Will AI replace Senior care workers?

Not as a job, but it is already doing parts of the work. Across the 82 official task statements scored for Senior care workers (United Kingdom, SOC 6136), 9% of the importance-weighted core work is made of tasks today's AI could already do most of. The overall exposure score is 24 out of 100 (range 19–30, band: low). That is a statement about tasks, not about headcount: this measures what AI could do, not whether any employer adopts it, whether the law allows it, or whether doing the routine parts faster creates more demand for the human parts. Figures are from release 2026-q4.1.

Which tasks in “Senior care workers” can AI already do?

The highest-scoring tasks in release 2026-q4.1 are: “Translate policy and guidance into understandable information for various audiences, using effective communication skills” (93/100, very high); “Submit reports to superiors” (93/100, very high); “Maintain detailed employee records to support staff management and service delivery” (81/100, 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 “Senior care workers” stay human?

About 72% 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: “Respond to emergency calls to ensure resident safety” (0/100, minimal); “Prepare meals according to dietary requirements” (0/100, minimal); “Care for children who are disabled or have ill or disabled parents” (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 “Senior care workers” do about AI?

Start from the ledger rather than the headline: 9% of this job's weighted core work is exposed, and roughly 72% 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 Senior care workers 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 82 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

Senior care workers

ensuring regulatory compliance of the care given and the values and training of staff, writing care plans and researching and analysing member or community needs to determine programme directions and goals. If that's your week, this page is about your job.

The honest answer

AI changes the edges of this job, not the middle: supporting individuals according to their personal care/support plan using appropriate tools and 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: 9%
changing shape: 19%
staying human: 72%

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

Whole-job exposure score 24 out of 100 (19–30 allowing for uncertainty): low exposure, across 82 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 senior care workers is rated on five dimensions: can a model produce the output, does the work need a body in a room, does it need a legally accountable person, does it depend on a person being trusted in the moment, and how much data exists. A published formula turns those five ratings into the score; the model never writes the number.

How the bar is built: Each task’s share of the bar is its published importance weight, so a task you do all day counts for more than one you do twice a year.

Release: 2026-q4.1, scores computed 2026-08-04. Read the full method.

What shifts is translating policy and guidance into understandable information for various audiences. This page scores what today's tools actually do, not headlines.

Your week, as this page understands it

Senior care workers routinely oversee and monitor care workers, care assistants and home carers. They also attend to the personal needs and comforts of children, the elderly and the infirm and others with care and support needs (‘service users’) within residential care establishments, day care establishments or in their own homes. The job title says “senior care workers”. The real job is the part underneath: supporting individuals according to their personal care/support plan using appropriate tools and 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 senior care workers is not one task. It is 82 scored ones, and they are nowhere near equally exposed. The most durable of them, on this evidence, is supporting individuals according to their personal care/support plan using appropriate tools and techniques, and the ledger below shows exactly why.

Where the work sits, by task weight

shifting to AI: 9%
changing shape: 19%
staying human: 72%

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

How we know this

How the bar is built: Each task’s share of the bar is its published importance weight, so a task you do all day counts for more than one you do twice a year.

Release: 2026-q4.1, scores computed 2026-08-04. Read the full method.

Your job, task by task

These are the official task statements for this occupation, in plain English, sorted by what the evidence says is happening to each one. The official wording sits under every line so you can check the rewrite against it.

26 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in the free routes below; none is presented as a measurement for this job.
Task clusters are not derived in this release, so the task-cluster field is empty and no Collab365 Space routing is attached to this occupation yet.

Shifting to AI

9 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.

Administering budgets for programmes, equipment and supporting services
This is reading one thing and writing another: budgets in, a record out. That is the shape today's tools are built for.
importance 80 · 6136/01
Source: “Administer budgets for programmes, equipment, and support services.” (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: Tracking spend against a budget for equipment and services is spreadsheet work software handles accurately.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Preparing records and reports, budgets and training manuals
This is reading one thing and writing another: records in, a record out. That is the shape today's tools are built for.
importance 80 · 6136/01
Source: “Prepare records and reports including budgets and training manuals.” (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: Compiling budgets, records and training manuals is document work AI produces to a usable standard.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Maintaining detailed employee records to support staff management and service delivery
This is reading one thing and writing another: detailed employee records in, a record out. That is the shape today's tools are built for.
importance 75 · 6136/01
Source: “Maintain detailed employee records to support staff management and service delivery.” (UK task statement)
How this row was scored
Exposure score: 81 out of 100 (77–85 allowing for uncertainty): very high exposure, high confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Keeping staff records complete and up to date is straightforward system work, with a manager still accountable for accuracy.
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 and implementing processes to ensure clear and concise written records and reports
This is reading one thing and writing another: processes in, a record out. That is the shape today's tools are built for.
importance 75 · 6136/02
Source: “Develop and implement processes to ensure clear and concise written records and reports, while maintaining confidentiality, using appropriate systems.” (UK task statement)
How this row was scored
Exposure score: 66 out of 100 (62–70 allowing for uncertainty): high exposure, high confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Designing how records and reports are written and kept confidential is desk work software drafts well from existing standards.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.

Changing shape

17 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.

