young people
changing shape
The software now makes the first pass at the risks, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 85 · 3214/04
Source: “Assess the risks and benefits of play activities for children and young people.” (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: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Risk assessments follow a standard format and known hazards, so a solid draft can be produced and then checked on site.
The five ratings: output a model can produce 3/4 · needs a body in a room 1/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Explaining reflexology treatments to the client
changing shape
The software now makes the first pass at reflexology treatments, 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 95 · 3214/07
Source: “Explain reflexology treatments to the client.” (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: 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: Explaining what a treatment involves is standard information that is easy to write, though clients usually want it said in person.
The five ratings: output a model can produce 4/4 · 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.
Referring clients to their GP
changing shape
The software now makes the first pass at clients, 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 70 · 3214/02
Source: “Refer clients to their GP as necessary.” (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; someone qualified has to answer for it.
The rating behind it: Warning signs are well documented and easy to flag, but deciding someone needs a doctor is a judgement a qualified person should make.
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 1/4 · how much data exists 3/4.
Prescribing amino acids and nutraceuticals to support patient recovery
changing shape
The software now makes the first pass at amino acids, 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 55 · 3214/03
Source: “Prescribe amino acids and nutraceuticals to support patient recovery.” (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; someone qualified has to answer for it.
The rating behind it: Supplement guidance is documented and easy to draft, but recommending anything for someone's recovery should carry a qualified person's accountability.
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 1/4 · how much data exists 3/4.
Assessing referrals for children and families struggling with hospital admissions and procedures
changing shape
The software now makes the first pass at referrals, 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 80 · 3214/04
Source: “Assess referrals for children and families struggling with hospital admissions and procedures.” (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; someone qualified has to answer for it.
The rating behind it: Sorting referrals against clear criteria is document work software handles, though a qualified person should own the decision.
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 1/4 · how much data exists 3/4.
Planning activities based on the assessed needs and interests
changing shape
The software now makes the first pass at activities, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 75 · 3214/04
Source: “Plan activities based on the assessed needs and interests, considering available equipment or facilities.” (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: Matching activities to assessed needs and available kit is planning work that tools do 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.
Sharing assessments and observations with health team members to support long-term care plans
changing shape
The software now makes the first pass at assessments, 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 · 3214/04
Source: “Share assessments and observations with health team members to support long-term care plans.” (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; someone qualified has to answer for it.
The rating behind it: Turning observations into notes for the wider team is writing work software drafts well, though the clinical view must be the practitioner's.
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 1/4 · how much data exists 3/4.
Developing treatment goals for individuals based on their assessments
changing shape
The software now makes the first pass at treatment goals, 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 · 3214/04
Source: “Develop treatment goals for individuals based on their assessments.” (UK task statement)
How this row was scored
Exposure score: 47 out of 100 (40–54 allowing for uncertainty): partial exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the value is that a specific person does it.
The rating behind it: Turning an assessment into clear treatment goals is structured 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 0/4 · needs to be trusted in the moment 2/4 · how much data exists 2/4.
Educating patients to help them understand their medical condition
changing shape
The software now makes the first pass at patients, 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 70 · 3214/03
Source: “Educate patients to help them understand their medical condition.” (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: Explaining a condition clearly is something software does well, though people take it in better from someone they trust.
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.
Using audio-visual aids and technologies to present information interactively
changing shape
The software now makes the first pass at audio-visual aids, 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 75 · 3214/01
Source: “Use audio-visual aids and technologies to present information interactively.” (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: 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: Interactive presentation material is straightforward for software to produce, though delivering it usually involves being with the group.
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 4/4.
Adhering to health and safety
changing shape
The software now makes the first pass at health, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 70 · 3214/01, 3214/06
Source: “Adhere to health and safety, infection control, legal, industry and organisational requirements, industry protocols and manufacturer instructions.” (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; mistakes that are cheap to catch.
The rating behind it: Health, safety and infection control requirements are written down and easy to check against, though following them happens in the treatment room.
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 0/4 · how much data exists 4/4.
Performing and implementing risk assessment protocols in relation to the environment
changing shape
The software now makes the first pass at risk assessment protocols, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 55 · 3214/01, 3214/06
Source: “Perform and implement risk assessment protocols in relation to the environment, treatments and client risk, liaising with non-health care and health care practitioners when required.” (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: Risk assessment follows written protocols that software applies well, though checking the treatment space involves being there.
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.
Carrying out initial consultations on a one-to-one basis with patients to assess their health and get a detailed case history from them
changing shape
The software now makes the first pass at initial consultations, 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 · 3214/03
Source: “Carry out initial consultations on a one-to-one basis with patients to assess their health and get a detailed case history from them.” (UK task statement)
How this row was scored
Exposure score: 41 out of 100 (34–48 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: Software can structure a first consultation well, but the initial session is where the client decides whether to trust the practitioner.
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 3/4 · how much data exists 3/4.
Planning a course of treatment with patients
changing shape
The software now makes the first pass at a course of treatment, 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 · 3214/03
Source: “Plan a course of treatment with patients.” (UK task statement)
How this row was scored
Exposure score: 41 out of 100 (34–48 allowing for uncertainty): partial exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the value is that a specific person does it.
The rating behind it: Setting out a course of treatment is well-documented planning work, though agreeing it happens in conversation with the patient.
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 2/4.
Ensuring continuity of play interventions by coordinating with health play specialists in the community and hospices
changing shape
