Will AI replace Health care practice managers?

Not as a job, but it is already doing parts of the work. Across the 54 official task statements scored for Health care practice managers (United Kingdom, SOC 1231), 41% of the importance-weighted core work is made of tasks today's AI could already do most of. The overall exposure score is 49 out of 100 (range 43–55, band: partial). That is a statement about tasks, not about headcount: this measures what AI could do, not whether any employer adopts it, whether the law allows it, or whether doing the routine parts faster creates more demand for the human parts. Figures are from release 2026-q4.1.

Which tasks in “Health care practice managers” can AI already do?

The highest-scoring tasks in release 2026-q4.1 are: “Maintain computerised record management systems to produce accurate reports” (93/100, very high); “Organise detailed office records using computers” (93/100, very high); “Arrange appointments for clients and staff across various sectors” (85/100, 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 “Health care practice managers” stay human?

About 51% 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: “Perform reception duties in an office setting” (10/100, minimal); “Conduct training sessions for staff to enhance their skills” (11/100, minimal); “Attend board meetings to maintain communication between governing boards, medical staff, and department heads” (13/100, 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 “Health care practice managers” do about AI?

Start from the ledger rather than the headline: 41% of this job's weighted core work is exposed, and roughly 51% 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 Health care practice managers calculated?

Each official task statement for the occupation is rated on five published 0–4 dimensions (output replicability, physical embodiment, licensed accountability, real-time human trust, and data availability) by claude-opus-5 using scoring prompt task_scoring_v1.0. The model never writes the score; a published formula turns the five ratings into a 0–100 number, so every score can be recomputed by hand. The occupation figure is the importance-weighted mean across 54 scored tasks. The prompt, the rubric, the formula and the full dataset are published at https://futureproof.collab365.com/method and https://futureproof.collab365.com/data/2026-q4.1 under CC BY 4.0.

UK dataswitch to US

Health care practice managers

assessing the need for additional staff, discussing service problems and setting evaluative criteria for managed units to assess performance and outcomes. If that's your week, this page is about your job.

The honest answer

This job is splitting in two: maintaining computerised record management systems to produce accurate reports is work AI now does quickly and cheaply, and conducting training sessions for staff to enhance their skills is work it can't touch.

Your move: what you can actually do about this ↓

Where the work sits, by task weight

shifting to AI: 41%
changing shape: 8%
staying human: 51%

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

Whole-job exposure score 49 out of 100 (43–55 allowing for uncertainty): partial exposure, across 54 scored tasks. The number is the support for the sentence above it, not a headline about anyone’s future.

How we know this

What is measured: Every published task statement for health care practice managers is rated on five dimensions: can a model produce the output, does the work need a body in a room, does it need a legally accountable person, does it depend on a person being trusted in the moment, and how much data exists. A published formula turns those five ratings into the score; the model never writes the number.

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

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

Which half fills your week decides your exposure. That is more in your control than it sounds.

Your week, as this page understands it

Healthcare practice managers plan, organise, direct and co-ordinate the work and resources of medical, dental and other types of healthcare practice, including veterinary practices. The job title says “health care practice managers”. The real job is the part underneath: conducting training sessions for staff to enhance their skills. 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 health care practice managers is not one task. It is 54 scored ones, and they are nowhere near equally exposed. The most durable of them, on this evidence, is conducting training sessions for staff to enhance their skills, and the ledger below shows exactly why.

Where the work sits, by task weight

shifting to AI: 41%
changing shape: 8%
staying human: 51%

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.

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

Shifting to AI

20 tasks

Tasks today’s tools can already do most of. This is the part we will not soften: where these rows are the bulk of your week, the week changes.