Contributing to the development and review of care/support plans for individuals
The software now makes the first pass at the development, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 85 · 6136/02, 6136/03
Source: “Contribute to the development and review of care/support plans for individuals.” (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: reading one thing and writing another; mistakes that are cheap to catch.
The rating behind it: Support plans follow familiar templates, so software can draft and update them, with the manager signing off the result.
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 2/4.
Ensuring services provided meet community needs and are not
The software now makes the first pass at services provided meet community needs, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 85 · 6136/01
Source: “Ensure services provided meet community needs and are not duplicated.” (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: mistakes that are cheap to catch.
The rating behind it: Mapping services against needs is analysis AI can support, but the real picture of local provision is hard to obtain.
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 2/4.
Implementing systems to train and support colleagues in recognizing and responding to potential signs of abuse and unsafe practices
The software now makes the first pass at systems, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 85 · 6136/02
Source: “Implement systems to train and support colleagues in recognizing and responding to potential signs of abuse and unsafe practices, following organizational policies and procedures, using training strategies and tools.” (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: Building the training and systems around spotting abuse is largely written work, with some delivery done face to face.
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.

Staying human

56 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.

Mentoring and contributing to the development of colleagues in their duties and responsibilities
The value here is that a specific person handles the development of colleagues and stands behind it. That is earned, not computed.
importance 85 · 6136/02, 6136/03
Source: “Mentor and contribute to the development of colleagues in their duties and responsibilities.” (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: Mentoring works because a colleague trusts you specifically; written materials help but do not replace the relationship.
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.
Promoting a culture that upholds dignity
The value here is that a specific person handles a culture and stands behind it. That is earned, not computed.
importance 85 · 6136/02, 6136/03
Source: “Promote a culture that upholds dignity, diversity, and inclusion.” (UK task statement)
How this row was scored
Exposure score: 13 out of 100 (9–17 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: the value is that a specific person does it.
The rating behind it: Culture is set by how a manager behaves with people day to day.
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 assessments to determine individuals' specific abilities and needs for tailored support plans
This work happens in the physical world: assessments, in a real place. Software cannot follow it there.
importance 85 · 6136/02, 6136/03
Source: “Conduct assessments to determine individuals' specific abilities and needs for tailored support 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: Assessing what a person can and cannot do means being with them and earning enough trust for an honest picture.
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.