The software now makes the first pass at continuity of play interventions, 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 · 3214/04
Source: “Ensure continuity of play interventions by coordinating with health play specialists in the community and hospices.” (UK task statement)
How this row was scored
Exposure score: 41 out of 100 (34–48 allowing for uncertainty): partial exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the value is that a specific person does it.
The rating behind it: Sharing plans and handover notes is easy to draft, but keeping colleagues in different services aligned still takes real conversations.
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 2/4.
Developing personalised treatment plans based on patient assessments
changing shape
The software now makes the first pass at personalised treatment plans, 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 · 3214/06
Source: “Develop personalised treatment plans based on patient assessments.” (UK task statement)
How this row was scored
Exposure score: 41 out of 100 (34–48 allowing for uncertainty): partial exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the value is that a specific person does it.
The rating behind it: Software drafts personalised plans well, and in this unregulated field no licence limits who may write one, though clients expect a practitioner.
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 2/4.
Adapting teaching techniques to the age and skill levels of students
staying human
The value here is that a specific person handles techniques and stands behind it. That is earned, not computed.
importance 85 · 3214/01
Source: “Adapt teaching techniques to the age and skill levels of students.” (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: Adapting material to a learner's age and level is well-documented planning work, though delivery still happens with the group.
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.
Planning or conducting activities for an instructional programme that balances demonstration
staying human
The value here is that a specific person handles activities and stands behind it. That is earned, not computed.
importance 70 · 3214/01
Source: “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: 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: Planning a balanced session of demonstration and practice is documented work software drafts well, though running it involves being present.
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.
Preparing and implementing remedial programmes for students requiring extra help
staying human
The value here is that a specific person handles remedial programmes and stands behind it. That is earned, not computed.
importance 60 · 3214/01
Source: “Prepare and implement remedial programmes for students requiring extra help.” (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: Tailored catch-up programmes are the kind of structured plan software drafts well, though delivering them involves working with the student.
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.
Recruiting students through various outreach methods
staying human
The value here is that a specific person handles students and stands behind it. That is earned, not computed.
importance 50 · 3214/01
Source: “Recruit students through various outreach methods.” (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: Outreach material writes itself easily, but signing learners up depends on personal contact.
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.
Diagnosing patients' medical conditions
staying human
The rules require a named, qualified person to answer for patients' medical conditions, and that person cannot be a piece of software.
importance 60 · 3214/03
Source: “Diagnose patients' medical conditions using records, reports, test results, and examination information.” (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; someone qualified has to answer for it; the value is that a specific person does it.
The rating behind it: Software reasons well from records and results, and this role is unregulated, though naming a medical condition normally still involves a doctor.
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 2/4 · how much data exists 3/4.
Planning parties or other special events and services
staying human
The value here is that a specific person handles parties and stands behind it. That is earned, not computed.
importance 60 · 3214/04
Source: “Plan parties or other special events and services.” (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: Event planning is largely documents and bookings, though customers usually want to talk it through.
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 clients about their health
staying human
The value here is that a specific person handles clients and stands behind it. That is earned, not computed.
importance 80 · 3214/05, 3214/07
Source: “Consult with clients about their health, diet, and lifestyle.” (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: Health and lifestyle consultations follow a standard structure, though clients open up more to a 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 2/4 · how much data exists 3/4.
Recommending specific medical or therapeutic treatments based on patient diagnoses
staying human
The rules require a named, qualified person to answer for specific medical or therapeutic treatments, and that person cannot be a piece of software.
importance 70 · 3214/05
Source: “Recommend specific medical or therapeutic treatments based on patient diagnoses.” (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; someone qualified has to answer for it; the value is that a specific person does it.
The rating behind it: Suggesting treatments from an assessment is well-documented reasoning software handles, though recommendations about medical care normally involve a qualified clinician.
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 2/4 · how much data exists 3/4.
Consulting with other staff members to plan and schedule lessons promoting learning
staying human
The ratings behind this row put other staff members well outside what today's tools can do on their own.
importance 75 · 3214/01
Source: “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.
Planning sponsored outdoor events for community engagement
staying human
The ratings behind this row put sponsored outdoor events well outside what today's tools can do on their own.
importance 50 · 3214/04
Source: “Plan sponsored outdoor events for community engagement.” (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: Planning outdoor events is well supported by these tools, though the site and the day need people.
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.
Operating equipment, computers or audio-visual aids to supplement presentations
staying human
This work happens in the physical world: equipment, computers or audio-visual aids, in a real place. Software cannot follow it there.
importance 70 · 3214/01
Source: “Operate equipment such as computers or audio-visual aids to supplement presentations.” (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 same decision, made over and over; mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: Slides and materials are easy to produce, but running the equipment in the room means someone being there.
The five ratings: output a model can produce 3/4 · needs a body in a room 2/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 4/4.
Conferring with management to discuss and resolve participant complaints
staying human
The value here is that a specific person handles management and stands behind it. That is earned, not computed.
importance 50 · 3214/04
Source: “Confer with management to discuss and resolve participant complaints.” (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: Talking a complaint through with managers and reaching agreement depends on people in the room, not written analysis.
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.
Providing constructive suggestions and feedback to clients
staying human
The value here is that a specific person handles constructive suggestions and stands behind it. That is earned, not computed.
importance 85 · 3214/05
Source: “Provide constructive suggestions and feedback to clients.” (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: reading one thing and writing another; the value is that a specific person does it.
The rating behind it: Feedback can be drafted from notes, but it lands because the client hears it from someone they have chosen to work with.
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 2/4.
Advising on holistic care and play interventions
staying human
The value here is that a specific person handles holistic care and stands behind it. That is earned, not computed.
importance 80 · 3214/04
Source: “Advise on holistic care and play interventions for teams, families, and carers.” (UK task statement)