Assessing the need for additional staff
This is reading one thing and writing another: this work in, a record out. That is the shape today's tools are built for.
importance 90 · 1231/01, 1231/02, 1231/03, 1231/04
Source: “Assess the need for additional staff, equipment, and services based on resource utilisation.” (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: Working out staffing and equipment needs from usage figures is analysis of data already held.
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.
Establishing work schedules and assignments
This is reading one thing and writing another: work schedules in, a record out. That is the shape today's tools are built for.
importance 90 · 1231/01, 1231/02, 1231/03, 1231/04
Source: “Establish work schedules and assignments for staff, according to workload, space, and equipment availability.” (UK task statement)
How this row was scored
Exposure score: 64 out of 100 (60–68 allowing for uncertainty): high exposure, high confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Building rotas around workload, space and equipment is a scheduling problem software solves well.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Maintaining computerised record management systems to produce accurate reports
This is reading one thing and writing another: computerised record management systems in, a record out. That is the shape today's tools are built for.
importance 85 · 1231/01, 1231/02, 1231/03, 1231/04
Source: “Maintain computerised record management systems to produce accurate reports.” (UK task statement)
How this row was scored
Exposure score: 93 out of 100 (89–97 allowing for uncertainty): very high exposure, high confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Maintaining a records system and producing reports from it is standard software work.
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.
Organising detailed office records using computers
This is reading one thing and writing another: detailed office records in, a record out. That is the shape today's tools are built for.
importance 85 · 1231/01, 1231/02, 1231/03, 1231/04
Source: “Organise detailed office records using computers.” (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: Sorting and filing office records on a computer is exactly the kind of organising software already handles.
The five ratings: output a model can produce 4/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.

Changing shape

7 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.

Suggesting modifications to buildings or machinery for compliance and preparedness
The software now makes the first pass at modifications, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 65 · 1231/01, 1231/02, 1231/03, 1231/04
Source: “Suggest modifications to buildings or machinery for compliance and preparedness.” (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: Compliance requirements are published, so listing needed building or equipment changes is largely desk work.
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.
Managing medical records and appointment systems
The software now makes the first pass at medical records, 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 85 · 1231/02
Source: “Manage medical records and appointment systems.” (UK task statement)
How this row was scored
Exposure score: 56 out of 100 (49–63 allowing for uncertainty): partial exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; someone qualified has to answer for it.
The rating behind it: Records and booking systems suit software well, but patient data needs a named person answerable for it.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 2/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Managing the practice rota and handling absence management effectively
The software now makes the first pass at the practice rota, but the part that matters is a person saying it and standing behind it. So the job becomes checking and deciding rather than producing.
importance 85 · 1231/01
Source: “Manage the practice rota and handle absence management effectively.” (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: Rota building is a scheduling problem software solves; absence conversations are handled person to person.
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.

Staying human

27 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.

Coordinating support staff activities in healthcare settings
The value here is that a specific person handles support staff activities and stands behind it. That is earned, not computed.
importance 90 · 1231/01, 1231/02, 1231/03, 1231/04
Source: “Coordinate support staff activities in healthcare settings.” (UK task statement)
How this row was scored
Exposure score: 39 out of 100 (32–46 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; the value is that a specific person does it.
The rating behind it: Rotas and task lists are easy to produce; keeping a clinical team working together needs a person.
The five ratings: output a model can produce 3/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 2/4 · how much data exists 3/4.
Supervising and evaluating technical, clerical, service and maintenance staff
The value here is that a specific person handles technical, clerical, service and maintenance staff and stands behind it. That is earned, not computed.
importance 85 · 1231/01, 1231/02, 1231/03, 1231/04
Source: “Supervise and evaluate technical, clerical, service, and maintenance staff.” (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: Supervising and appraising staff depends on knowing the individuals and their work.
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.
Conducting training sessions for staff to enhance their skills
This work happens in the physical world: sessions, in a real place. Software cannot follow it there.
importance 85 · 1231/01, 1231/02, 1231/03, 1231/04
Source: “Conduct training sessions for staff to enhance their skills.” (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: the same decision, made over and over; work that happens in the physical world; the value is that a specific person does it.
The rating behind it: Training content prepares easily, but running a session means being with the group and responding to them.
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 3/4.