Show the other 72 tasks

Translating policy and guidance into understandable information for various audiences
shifting to AI
This is reading one thing and writing another: policy in, a record out. That is the shape today's tools are built for.
importance 70 · 6136/02
Source: “Translate policy and guidance into understandable information for various audiences, using effective communication skills.” (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: Rewriting policy into plain language for different audiences is exactly the kind of writing software does very well.
The five ratings: output a model can produce 4/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Submitting reports to superiors
shifting to AI
This is reading one thing and writing another: reports in, a record out. That is the shape today's tools are built for.
importance 65 · 6136/03
Source: “Submit reports to superiors.” (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: Pulling figures and incidents into a report for the manager is exactly the kind of writing software does well.
The five ratings: output a model can produce 4/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Arranging grievance hearings or meetings
shifting to AI
This is reading one thing and writing another: grievance hearings in, a record out. That is the shape today's tools are built for.
importance 70 · 6136/02
Source: “Arrange grievance hearings or meetings.” (UK task statement)
How this row was scored
Exposure score: 79 out of 100 (75–83 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: Finding a date, booking a room and sending invitations is scheduling work software does faster than a person.
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 3/4.
Determining production schedules and staff requirements necessary to ensure timely delivery of services
shifting to AI
This is reading one thing and writing another: production schedules in, a record out. That is the shape today's tools are built for.
importance 50 · 6136/02
Source: “Determine production schedules and staff requirements necessary to ensure timely delivery of services.” (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: Production schedules and staffing levels follow from expected covers and recorded prep times.
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.
Contributing to the determination of organisational policies on eligibility
shifting to AI
This is reading one thing and writing another: the determination of organisational policies in, a record out. That is the shape today's tools are built for.
importance 75 · 6136/01
Source: “Contribute to the determination of organisational policies on eligibility, requirements, and benefits.” (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: Policy wording on eligibility and benefits is well-trodden drafting work that software handles from existing rules and templates.
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.
Arranging worker breaks to ensure services are adequately staffed throughout each shift
changing shape
The software now makes the first pass at worker breaks, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 75 · 6136/02
Source: “Arrange worker breaks to ensure services are adequately staffed throughout each shift.” (UK task statement)
How this row was scored
Exposure score: 59 out of 100 (52–66 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: Slotting breaks around coverage needs is a scheduling calculation software handles well.
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 1/4 · how much data exists 3/4.
Requisitioning equipment and supplies for operational needs
changing shape
The software now makes the first pass at equipment, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 60 · 6136/02
Source: “Requisition equipment and supplies for operational needs.” (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: Raising orders is routine system work, though knowing what is actually running low means being around the stores.
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.
Listening to and resolving customer complaints regarding services
changing shape
The software now makes the first pass at and resolving customer complaints regarding services, 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 50 · 6136/02
Source: “Listen to and resolve customer complaints regarding services, products, or personnel.” (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: Automated service handles most complaints well, though an upset customer often wants a person to take it seriously.
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.
Writing care plans
changing shape
The software now makes the first pass at care plans, 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 · 6136/03
Source: “Write care plans.” (UK task statement)
How this row was scored
Exposure score: 51 out of 100 (44–58 allowing for uncertainty): partial exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; someone qualified has to answer for it.
The rating behind it: A plan can be drafted from the assessment, but a named, competent care professional has to own what the plan says.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 2/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Researching and analysing member or community needs to determine programme directions and goals
changing shape
The software now makes the first pass at member, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 80 · 6136/01
Source: “Research and analyse member or community needs to determine programme directions and goals.” (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: mistakes that are cheap to catch.
The rating behind it: Pulling together what a community needs is desk research, though the decisive local knowledge rarely sits in any dataset.
The five ratings: output a model can produce 2/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Coordinating the implementation of administrative control processes
changing shape
The software now makes the first pass at the implementation of administrative control processes, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 80 · 6136/01
Source: “Coordinate the implementation of administrative control processes.” (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: The paperwork behind control processes can be drafted automatically, but getting them used needs someone to push it through.
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.
Maintaining records of patient care
changing shape
The software now makes the first pass at records of patient care, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 80 · 6136/02
Source: “Maintain records of patient care, condition, progress, or problems.” (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: Daily care notes are repetitive and well structured, which makes them straightforward for software to draft.
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.
Maintaining records of clients
changing shape
The software now makes the first pass at records of clients, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 80 · 6136/03
Source: “Maintain records of clients.” (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: Client records follow a set structure, so software drafts them well, with the service still answerable for what they say.
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 company policies and procedures to workers
changing shape
The software now makes the first pass at company policies, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 70 · 6136/02
Source: “Explain company policies and procedures to workers.” (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: Turning company policy into a clear explanation is writing work, though the briefing usually happens in person.
The five ratings: output a model can produce 3/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Informing workers about interests or special needs of specific groups
changing shape
The software now makes the first pass at workers, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 65 · 6136/02
Source: “Inform workers about interests or special needs of specific groups.” (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: Briefing staff on a group’s needs is straightforward information passing, usually written.
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.
Referring individuals to appropriate organisations for assistance
changing shape
The software now makes the first pass at individuals, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 70 · 6136/03
Source: “Refer individuals to appropriate organisations for assistance.” (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 a person's needs to local services is mostly looking things up, which software does quickly and 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.