How this row was scored
Exposure score: 31 out of 100 (24–38 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the value is that a specific person does it.
The rating behind it: Written guidance for teams and carers is easy to produce, though tailoring it to one family usually happens in conversation.
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 2/4.
Developing treatment plans in consultation with the client's treatment team
staying human
The value here is that a specific person handles treatment plans and stands behind it. That is earned, not computed.
importance 75 · 3214/06, 3214/07
Source: “Develop treatment plans in consultation with the client's treatment team.” (UK task statement)
How this row was scored
Exposure score: 31 out of 100 (24–38 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: Drafting a plan is easy, but agreeing it across a client's wider care team depends on live discussion.
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 2/4 · how much data exists 2/4.
Assessing individuals' situations to understand their needs
staying human
The value here is that a specific person handles individuals' situations and stands behind it. That is earned, not computed.
importance 75 · 3214/04
Source: “Assess individuals' situations to understand their needs.” (UK task statement)
How this row was scored
Exposure score: 28 out of 100 (21–35 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: Understanding what someone actually needs depends on a conversation where they feel comfortable being open.
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.
Agreeing on therapy objectives with clients to ensure effective treatment
staying human
The value here is that a specific person handles therapy objectives and stands behind it. That is earned, not computed.
importance 85 · 3214/08
Source: “Agree on therapy objectives with clients to ensure effective treatment.” (UK task statement)
How this row was scored
Exposure score: 28 out of 100 (21–35 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: Agreeing what treatment should achieve is a negotiation with the client, and it works because they trust the practitioner.
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 human
The ratings behind this row put continuous professional development well outside what today's tools can do on their own.
importance 70 · 3214/01
Source: “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.
Engaging in activities for personal professional development
staying human
The ratings behind this row put activities well outside what today's tools can do on their own.
importance 50 · 3214/03
Source: “Engage in activities for personal professional development.” (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: Learning and developing professionally is something only the person themselves can 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.
Participating in postgraduate education for professional development
staying human
The ratings behind this row put postgraduate education well outside what today's tools can do on their own.
importance 50 · 3214/03
Source: “Participate in postgraduate education for professional development.” (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: Postgraduate study builds the practitioner's own knowledge, so software can prepare materials but cannot learn on their behalf.
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.
Meeting and collaborating with agency personnel and community organisations to plan balanced recreational programmes
staying human
The value here is that a specific person handles agency personnel and stands behind it. That is earned, not computed.
importance 60 · 3214/04
Source: “Meet and collaborate with agency personnel and community organisations to plan balanced recreational programmes.” (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 value is that a specific person does it.
The rating behind it: Programme planning can be drafted, but it is agreed in meetings with partner organisations.
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 2/4.
Organising play facilities suitable for children's diverse needs
staying human
This work happens in the physical world: play facilities suitable, in a real place. Software cannot follow it there.
importance 80 · 3214/04
Source: “Organise play facilities suitable for children's diverse needs.” (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: mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: Choosing suitable equipment and layouts can be planned on paper, but setting the facilities up is physical work.
The five ratings: output a model can produce 3/4 · 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 2/4.
Teaching students individually and in groups
staying human
The value here is that a specific person handles students and stands behind it. That is earned, not computed.
importance 85 · 3214/01
Source: “Teach students individually and in groups, adapting teaching methods to their needs and interests.” (UK task statement)
How this row was scored
Exposure score: 24 out of 100 (17–31 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: Lesson materials can be generated, but teaching people in a room depends on reading them and adjusting as you go.
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 3/4.
Exercising professional judgement as an autonomous professional
staying human
The ratings behind this row put professional judgement well outside what today's tools can do on their own.
importance 70 · 3214/04
Source: “Exercise professional judgement as an autonomous professional.” (UK task statement)
How this row was scored
Exposure score: 24 out of 100 (17–31 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the five ratings behind the score, with no single dominant reason.
The rating behind it: Professional judgement is the practitioner's own responsibility and rests on experience rather than anything software produces.
The five ratings: output a model can produce 1/4 · 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.
Guiding students in learning from these experiential activities
staying human
The value here is that a specific person handles students and stands behind it. That is earned, not computed.
importance 80 · 3214/01
Source: “Guide students in learning from these experiential activities.” (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: Helping students make sense of what they have just done depends on being there as it happens.
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 implementing age-appropriate play activities for children and young people
staying human
This work happens in the physical world: age-appropriate play activities, in a real place. Software cannot follow it there.
importance 85 · 3214/04
Source: “Plan and implement age-appropriate play activities for children and young people.” (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: work that happens in the physical world; the value is that a specific person does it.
The rating behind it: The plan can be drafted from good guidance, but running the activity means being with the children.
The five ratings: output a model can produce 3/4 · 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.
Encouraging patients to engage in activities that develop social relationships
staying human
The value here is that a specific person handles patients and stands behind it. That is earned, not computed.
importance 70 · 3214/04
Source: “Encourage patients to engage in activities that develop social relationships.” (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: Encouraging someone to build social connections depends on a person who knows them and keeps them going.
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 overseeing class projects
staying human
This work happens in the physical world: class projects, in a real place. Software cannot follow it there.
importance 65 · 3214/01
Source: “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: 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: Trips, projects and visits can be planned on paper, but overseeing them means being there with the group.
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.
Guiding clients on techniques for improving posture
staying human
This work happens in the physical world: clients, in a real place. Software cannot follow it there.
importance 70 · 3214/06
Source: “Guide clients on techniques for improving posture.” (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: Improving posture means watching how someone stands and moves and correcting them 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.
Advocating for children and young people's right to play in discussions with parents
staying human
The value here is that a specific person handles children and stands behind it. That is earned, not computed.
importance 90 · 3214/04