Developing activities for service users
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 70 · 6136/03
Source: “Develop activities for service users.” (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; mistakes that are cheap to catch.
The rating behind it: Activity ideas are easy to generate, though what actually works depends on knowing the individual residents.
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 2/4.
Managing resources efficiently and effectively in delivering complex care and support, using strategic planning and organizational skills
changing shape
The software now makes the first pass at resources, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 70 · 6136/02
Source: “Manage resources efficiently and effectively in delivering complex care and support, using strategic planning and organizational skills.” (UK task statement)
How this row was scored
Exposure score: 42 out of 100 (35–49 allowing for uncertainty): partial exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Planning rotas, budgets and cover is largely data work, though it depends on knowing how the service really runs.
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.
Recording patient medication details
changing shape
The software now makes the first pass at patient medication details, 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 · 6136/03
Source: “Record patient medication details.” (UK task statement)
How this row was scored
Exposure score: 42 out of 100 (35–49 allowing for uncertainty): partial exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; someone qualified has to answer for it.
The rating behind it: Medication records are structured entries, but they are signed at the point of giving the medicine by the person who gave it.
The five ratings: output a model can produce 3/4 · needs a body in a room 1/4 · needs an accountable person 2/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Resolving operational problems in accordance with management regulations
staying human
The ratings behind this row put operational problems well outside what today's tools can do on their own.
importance 65 · 6136/02
Source: “Resolve operational problems in accordance with management regulations.” (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: Procedures can be looked up automatically, though sorting out a live operational problem often needs presence.
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.
Investigating employee complaints according to management rules
staying human
The value here is that a specific person handles employee complaints and stands behind it. That is earned, not computed.
importance 60 · 6136/02
Source: “Investigate employee complaints according to management rules.” (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: The process and the report can be drafted, but staff only speak openly to a manager they trust, in a real conversation.
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.
Developing therapeutic and behaviour management programmes to meet specific needs
staying human
The rules require a named, qualified person to answer for therapeutic, and that person cannot be a piece of software.
importance 75 · 6136/03
Source: “Develop therapeutic and behaviour management programmes to meet specific needs.” (UK task statement)
How this row was scored
Exposure score: 32 out of 100 (25–39 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: someone qualified has to answer for it.
The rating behind it: Draft behaviour plans are easy to produce, but a qualified clinician normally has to be involved before one is used with a resident.
The five ratings: output a model can produce 2/4 · needs a body in a room 0/4 · needs an accountable person 2/4 · needs to be trusted in the moment 1/4 · how much data exists 2/4.
Recruiting, interviewing or employ employees to enhance community support services
staying human
The value here is that a specific person handles employ employees and stands behind it. That is earned, not computed.
importance 85 · 6136/01
Source: “Recruit, interview, or employ employees to enhance community support services.” (UK task statement)
How this row was scored
Exposure score: 30 out of 100 (23–37 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; the value is that a specific person does it.
The rating behind it: Adverts and shortlisting can be drafted by software, but the interview and the hiring call stay with a person.
The five ratings: output a model can produce 2/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 2/4 · how much data exists 3/4.
Ensuring regulatory compliance of the care given and the values and training of staff
staying human
The rules require a named, qualified person to answer for regulatory compliance of the care given, and that person cannot be a piece of software.
importance 90 · 6136/02
Source: “Ensure regulatory compliance of the care given and the values and training of staff, using established standards and regulations.” (UK task statement)
How this row was scored
Exposure score: 27 out of 100 (20–34 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; someone qualified has to answer for it.
The rating behind it: Checking care against regulator standards needs someone qualified who has actually seen how the care is delivered.
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 1/4 · how much data exists 3/4.
Managing referrals for child advocacy issues
staying human
The rules require a named, qualified person to answer for referrals, and that person cannot be a piece of software.
importance 70 · 6136/01
Source: “Manage referrals for child advocacy issues.” (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: someone qualified has to answer for it; the value is that a specific person does it.
The rating behind it: Child advocacy referrals turn on professional judgement about a specific family, and someone qualified has to own that call.
The five ratings: output a model can produce 2/4 · needs a body in a room 0/4 · needs an accountable person 2/4 · needs to be trusted in the moment 2/4 · how much data exists 2/4.
Executing disciplinary actions for performance issues to ensure quality care delivery
staying human
The value here is that a specific person handles disciplinary actions and stands behind it. That is earned, not computed.
importance 75 · 6136/02
Source: “Execute disciplinary actions for performance issues to ensure quality care delivery.” (UK task statement)
How this row was scored
Exposure score: 26 out of 100 (19–33 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; the value is that a specific person does it.
The rating behind it: Paperwork and letters can be drafted, but disciplinary meetings and the decision itself have to be handled by a manager.
The five ratings: output a model can produce 2/4 · needs a body in a room 1/4 · needs an accountable person 1/4 · needs to be trusted in the moment 2/4 · how much data exists 3/4.
Recruiting new employees to support home care delivery
staying human
The value here is that a specific person handles new employees and stands behind it. That is earned, not computed.
importance 70 · 6136/02
Source: “Recruit new employees to support home care delivery.” (UK task statement)
How this row was scored
Exposure score: 26 out of 100 (19–33 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; the value is that a specific person does it.
The rating behind it: Screening applicants is quick for software, but interviewing and the checks that follow need a person to sign them off.
The five ratings: output a model can produce 2/4 · needs a body in a room 1/4 · needs an accountable person 1/4 · needs to be trusted in the moment 2/4 · how much data exists 3/4.
Continuouslying develop professional skills and knowledge through ongoing professional development activities
staying human
The ratings behind this row put develop professional skills well outside what today's tools can do on their own.
importance 65 · 6136/03
Source: “Continuously develop professional skills and knowledge through ongoing professional development activities.” (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: Keeping your own skills current is something only you can do; tools can supply the reading, not the learning.
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.
Assessing clients' cognitive abilities and physical and emotional needs to determine interventions
staying human
The value here is that a specific person handles clients' cognitive abilities and stands behind it. That is earned, not computed.
importance 85 · 6136/03
Source: “Assess clients' cognitive abilities and physical and emotional needs to determine interventions.” (UK task statement)
How this row was scored
Exposure score: 23 out of 100 (16–30 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: Standard assessment forms can be drafted, but understanding what a particular resident needs comes from sitting with them.