Source: “Advocate for children and young people's right to play in discussions with parents, carers, and professionals.” (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 value is that a specific person does it.
The rating behind it: Arguing a child's case with parents and professionals happens live, and it works because people trust the person making it.
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.
Being accountable for the assessment
staying human
The rules require a named, qualified person to answer for accountable, and that person cannot be a piece of software.
importance 75 · 3214/04
Source: “Be accountable for the assessment, planning, delivery, and evaluation of these sessions.” (UK task statement)
How this row was scored
Exposure score: 16 out of 100 (4–28 allowing for uncertainty): minimal exposure, low confidence.
Why it sits in this group: someone qualified has to answer for it.
The rating behind it: Being answerable for what happens in a session is something a named person carries, not a task that can be handed over.
The five ratings: output a model can produce 1/4 · needs a body in a room 1/4 · needs an accountable person 2/4 · needs to be trusted in the moment 1/4 · how much data exists 2/4.
Developing and implementing treatment plans
staying human
This work happens in the physical world: treatment plans, in a real place. Software cannot follow it there.
importance 85 · 3214/03
Source: “Develop and implement treatment plans.” (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: Plans can be drafted easily, but carrying the treatment out involves working directly with the client.
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.
Facilitating the wishes and expectations of the child/young person and family as part of a multi-disciplinary team
staying human
The rules require a named, qualified person to answer for the wishes, and that person cannot be a piece of software.
importance 80 · 3214/04
Source: “Facilitate the wishes and expectations of the child/young person and family as part of a multi-disciplinary team.” (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: someone qualified has to answer for it; the value is that a specific person does it.
The rating behind it: Speaking up for what a family wants inside a clinical team works because people know and trust the person doing it.
The five ratings: output a model can produce 2/4 · needs a body in a room 1/4 · needs an accountable person 2/4 · needs to be trusted in the moment 3/4 · how much data exists 2/4.
Encouraging students to persevere with challenging tasks to prepare for later years
staying human
The value here is that a specific person handles students and stands behind it. That is earned, not computed.
importance 75 · 3214/01
Source: “Encourage students to persevere with challenging tasks to prepare for later years.” (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: Keeping a student going when work is hard depends on a person who knows and encourages them.
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.
Conducting and documenting therapeutic assessments to monitor children's progress or regression
staying human
This work happens in the physical world: therapeutic assessments, in a real place. Software cannot follow it there.
importance 80 · 3214/04
Source: “Conduct and document therapeutic assessments to monitor children's progress or regression.” (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: work that happens in the physical world; someone qualified has to answer for it; the value is that a specific person does it.
The rating behind it: The write-up can be drafted, but judging progress means seeing the child, and that judgement is largely unwritten.
The five ratings: output a model can produce 2/4 · needs a body in a room 2/4 · needs an accountable person 2/4 · needs to be trusted in the moment 2/4 · how much data exists 2/4.
Observing and evaluating pupils' performance
staying human
This work happens in the physical world: pupils' performance, in a real place. Software cannot follow it there.
importance 75 · 3214/01
Source: “Observe and evaluate pupils' performance.” (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: Watching a learner perform and judging it happens in the vehicle alongside them.
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.
Completing advanced consultations, in-depth client lifestyle profiling
staying human
This work happens in the physical world: advanced consultations, in a real place. Software cannot follow it there.
importance 60 · 3214/01, 3214/06
Source: “Complete advanced consultations including in-depth client lifestyle profiling, to build and maintain the clients trust, establishing suitability for treatment and providing solutions for improving the condition of the clients physical appearance and emotional welfare, to design bespoke treatment plans.” (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: This is a face-to-face conversation where the client's trust and comfort decide whether the plan works, and much of it is unwritten judgement.
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.
Ensuring optimal patient care in collaboration with other healthcare professionals
staying human
The value here is that a specific person handles optimal patient care and stands behind it. That is earned, not computed.
importance 65 · 3214/03
Source: “Ensure optimal patient care in collaboration with other healthcare professionals.” (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 value is that a specific person does it.
The rating behind it: Good joint care depends on live working relationships with other professionals rather than on anything software can draft.
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 3/4 · how much data exists 2/4.
Advocating for children and young people in healthcare interactions
staying human
The value here is that a specific person handles children and stands behind it. That is earned, not computed.
importance 85 · 3214/04
Source: “Advocate for children and young people in healthcare interactions.” (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 value is that a specific person does it.
The rating behind it: Speaking up for a child in a healthcare setting depends on being a trusted person in the room with them.
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 3/4 · how much data exists 2/4.
Evaluating instructors' teaching performance
staying human
This work happens in the physical world: instructors' teaching performance, in a real place. Software cannot follow it there.
importance 50 · 3214/01
Source: “Evaluate instructors' teaching performance.” (UK task statement)
How this row was scored
Exposure score: 11 out of 100 (4–18 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: work that happens in the physical world; the value is that a specific person does it.
The rating behind it: Judging teaching quality means watching a session and seeing how learners respond.
The five ratings: output a model can produce 1/4 · needs a body in a room 2/4 · needs an accountable person 0/4 · needs to be trusted in the moment 2/4 · how much data exists 2/4.
Supporting families under stress and advising them on how they can use play with their children to help them cope with their diagnosis and treatment
staying human
The rules require a named, qualified person to answer for families under stress, and that person cannot be a piece of software.
importance 85 · 3214/04
Source: “Support families under stress and advise them on how they can use play with their children to help them cope with their diagnosis and treatment.” (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: someone qualified has to answer for it; the value is that a specific person does it.
The rating behind it: Supporting a frightened family is a relationship, not information, so a person on the other side is the whole point.
The five ratings: output a model can produce 2/4 · needs a body in a room 1/4 · needs an accountable person 2/4 · needs to be trusted in the moment 4/4 · how much data exists 2/4.
Assessing the condition of clients' hands
staying human
This work happens in the physical world: the condition of clients' hands, in a real place. Software cannot follow it there.
importance 60 · 3214/06, 3214/07
Source: “Assess the condition of clients' hands.” (UK task statement)
How this row was scored
Exposure score: 11 out of 100 (4–18 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: Judging the condition of someone's hands usually means seeing and feeling them, though photographs help.
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 2/4.
Using iridology to assess the health state of clients
staying human
This work happens in the physical world: iridology, in a real place. Software cannot follow it there.
importance 60 · 3214/03
Source: “Use iridology to assess the health state of clients.” (UK task statement)
How this row was scored
Exposure score: 9 out of 100 (2–16 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: Reading someone's iris is done in person with a light and a lens, and the interpretation is not well documented.
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 1/4 · how much data exists 2/4.
Using tongue and nail diagnosis to assess the health state of clients
staying human
This work happens in the physical world: tongue, in a real place. Software cannot follow it there.
importance 60 · 3214/03
Source: “Use tongue and nail diagnosis to assess the health state of clients.” (UK task statement)
How this row was scored
Exposure score: 9 out of 100 (2–16 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: Looking at a client's tongue and nails happens face to face, and the interpretation rests on unwritten practitioner experience.
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 1/4 · how much data exists 2/4.
Facilitating the creation of play spaces that stimulate children's imagination
staying human
This work happens in the physical world: the creation of play spaces, in a real place. Software cannot follow it there.
importance 85 · 3214/04
Source: “Facilitate the creation of play spaces that stimulate children's imagination.” (UK task statement)
How this row was scored
Exposure score: 9 out of 100 (2–16 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: Ideas for play spaces can be suggested, but building and arranging the space itself is hands-on work.
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 1/4 · how much data exists 2/4.
Promoting interest in sports, games, camping and hobbies
staying human
This work happens in the physical world: interest, in a real place. Software cannot follow it there.
importance 60 · 3214/04
Source: “Promote interest in sports, games, camping, and hobbies.” (UK task statement)
How this row was scored
Exposure score: 9 out of 100 (2–16 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: work that happens in the physical world; the value is that a specific person does it.
The rating behind it: Sparking interest in activities depends on enthusiasm shared in person with participants.
The five ratings: output a model can produce 1/4 · needs a body in a room 2/4 · needs an accountable person 0/4 · needs to be trusted in the moment 3/4 · how much data exists 2/4.
Training staff in specific job roles to enhance performance
staying human
This work happens in the physical world: staff, in a real place. Software cannot follow it there.
importance 50 · 3214/04
Source: “Train staff in specific job roles to enhance performance.” (UK task statement)
How this row was scored
Exposure score: 9 out of 100 (5–13 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: Training someone in a job role means showing them at the machine and watching them try.
The five ratings: output a model can produce 1/4 · needs a body in a room 2/4 · needs an accountable person 0/4 · needs to be trusted in the moment 3/4 · how much data exists 2/4.
Supporting families during the transition to home-care or hospice
staying human
This work happens in the physical world: families during the transition, in a real place. Software cannot follow it there.
importance 80 · 3214/04
Source: “Support families during the transition to home-care or hospice.” (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; someone qualified has to answer for it; the value is that a specific person does it.
The rating behind it: Supporting a family through a move to hospice care is a relationship built in person, not information to be delivered.
The five ratings: output a model can produce 2/4 · needs a body in a room 2/4 · needs an accountable person 2/4 · needs to be trusted in the moment 4/4 · how much data exists 2/4.
Conducting practical classes or demonstrations to teach specific skills
staying human
This work happens in the physical world: practical classes, in a real place. Software cannot follow it there.
importance 80 · 3214/01
Source: “Conduct practical classes or demonstrations to teach specific skills.” (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: Running a practical class means demonstrating in person and correcting learners' technique as they try it.
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 3/4.
Carrying out health screenings
staying human
This work happens in the physical world: health screenings, in a real place. Software cannot follow it there.
importance 75 · 3214/03
Source: “Carry out health screenings.” (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: Health screening means taking readings from the client in person, even though the measurements themselves are standard.
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.
Observing children playing in various settings to assess their well-
staying human
This work happens in the physical world: children, in a real place. Software cannot follow it there.
importance 85 · 3214/04
Source: “Observe children playing in various settings to assess their well-being.” (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: work that happens in the physical world; the value is that a specific person does it.
The rating behind it: Watching how a child plays means being in the room, and reading what it says about their wellbeing is largely unwritten skill.
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 1/4.
Recognising and acting on signs and symptoms of potential safeguarding issues through observation
staying human
This work happens in the physical world: signs, in a real place. Software cannot follow it there.
importance 80 · 3214/04
Source: “Recognise and act on signs and symptoms of potential safeguarding issues through observation.” (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: work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Spotting safeguarding concerns depends on noticing things in person, and the law places that duty on the practitioner.
The five ratings: output a model can produce 2/4 · needs a body in a room 3/4 · needs an accountable person 3/4 · needs to be trusted in the moment 1/4 · how much data exists 2/4.
Supervising and monitoring students' use of tools and equipment
staying human
This work happens in the physical world: students' use of tools, in a real place. Software cannot follow it there.
importance 70 · 3214/01
Source: “Supervise and monitor students' use of tools and equipment.” (UK task statement)
How this row was scored
Exposure score: 6 out of 100 (0–13 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: work that happens in the physical world; the value is that a specific person does it.
The rating behind it: Watching students handle tools safely means being in the room with them while they 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 2/4 · how much data exists 2/4.
Organising and supervising games and other recreational activities to promote physical
staying human
This work happens in the physical world: games, in a real place. Software cannot follow it there.
importance 60 · 3214/01
Source: “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.
Recognizing and treating common minor injuries and ailments
staying human
This work happens in the physical world: common minor injuries, in a real place. Software cannot follow it there.
importance 65 · 3214/03
Source: “Recognize and treat common minor injuries and ailments.” (UK task statement)
How this row was scored
Exposure score: 6 out of 100 (0–13 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: 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: Dealing with minor injuries and ailments involves treating the person physically, not just deciding what is wrong.
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 2/4 · how much data exists 3/4.
Inducing a hypnotic trance in clients for therapeutic purposes
staying human
This work happens in the physical world: a hypnotic trance, in a real place. Software cannot follow it there.
importance 95 · 3214/05
Source: “Induce a hypnotic trance in clients for therapeutic purposes.” (UK task statement)
How this row was scored
Exposure score: 6 out of 100 (0–13 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: work that happens in the physical world; the value is that a specific person does it.
The rating behind it: Guiding someone into a trance happens live, with the practitioner adjusting to how the client responds moment by moment.
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 2/4.
Planning, implementing and evaluating therapeutic play interventions
staying human
This work happens in the physical world: therapeutic play interventions, in a real place. Software cannot follow it there.
importance 90 · 3214/04
Source: “Plan, implement and evaluate therapeutic play interventions, including preparation for procedures and distraction therapy.” (UK task statement)
How this row was scored
Exposure score: 5 out of 100 (0–12 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: work that happens in the physical world; someone qualified has to answer for it; the value is that a specific person does it.