The five ratings: output a model can produce 2/4 · needs a body in a room 1/4 · needs an accountable person 1/4 · needs to be trusted in the moment 2/4 · how much data exists 2/4.
Staying informed of changes affecting workers or operations by meeting with managers or supervisors
staying human
The ratings behind this row put informed of changes affecting workers well outside what today's tools can do on their own.
importance 60 · 6136/02
Source: “Stay informed of changes affecting workers or operations by meeting with managers or supervisors.” (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 five ratings behind the score, with no single dominant reason.
The rating behind it: Keeping yourself up to date by meeting managers is something you have to do yourself; summaries are no substitute.
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 2/4.
Implementing staff, volunteer or community training programmes
staying human
This work happens in the physical world: staff, volunteer or community training programmes, in a real place. Software cannot follow it there.
importance 85 · 6136/01
Source: “Implement staff, volunteer, or community training programmes.” (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: Course content can be AI-written, but running the training with people in the room cannot.
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.
Explaining and interpreting agency purposes
staying human
This work happens in the physical world: agency purposes, in a real place. Software cannot follow it there.
importance 80 · 6136/01
Source: “Explain and interpret agency purposes, programmes, and policies to community groups.” (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: Plain-English explanations can be drafted, though standing in front of a community group is the actual task.
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.
Conducting training sessions on operational procedures for operations staff
staying human
This work happens in the physical world: sessions, in a real place. Software cannot follow it there.
importance 65 · 6136/02
Source: “Conduct training sessions on operational procedures for operations staff.” (UK task statement)
How this row was scored
Exposure score: 20 out of 100 (13–27 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world; the value is that a specific person does it.
The rating behind it: Materials can be drafted easily, but running the session and answering staff in the room is done 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.
Seeking support and advice from a clinical supervisor on arising issues
staying human
The value here is that a specific person handles support and stands behind it. That is earned, not computed.
importance 50 · 6136/02
Source: “Seek support and advice from a clinical supervisor on arising issues.” (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 value is that a specific person does it.
The rating behind it: Advice can be looked up, but taking a difficult case to a clinical supervisor is a conversation between two people.
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 2/4 · how much data exists 2/4.
Interviewing individuals or family members to compile information on social and educational history
staying human
This work happens in the physical world: individuals, in a real place. Software cannot follow it there.
importance 70 · 6136/03
Source: “Interview individuals or family members to compile information on social and educational history.” (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: Software can structure questions and write up answers, but families open up to a person sitting with them.
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.
Supervising staff to ensure compliance with job standards
staying human
The value here is that a specific person handles staff and stands behind it. That is earned, not computed.
importance 90 · 6136/01
Source: “Supervise staff to ensure compliance with job standards.” (UK task statement)
How this row was scored
Exposure score: 17 out of 100 (13–21 allowing for uncertainty): minimal exposure, high 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: Supervision works through a relationship with the people being supervised.
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 3/4.
Teaching patients and families in home programmes and basic living skills
staying human
This work happens in the physical world: patients, in a real place. Software cannot follow it there.
importance 75 · 6136/02
Source: “Teach patients and families in home programmes and basic living skills.” (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; work that happens in the physical world; the value is that a specific person does it.
The rating behind it: Written guidance is easy to produce, but teaching a family to care for their relative depends on being there and being trusted.
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 3/4.
Directing activities of professional and technical staff members and volunteers
staying human
The value here is that a specific person handles activities of professional and stands behind it. That is earned, not computed.
importance 90 · 6136/01
Source: “Direct activities of professional and technical staff members and volunteers.” (UK task statement)
How this row was scored
Exposure score: 13 out of 100 (9–17 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: the value is that a specific person does it.
The rating behind it: Directing staff and volunteers day to day needs someone they answer to and will follow.
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.
Establishing and maintaining relationships with community groups and/or key partners
staying human
The value here is that a specific person handles relationships and stands behind it. That is earned, not computed.
importance 90 · 6136/01
Source: “Establish and maintain relationships with community groups and/or key partners.” (UK task statement)
How this row was scored
Exposure score: 13 out of 100 (9–17 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: the value is that a specific person does it.
The rating behind it: Long-term relationships with community groups belong to people, not to systems.
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.
Assessing individuals' situations to understand their needs
staying human
This work happens in the physical world: individuals' situations, in a real place. Software cannot follow it there.
importance 85 · 6136/01
Source: “Assess individuals' situations to understand their needs.” (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: Working out what someone needs means sitting with them and reading how they actually are, not just their file.
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.
Leading and supporting staff in delivering person-centred care and ensuring active participation
staying human
This work happens in the physical world: staff, in a real place. Software cannot follow it there.
importance 85 · 6136/02
Source: “Lead and support staff in delivering person-centred care and ensuring active participation, using effective communication strategies and technology.” (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: Guidance and messages can be drafted, but supporting staff through person-centred care happens alongside them on shift.
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.
Provide individuals with information and choices regarding their care and support
staying human
This work happens in the physical world: individuals, in a real place. Software cannot follow it there.
importance 85 · 6136/02, 6136/03
Source: “Provide individuals with information and choices regarding their care and support.” (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: Explaining choices to someone about their own care needs presence and trust, often with people who find information hard.
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.
Training and mentoring new staff to ensure high-quality care delivery
staying human
This work happens in the physical world: new staff, in a real place. Software cannot follow it there.
importance 85 · 6136/03
Source: “Train and mentor new staff to ensure high-quality care delivery.” (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: New care staff learn by working beside someone experienced, so this stays a face-to-face job.
The five ratings: output a model can produce 2/4 · needs a body in a room 2/4 · needs an accountable person 1/4 · needs to be trusted in the moment 3/4 · how much data exists 2/4.
Working as part of the team and contribute to service improvement
staying human
This work happens in the physical world: part of the team, in a real place. Software cannot follow it there.
importance 80 · 6136/03