The rating behind it: Planning can be drafted, but the intervention itself means being with a child, and the trust built there is the point.
The five ratings: output a model can produce 2/4 · needs a body in a room 3/4 · needs an accountable person 2/4 · needs to be trusted in the moment 3/4 · how much data exists 2/4.
Preparing children and young people for admission and specific procedures with professional teams
staying human
This work happens in the physical world: children, in a real place. Software cannot follow it there.
importance 85 · 3214/04
Source: “Prepare children and young people for admission and specific procedures with professional teams.” (UK task statement)
How this row was scored
Exposure score: 5 out of 100 (0–12 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: work that happens in the physical world; someone qualified has to answer for it; the value is that a specific person does it.
The rating behind it: Getting a child ready for a procedure happens in person, and it depends on the child trusting the adult doing it.
The five ratings: output a model can produce 2/4 · needs a body in a room 3/4 · needs an accountable person 2/4 · needs to be trusted in the moment 3/4 · how much data exists 2/4.
Developing and maintaining positive relationships with parents
staying human
This work happens in the physical world: positive relationships, in a real place. Software cannot follow it there.
importance 80 · 3214/04
Source: “Develop and maintain positive relationships with parents, carers, and professionals.” (UK task statement)
How this row was scored
Exposure score: 5 out of 100 (1–9 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; the value is that a specific person does it.
The rating behind it: Trust built with parents, carers and other professionals over time is the whole point, and that only forms between people.
The five ratings: output a model can produce 1/4 · needs a body in a room 2/4 · needs an accountable person 0/4 · needs to be trusted in the moment 4/4 · how much data exists 1/4.
Promoting active engagement in scheduled activities
staying human
This work happens in the physical world: active engagement, in a real place. Software cannot follow it there.
importance 75 · 3214/04
Source: “Promote active engagement in scheduled activities.” (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: Encouraging people to join in happens on the spot, with a person present in the session.
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.
Establishing a safe environment for children to use play as a means of expression and coping with their issues
staying human
This work happens in the physical world: a safe environment, in a real place. Software cannot follow it there.
importance 90 · 3214/04
Source: “Establish a safe environment for children to use play as a means of expression and coping with their issues.” (UK task statement)
How this row was scored
Exposure score: 3 out of 100 (0–10 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: Creating a safe space for a child to express themselves through play is built on the relationship with them.
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 4/4 · how much data exists 2/4.
Assessing play therapy sessions by monitoring the child's activities and intervening if necessary to ensure safety
staying human
This work happens in the physical world: play therapy sessions, in a real place. Software cannot follow it there.
importance 85 · 3214/04
Source: “Assess play therapy sessions by monitoring the child's activities and intervening if necessary to ensure safety.” (UK task statement)
How this row was scored
Exposure score: 3 out of 100 (0–10 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: Watching a child at play and stepping in if needed means being in the room with them.
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 3/4 · how much data exists 1/4.
Providing holistic therapy treatments for physical and emotional wellbeing
staying human
This work happens in the physical world: holistic therapy treatments, in a real place. Software cannot follow it there.
importance 75 · 3214/01, 3214/06
Source: “Provide holistic therapy treatments for physical and emotional wellbeing, including relaxation and stress management.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; the value is that a specific person does it.
The rating behind it: Holistic therapy treatments are hands-on and need practitioner and client in the same room.
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 2/4.
Treating clients with variable needs
staying human
This work happens in the physical world: clients, in a real place. Software cannot follow it there.
importance 60 · 3214/01, 3214/06
Source: “Treat clients with variable needs, including those with specific health issues.” (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: Treating clients with varied health needs is hands-on work done in person.
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.
Blending oils for specific purposes
staying human
This work happens in the physical world: oils, in a real place. Software cannot follow it there.
importance 90 · 3214/02
Source: “Blend oils for specific purposes.” (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: Mixing oils is done by hand with real bottles, so it needs a person in the room.
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.
Conducting subsequent one-to-one treatment sessions
staying human
This work happens in the physical world: subsequent one-to-one treatment sessions, in a real place. Software cannot follow it there.
importance 80 · 3214/03
Source: “Conduct subsequent one-to-one treatment sessions, lasting between 20 minutes and an hour.” (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: One-to-one treatment sessions in this field are hands-on and need the practitioner and client in the same room.
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 2/4.
Carrying out pathology testing, including hair, faeces or blood analysis
staying human
This work happens in the physical world: pathology testing, including hair, faeces or blood analysis, in a real place. Software cannot follow it there.
importance 60 · 3214/03
Source: “Carry out pathology testing, including hair, faeces, or blood analysis, as 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: the same decision, made over and over; work that happens in the physical world.
The rating behind it: Taking and handling hair, blood or stool samples needs hands on the client and the sample.
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 3/4.
Using play and recreation
staying human
This work happens in the physical world: play, in a real place. Software cannot follow it there.
importance 90 · 3214/04
Source: “Use play and recreation to communicate, build rapport, and engage with children throughout their healthcare journey.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; the value is that a specific person does it.
The rating behind it: Playing with a child to build rapport needs a person actually there with them.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 4/4 · how much data exists 1/4.
Conduct individual in-room visits with residents to provide therapeutic play and support
staying human
This work happens in the physical world: individual, in a real place. Software cannot follow it there.
importance 85 · 3214/04
Source: “Conduct individual in-room visits with residents to provide therapeutic play and support.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; the value is that a specific person does it.
The rating behind it: An in-room visit is someone physically present at the bedside, which no software can stand in for.
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 4/4 · how much data exists 1/4.
Using play to help children and young people settle into hospital life
staying human
This work happens in the physical world: play, in a real place. Software cannot follow it there.
importance 85 · 3214/04
Source: “Use play to help children and young people settle into hospital life.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; the value is that a specific person does it.
The rating behind it: Helping a child settle in means being on the ward with them.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 4/4 · how much data exists 1/4.
Using play to help children reach developmental targets
staying human
This work happens in the physical world: play, in a real place. Software cannot follow it there.
importance 85 · 3214/04
Source: “Use play to help children reach developmental targets, learn new skills and relearn skills they may have lost during their illness.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; the value is that a specific person does it.
The rating behind it: Rebuilding skills through play happens through hands-on sessions with the child.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 3/4 · how much data exists 2/4.