Source: “Work as part of the team and contribute to service improvement.” (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: Improving a care service depends on shift-floor experience and colleagues working things out together.
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.
Collaborating with external agencies to ensure the safeguarding of vulnerable adults
staying human
The rules require a named, qualified person to answer for external agencies, and that person cannot be a piece of software.
importance 70 · 6136/03
Source: “Collaborate with external agencies to ensure the safeguarding of vulnerable adults.” (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: someone qualified has to answer for it; the value is that a specific person does it.
The rating behind it: Safeguarding work with councils and police runs through named professionals who hold legal responsibility for the decisions.
The five ratings: output a model can produce 1/4 · needs a body in a room 1/4 · needs an accountable person 3/4 · needs to be trusted in the moment 2/4 · how much data exists 2/4.
Developsing and implementsing evidence-based interventions to address the complex needs of children
staying human
This work happens in the physical world: evidence-based interventions, in a real place. Software cannot follow it there.
importance 80 · 6136/03
Source: “Develops and implements evidence-based interventions to address the complex needs of children, young people, and families.” (UK task statement)
How this row was scored
Exposure score: 10 out of 100 (3–17 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: work that happens in the physical world; someone qualified has to answer for it; the value is that a specific person does it.
The rating behind it: Designing interventions for complex family needs requires professional judgement and a relationship with the people involved.
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 3/4 · how much data exists 2/4.
Providing information on agency services to individuals in homes
staying human
This work happens in the physical world: information, in a real place. Software cannot follow it there.
importance 70 · 6136/03
Source: “Provide information on agency services to individuals in homes.” (UK task statement)
How this row was scored
Exposure score: 10 out of 100 (3–17 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world; the value is that a specific person does it.
The rating behind it: The information itself is easy to prepare, but it is delivered by visiting people where they live.
The five ratings: output a model can produce 2/4 · needs a body in a room 3/4 · needs an accountable person 0/4 · needs to be trusted in the moment 2/4 · how much data exists 3/4.
Supporting and supervising others in the care team
staying human
This work happens in the physical world: this work, in a real place. Software cannot follow it there.
importance 85 · 6136/03
Source: “Support and supervise others in the care team.” (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: Supporting and supervising care staff depends on being on shift with them and on the trust that builds.
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.
Practising inclusively, recognising the impact of culture, equality and diversity
staying human
This work happens in the physical world: inclusively, recognising the impact of culture, in a real place. Software cannot follow it there.
importance 80 · 6136/03
Source: “Practise inclusively, recognising the impact of culture, equality, and diversity.” (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: Working in a way that respects someone's culture and background shows up in daily contact with them, not in a document.
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.
Assessesing and managesing safeguarding risks
staying human
The rules require a named, qualified person to answer for risks, and that person cannot be a piece of software.
importance 75 · 6136/03
Source: “Assesses and manages safeguarding risks for children, young people, and vulnerable adults, working collaboratively with other professionals and agencies.” (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: someone qualified has to answer for it; the value is that a specific person does it.
The rating behind it: Safeguarding decisions are a legal responsibility carried by named, accountable people working with other agencies.
The five ratings: output a model can produce 1/4 · needs a body in a room 1/4 · needs an accountable person 3/4 · needs to be trusted in the moment 3/4 · how much data exists 2/4.
Leading and inspiring team members to make positive differences in the lives of vulnerable adults
staying human
This work happens in the physical world: team members, in a real place. Software cannot follow it there.
importance 85 · 6136/02, 6136/03
Source: “Lead and inspire team members to make positive differences in the lives of vulnerable adults.” (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: work that happens in the physical world; the value is that a specific person does it.
The rating behind it: Inspiring a care team depends on being there with them; no tool can lead people on your behalf.
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 1/4.
Contributing to the development and maintenance of a values-based culture within the care team
staying human
This work happens in the physical world: the development, in a real place. Software cannot follow it there.
importance 80 · 6136/02, 6136/03
Source: “Contribute to the development and maintenance of a values-based culture within the care team.” (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: work that happens in the physical world; the value is that a specific person does it.
The rating behind it: A team culture is built through everyday behaviour with colleagues, which nothing can produce on paper.
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 1/4.
Observing and evaluating workers' appearance and performance to ensure quality service and compliance with specifications
staying human
This work happens in the physical world: workers' appearance, in a real place. Software cannot follow it there.
importance 80 · 6136/02
Source: “Observe and evaluate workers' appearance and performance to ensure quality service and compliance with specifications.” (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 rating behind it: Judging how staff look and perform means watching them work on the floor.
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 1/4 · how much data exists 2/4.
Obtaining informed consent from individuals and guiding colleagues in doing the same
staying human
This work happens in the physical world: informed consent, in a real place. Software cannot follow it there.
importance 75 · 6136/02, 6136/03
Source: “Obtain informed consent from individuals and guide colleagues in doing the same.” (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 value is that a specific person does it.
The rating behind it: Consent has to be sought from the person face to face by someone able to judge whether they understand.
The five ratings: output a model can produce 1/4 · needs a body in a room 2/4 · needs an accountable person 2/4 · needs to be trusted in the moment 3/4 · how much data exists 2/4.
Using effective communication skills to overcome barriers and promoting meaningful information sharing
staying human
This work happens in the physical world: effective communication skills, in a real place. Software cannot follow it there.
importance 75 · 6136/03
Source: “Use effective communication skills to overcome barriers and promote meaningful information sharing.” (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: Getting through to someone who struggles to communicate depends on being present and adapting in the moment.
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 1/4.
Applying knowledge and skills to address social care needs arising from various conditions to enhance quality of life
staying human
This work happens in the physical world: knowledge, in a real place. Software cannot follow it there.
importance 80 · 6136/03
Source: “Apply knowledge and skills to address social care needs arising from various conditions to enhance quality of life.” (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; the value is that a specific person does it.
The rating behind it: Putting care knowledge to work happens at the resident's side, adjusting to how they are that day.
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 2/4.
Administering prescribed oral medicines under the written direction of a doctor
staying human
This work happens in the physical world: prescribed oral medicines under the written direction, in a real place. Software cannot follow it there.
importance 85 · 6136/02
Source: “Administer prescribed oral medicines under the written direction of a doctor.” (UK task statement)