Cleaning and maintaining all toys and play areas
staying human
This work happens in the physical world: all toys, in a real place. Software cannot follow it there.
importance 70 · 3214/04
Source: “Clean and maintain all toys and play areas.” (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: Washing toys and tidying play areas is physical work done in the room itself.
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 1/4.
Demonstrating use of materials and equipment to recreational activity participants
staying human
This work happens in the physical world: use of materials, in a real place. Software cannot follow it there.
importance 70 · 3214/04
Source: “Demonstrate use of materials and equipment to recreational activity participants.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; the value is that a specific person does it.
The rating behind it: Showing someone how to use equipment requires hands and presence.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 2/4 · how much data exists 1/4.
Introducing new arrivals to other participants to foster a welcoming environment
staying human
This work happens in the physical world: new arrivals, in a real place. Software cannot follow it there.
importance 70 · 3214/04
Source: “Introduce new arrivals to other participants to foster a welcoming environment.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; the value is that a specific person does it.
The rating behind it: Introducing newcomers to a group happens face to face in the session.
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.
Enforcing rules and regulations of recreational facilities to maintain discipline and ensure safety
staying human
This work happens in the physical world: rules, in a real place. Software cannot follow it there.
importance 60 · 3214/04
Source: “Enforce rules and regulations of recreational facilities to maintain discipline and ensure safety.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; the value is that a specific person does it.
The rating behind it: Enforcing rules on a site requires someone physically present.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 2/4 · how much data exists 2/4.
Greeting new arrivals to activities and providing an overview of the session
staying human
This work happens in the physical world: new arrivals, in a real place. Software cannot follow it there.
importance 60 · 3214/04
Source: “Greet new arrivals to activities and provide an overview of the session.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; the value is that a specific person does it.
The rating behind it: Greeting arrivals and settling them into a session happens in the room.
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.
Leading arts and crafts activities for customers
staying human
This work happens in the physical world: arts, in a real place. Software cannot follow it there.
importance 60 · 3214/04
Source: “Lead arts and crafts activities for customers.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; the value is that a specific person does it.
The rating behind it: Leading a craft session means being in the room with the materials and the group.
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.
Administering first aid or cardiopulmonary resuscitation
staying human
This work happens in the physical world: first aid, in a real place. Software cannot follow it there.
importance 50 · 3214/04
Source: “Administer first aid or cardiopulmonary resuscitation.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world.
The rating behind it: First aid and resuscitation are physical acts that must be carried out by someone present.
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 1/4 · how much data exists 3/4.
Massaging body parts to relieve soreness
staying human
This work happens in the physical world: body parts, in a real place. Software cannot follow it there.
importance 95 · 3214/06, 3214/07
Source: “Massage body parts to relieve soreness, strains, and bruises.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; the value is that a specific person does it.
The rating behind it: Massage is hands on the body.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 2/4 · how much data exists 2/4.
Treating clients in professional settings
staying human
This work happens in the physical world: clients, in a real place. Software cannot follow it there.
importance 85 · 3214/06, 3214/07
Source: “Treat clients in professional settings.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; the value is that a specific person does it.
The rating behind it: Treating a client in a clinic room is hands-on work with the person present.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 2/4 · how much data exists 2/4.
Modifying wellness experiences during treatments to ensure client's wellbeing
staying human
This work happens in the physical world: wellness experiences during treatments, in a real place. Software cannot follow it there.
importance 75 · 3214/06
Source: “Modify wellness experiences during treatments to ensure client's wellbeing.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; the value is that a specific person does it.
The rating behind it: Adjusting a treatment while it is happening means being there with hands on the client.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 2/4 · how much data exists 1/4.
Applying thermal therapy techniques, products, tools and equipment to provide thermal treatments
staying human
This work happens in the physical world: thermal therapy techniques, products, tools and equipment, in a real place. Software cannot follow it there.
importance 70 · 3214/06
Source: “Apply thermal therapy techniques, products, tools, and equipment to provide thermal treatments.” (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: Applying heat treatments involves handling equipment against the client's body.
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.
Restocking supplies in massage areas
staying human
This work happens in the physical world: supplies, in a real place. Software cannot follow it there.
importance 60 · 3214/06, 3214/07
Source: “Restock supplies in massage areas.” (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: Restocking a treatment room means physically moving supplies around.
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.
Using infrared lamps to promote clients' recovery
staying human
This work happens in the physical world: infrared lamps, in a real place. Software cannot follow it there.
importance 60 · 3214/06
Source: “Use infrared lamps to promote clients' recovery, relaxation, and well-being.” (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: Positioning and running an infrared lamp over a client requires being in the room.
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.
Using wet compresses to promote clients' recovery
staying human
This work happens in the physical world: wet compresses, in a real place. Software cannot follow it there.
importance 60 · 3214/06
Source: “Use wet compresses to promote clients' recovery, relaxation, and well-being.” (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: Applying wet compresses is done by hand on the client.
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.
Cleaning and sanitising sports training rooms
staying human
This work happens in the physical world: sports training rooms, in a real place. Software cannot follow it there.
importance 50 · 3214/06
Source: “Clean and sanitise sports training rooms.” (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: Cleaning and sanitising a room is physical work someone has to do on site.
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.
Applying pressure with the thumb and fingers to the client's feet
staying human
This work happens in the physical world: pressure, in a real place. Software cannot follow it there.
importance 95 · 3214/07
Source: “Apply pressure with the thumb and fingers to the client's feet, hands, face or ears.” (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: Applying thumb and finger pressure to a client's feet or hands needs a practitioner's hands.
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.
Placing hands in a sequence of positions covering the whole body to guide energy and activate the healing process
staying human
This work happens in the physical world: hands, in a real place. Software cannot follow it there.
importance 95 · 3214/08
Source: “Place hands in a sequence of positions covering the whole body to guide energy and activate the healing process.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; the value is that a specific person does it.
The rating behind it: Placing hands on a client in sequence is entirely about physical presence.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 2/4 · how much data exists 1/4.

What this job pays, and how many people do it

Median pay: £27,900a 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: 27,100in 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: treatment records in, a record out. The rows above are exactly that shape: maintaining treatment records and performing administrative tasks necessary for business operations. What it cannot do is be there in the room, and that is still where massage techniques get done. Which is why this page talks about your tasks changing, not your job ending.

Your move

Over a pint: what I’d tell you if you were my friend

Start with what does not change: performing massage techniques is the middle of this job, and the evidence on this page says it stays with a person.

So, given all that: 12% of this job's task weight sits in rows the software is already learning, 25% in rows that change shape rather than disappear, and 62% in rows it is nowhere near. That is the position, measured across 146 scored tasks. It is not a forecast about you.

So the thing worth your attention is not the job going away. It is the layer around it. Maintaining treatment records is the part turning into software, and being the person who understands that layer is worth money.

This week: one thing

Ask the one question. Find whoever is bringing new software into your workplace (the manager, the office, whoever runs the system) and ask them what it is meant to do to treatment records, 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 massage techniques 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 checking the client's medical history. 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 complementary health associate professionals (nearest by the work that AI is not taking, not by job title), and none of them survived. The closest was therapy professionals n.e.c.: only about 2% of its durable work is work you already do. And on the numbers you do not need one. This job scores 31/100 here, with only 12% of the task list in the top band, and “select the oils you feel are suitable for assisting the client” 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.

Therapy professionals n.e.c.
Why it looked obvious: It came up as a near neighbour because one of your tasks is on their list in the same words: “establish a safe environment for children to use play as a means of expression and coping…”. Across the whole of both lists that adds up to about 2% 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 2% of the durable side of that job. That is a different job, not a next step.
Look at that job’s page anyway →
Generalist medical 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: “carry out initial consultations on a one-to-one basis with patients to assess their health and get…”. Across the whole of both lists that adds up to about 2% 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 2% of the durable side of that job. That is a different job, not a next step.
Look at that job’s page anyway →
Registered nurse practitioners
Why it looked obvious: It came up as a near neighbour on the work AI is not taking: you already plan a course of treatment with patients, and their equivalent is to assess patient conditions to determine an appropriate course of therapeutic treatment. Across both published task lists that is about 2% of the durable work in that job.
Why I am not recommending it: Almost none of it is work you already do: about 2% of the durable side of that job. That is a different job, not a next step.
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: 12% of its task weight, across 146 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 performing massage techniques 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 Health Information Technologists and Medical Registrars 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 Health Information Technologists and Medical Registrars, Surgical Assistants, Healthcare Practitioners and Technical Workers, All Other, Physical Therapist Assistants and Massage Therapists. 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
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
- Skills Bootcamps - what they are and who can do them (DfE, Skills for Careers)
- Skills Bootcamps - JobHelp (DWP)
In Scotland:
My World of Work (Skills Development Scotland)
In Scotland it's My World of Work, from Skills Development Scotland.
Free, publicly funded
- Skills Development Scotland
In Wales:
Careers 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 complementary health associate professionals, 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 12% of the work on this page is already inside what they can do.

Try The AI Authority free →

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 complementary health associate professionals. 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 complementary health associate professionals 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 Space for complementary health associate professionals 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.

What a Space actually is, in full

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

Your email

We use your email address for one thing: to tell you if a Space for complementary health associate professionals launches. We never sell it, never use it for unrelated marketing, and every email has a one-click unsubscribe. Our privacy policy has the full version.

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 Complementary health associate professionals?: Not as a job, but it is already doing parts of the work. Across the 146 official task statements scored for Complementary health associate professionals (United Kingdom, SOC 3214), 12% of the importance-weighted core work is made of tasks today's AI could already do most of. The overall exposure score is 31 out of 100 (range 26–37, 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 “Complementary health associate professionals” can AI already do?: The highest-scoring tasks in release 2026-q4.1 are: “Maintain time and attendance forms and inventory lists” (100/100, very high); “Maintain treatment records” (100/100, very high); “Update patient records accordingly” (100/100, 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 “Complementary health associate professionals” stay human?: About 62% 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: “Place hands in a sequence of positions covering the whole body to guide energy and activate the healing process” (0/100, minimal); “Apply pressure with the thumb and fingers to the client's feet, hands, face or ears” (0/100, minimal); “Clean and sanitise sports training rooms” (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 “Complementary health associate professionals” do about AI?: Start from the ledger rather than the headline: 12% of this job's weighted core work is exposed, and roughly 62% 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 Complementary health associate professionals 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 146 scored tasks. The prompt, the rubric, the formula and the full dataset are published at https://futureproof.collab365.com/method and https://futureproof.collab365.com/data/2026-q4.1 under CC BY 4.0.

Where these numbers come from

About the data on this page

Provisional, because the ONS revises this figure in the autumn.
This headcount comes from a survey, not a census, so treat it as a good estimate rather than an exact count.
One task scored differently between repeat runs, so its range on this page is wider. We would rather show the wobble than hide it.
One row is marked low confidence, so treat it as a ballpark rather than a fine measurement.
The match between this job and its counterpart in the other country is partial, so the two pages count slightly different groups of people.
37 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.

How we score a job Download this release Look up another job

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}
}

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.