How this row was scored
Exposure score: 4 out of 100 (0–11 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: The doctor's written instruction can be read by anyone, but a trained care worker has to be there to give the tablets.
The five ratings: output a model can produce 0/4 · needs a body in a room 3/4 · needs an accountable person 2/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Administering medications as directed by a doctor or nurse
staying human
This work happens in the physical world: medications, in a real place. Software cannot follow it there.
importance 80 · 6136/02
Source: “Administer medications as directed by a doctor or nurse.” (UK task statement)
How this row was scored
Exposure score: 4 out of 100 (0–11 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Handing someone their medicine has to be done in person, and the home must use a specifically trained, accountable care worker.
The five ratings: output a model can produce 0/4 · needs a body in a room 3/4 · needs an accountable person 2/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Encourage active participation of individuals in the delivery of their care and support
staying human
This work happens in the physical world: active participation of individuals, in a real place. Software cannot follow it there.
importance 85 · 6136/02, 6136/03
Source: “Encourage active participation of individuals in the delivery of their care and support.” (UK task statement)
How this row was scored
Exposure score: 3 out of 100 (0–7 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; the value is that a specific person does it.
The rating behind it: Getting someone to take part in their own care happens person to person, in the moment, and cannot be handed over.
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 4/4 · how much data exists 1/4.
Establishing safe, supportive and respectful relationships with individuals, carers and families
staying human
This work happens in the physical world: safe, supportive and respectful relationships, in a real place. Software cannot follow it there.
importance 85 · 6136/02, 6136/03
Source: “Establish safe, supportive and respectful relationships with individuals, carers and families.” (UK task statement)
How this row was scored
Exposure score: 1 out of 100 (0–8 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: Trust with the person you care for is built by being there, and that relationship is the substance of the job.
The five ratings: output a model can produce 0/4 · needs a body in a room 3/4 · needs an accountable person 0/4 · needs to be trusted in the moment 4/4 · how much data exists 1/4.
Providing emotional support for patients and their families
staying human
This work happens in the physical world: emotional support, in a real place. Software cannot follow it there.
importance 80 · 6136/02
Source: “Provide emotional support for patients and their families.” (UK task statement)
How this row was scored
Exposure score: 1 out of 100 (0–5 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: Comfort at a difficult time works because another human being is present and means it.
The five ratings: output a model can produce 0/4 · needs a body in a room 3/4 · needs an accountable person 0/4 · needs to be trusted in the moment 4/4 · how much data exists 1/4.
Modeling empathy, understanding and compassion in all interactions
staying human
This work happens in the physical world: empathy, understanding and compassion, in a real place. Software cannot follow it there.
importance 75 · 6136/03
Source: “Model empathy, understanding, and compassion in all interactions.” (UK task statement)
How this row was scored
Exposure score: 1 out of 100 (0–5 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 genuine empathy is the work itself, and it only exists between people who are actually together.
The five ratings: output a model can produce 0/4 · needs a body in a room 3/4 · needs an accountable person 0/4 · needs to be trusted in the moment 4/4 · how much data exists 1/4.
Assisting patients with bathing, showering and dressing activities
staying human
This work happens in the physical world: patients, in a real place. Software cannot follow it there.
importance 90 · 6136/02
Source: “Assist patients with bathing, showering and dressing activities.” (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 someone bathe and dress is intimate physical work that has to be 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 0/4 · needs to be trusted in the moment 2/4 · how much data exists 1/4.
Assisting patients with moving in and out of beds
staying human
This work happens in the physical world: patients, in a real place. Software cannot follow it there.
importance 90 · 6136/02
Source: “Assist patients with moving in and out of beds, baths, wheelchairs, or cars.” (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: Moving someone safely takes physical strength and technique at their side.
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.
Supporting individuals according to their personal care/support plan using appropriate tools and techniques
staying human
This work happens in the physical world: individuals, in a real place. Software cannot follow it there.
importance 85 · 6136/02, 6136/03
Source: “Support individuals according to their personal care/support plan using appropriate tools and 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: This is hands-on personal care, which means being physically with the 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 1/4.
Helping patients in keeping beds
staying human
This work happens in the physical world: patients, in a real place. Software cannot follow it there.
importance 80 · 6136/02
Source: “Help patients in keeping beds, clothing, or living areas clean.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Changing beds and cleaning living areas is physical household work.
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.
Measuring patients' vital signs to monitor health
staying human
This work happens in the physical world: patients' vital signs, in a real place. Software cannot follow it there.
importance 75 · 6136/02
Source: “Measure patients' vital signs to monitor health.” (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 a resident's pulse, blood pressure or temperature means putting equipment on 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 0/4 · how much data exists 3/4.
Entertaining patients to keep them mentally healthy and alert
staying human
This work happens in the physical world: patients, in a real place. Software cannot follow it there.
importance 70 · 6136/02
Source: “Entertain patients to keep them mentally healthy and alert.” (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: Company and entertainment work because a person is actually there.
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.
Inspecting supplies, equipment or work areas to ensure conformance to established standards
staying human
This work happens in the physical world: supplies, equipment or work areas, in a real place. Software cannot follow it there.
importance 70 · 6136/02
Source: “Inspect supplies, equipment, or work areas to ensure conformance to established standards.” (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: Checking supplies, equipment and work areas means walking the kitchen and looking at them.
The five ratings: output a model can produce 1/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Caring for children who are disabled or have ill or disabled parents
staying human
This work happens in the physical world: children, in a real place. Software cannot follow it there.
importance 60 · 6136/02
Source: “Care for children who are disabled or have ill or disabled parents.” (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: Caring for a disabled child is hands-on work that has to happen where the child is.
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.
Preparing meals according to dietary requirements
staying human
This work happens in the physical world: meals, in a real place. Software cannot follow it there.
importance 60 · 6136/02
Source: “Prepare meals according to dietary requirements.” (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: Planning the menu is easy for software, but cooking the meal is physical work.
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.
Responding to emergency calls to ensure resident safety
staying human
This work happens in the physical world: emergency calls, in a real place. Software cannot follow it there.
importance 80 · 6136/03
Source: “Respond to emergency calls to ensure resident 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: Answering an emergency call means physically getting to the resident.
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 1/4.

What this job pays, and how many people do it

Median pay: £29,400a 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: 111,600in 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: the development in, a record out. The rows above are exactly that shape: translating policy and guidance into understandable information for various audiences and administering budgets for programmes, equipment and supporting services. What it cannot do is be there in the room, and that is still where individuals 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: supporting individuals according to their personal care/support plan using appropriate tools and techniques is the middle of this job, and the evidence on this page says it stays with a person.

So, given all that: 9% of this job's task weight sits in rows the software is already learning, 19% in rows that change shape rather than disappear, and 72% in rows it is nowhere near. That is the position, measured across 82 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. Translating policy and guidance into understandable information for various audiences 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 the development, 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 the development of colleagues is 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 contributing to the development and review of care/support plans for individuals. 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 senior care workers (nearest by the work that AI is not taking, not by job title), and none of them survived. The closest was care workers and home carers: only about 18% of its durable work is work you already do. And on the numbers you do not need one. This job scores 24/100 here, with only 9% of the task list in the top band, and “direct activities of professional and technical staff members and volunteers” 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.

Care workers and home carers
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 safe, supportive and respectful relationships with individuals, carers and families”. Across the whole of both lists that adds up to about 18% of the work in that job the software is not taking.
Why I am not recommending it: You would be starting most of it from nothing: about 18% of the durable work in that job is work you do today, and the rest you would be learning while the bills carried on.
Look at that job’s page anyway →
Residential, day and domiciliary care managers and proprietors
Why it looked obvious: It came up as a near neighbour because one of your tasks is on their list in the same words: “provide individuals with information and choices regarding their care and support”. Across the whole of both lists that adds up to about 13% of the work in that job the software is not taking.
Why I am not recommending it: You would be starting most of it from nothing: about 13% of the durable work in that job is work you do today, and the rest you would be learning while the bills carried on.
Look at that job’s page anyway →
Social services managers and directors
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 and maintain relationships with community groups and/or key partners”. Across the whole of both lists that adds up to about 13% of the work in that job the software is not taking.
Why I am not recommending it: You would be starting most of it from nothing: about 13% of the durable work in that job is work you do today, and the rest you would be learning while the bills carried on.
Look at that job’s page anyway →

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: 9% of its task weight, across 82 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 supporting individuals according to their personal care/support plan using appropriate tools and 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 Home Health and Personal Care Aides 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 Home Health and Personal Care Aides, First-Line Supervisors of Entertainment and Recreation Workers, Except Gambling Services and First-Line Supervisors of Personal Service Workers. 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 senior care workers, 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 9% 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 senior care workers. 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 senior care workers 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 senior care workers 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 senior care workers 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 senior care workers 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 Senior care workers?: Not as a job, but it is already doing parts of the work. Across the 82 official task statements scored for Senior care workers (United Kingdom, SOC 6136), 9% of the importance-weighted core work is made of tasks today's AI could already do most of. The overall exposure score is 24 out of 100 (range 19–30, band: low). That is a statement about tasks, not about headcount: this measures what AI could do, not whether any employer adopts it, whether the law allows it, or whether doing the routine parts faster creates more demand for the human parts. Figures are from release 2026-q4.1.
Which tasks in “Senior care workers” can AI already do?: The highest-scoring tasks in release 2026-q4.1 are: “Translate policy and guidance into understandable information for various audiences, using effective communication skills” (93/100, very high); “Submit reports to superiors” (93/100, very high); “Maintain detailed employee records to support staff management and service delivery” (81/100, 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 “Senior care workers” stay human?: About 72% 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: “Respond to emergency calls to ensure resident safety” (0/100, minimal); “Prepare meals according to dietary requirements” (0/100, minimal); “Care for children who are disabled or have ill or disabled parents” (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 “Senior care workers” do about AI?: Start from the ledger rather than the headline: 9% of this job's weighted core work is exposed, and roughly 72% 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 Senior care workers 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 82 scored tasks. The prompt, the rubric, the formula and the full dataset are published at https://futureproof.collab365.com/method and https://futureproof.collab365.com/data/2026-q4.1 under CC BY 4.0.

Where these numbers come from

About the data on this page

Provisional, because the ONS revises this figure in the autumn.
This headcount comes from a survey, not a census, so treat it as a good estimate rather than an exact count.
The match between this job and its counterpart in the other country is partial, so the two pages count slightly different groups of people.
26 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.