Show the other 44 tasks

Arranging appointments for clients and staff across various sectors
shifting to AI
This is reading one thing and writing another: appointments in, a record out. That is the shape today's tools are built for.
importance 85 · 1231/01
Source: “Arrange appointments for clients and staff across various sectors.” (UK task statement)
How this row was scored
Exposure score: 85 out of 100 (81–89 allowing for uncertainty): very high exposure, high confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Booking appointments is scheduling work that online systems already do from start to finish.
The five ratings: output a model can produce 4/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 4/4.
Keeping up to date with diagnostic innovations
shifting to AI
This is reading one thing and writing another: to date in, a record out. That is the shape today's tools are built for.
importance 50 · 1231/01, 1231/02, 1231/03, 1231/04
Source: “Keep up to date with diagnostic innovations.” (UK task statement)
How this row was scored
Exposure score: 83 out of 100 (76–90 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: Keeping current with diagnostic innovations is reading and summarising published material.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 4/4.
Effectivelying manage patient records and databases
shifting to AI
This is reading one thing and writing another: manage patient records in, a record out. That is the shape today's tools are built for.
importance 85 · 1231/01
Source: “Effectively manage patient records and databases, ensuring accurate updates, recalls, and governance.” (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: Patient recalls and record housekeeping are exactly what practice systems automate, with the practice responsible for data protection.
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.
Preparing activity reports to inform management of the status and implementation plans of programmes
shifting to AI
This is reading one thing and writing another: activity reports in, a record out. That is the shape today's tools are built for.
importance 80 · 1231/01, 1231/02, 1231/03, 1231/04
Source: “Prepare activity reports to inform management of the status and implementation plans of programmes, services, and quality initiatives.” (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: Pulling activity data into a management report is routine work software does well.
The five ratings: output a model can produce 4/4 · needs a body in a room 0/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Reviewing facility activities and data to assist in planning and cash management
shifting to AI
This is reading one thing and writing another: facility activities in, a record out. That is the shape today's tools are built for.
importance 75 · 1231/01, 1231/02, 1231/03, 1231/04
Source: “Review facility activities and data to assist in planning and cash management.” (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: Reviewing activity and cash figures to support planning is standard analysis of practice system data.
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.
Setting evaluative criteria for managed units to assess performance and outcomes
shifting to AI
This is reading one thing and writing another: evaluative criteria in, a record out. That is the shape today's tools are built for.
importance 70 · 1231/01, 1231/02, 1231/03, 1231/04
Source: “Set evaluative criteria for managed units to assess performance and outcomes.” (UK task statement)
How this row was scored
Exposure score: 79 out of 100 (72–86 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: Designing performance measures is a documented design task, though the measures need agreement.
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.
Setting rates for services as part of financial operations
shifting to AI
This is reading one thing and writing another: rates in, a record out. That is the shape today's tools are built for.
importance 75 · 1231/01, 1231/02, 1231/03, 1231/04
Source: “Set rates for services as part of financial operations.” (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: Pricing decisions are calculations against costs and market rates.
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.
Ordering stock according to specific business requirements
shifting to AI
This is reading one thing and writing another: stock in, a record out. That is the shape today's tools are built for.
importance 70 · 1231/02
Source: “Order stock according to specific business requirements.” (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: Working out what stock to order from usage figures is a job software does well.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Monitoring the use of diagnostic services
shifting to AI
This is reading one thing and writing another: the use of diagnostic services in, a record out. That is the shape today's tools are built for.
importance 60 · 1231/02
Source: “Monitor the use of diagnostic services, inpatient beds, and facilities to ensure effective use of resources.” (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: Usage and capacity data sit in the practice systems already, and analysing it for patterns is something software does well.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Using analysed data to manage healthcare and veterinary practice systems
shifting to AI
This is reading one thing and writing another: analysed data in, a record out. That is the shape today's tools are built for.
importance 60 · 1231/02, 1231/04
Source: “Use analysed data to manage healthcare and veterinary practice systems.” (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: Practice systems already produce the data, and turning it into management decisions is analysis software supports strongly.
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.
Managing the practice finances
shifting to AI
This is reading one thing and writing another: the practice finances in, a record out. That is the shape today's tools are built for.
importance 90 · 1231/02
Source: “Manage the practice finances.” (UK task statement)
How this row was scored
Exposure score: 72 out of 100 (68–76 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: Practice accounts run on structured data that finance software handles well, with an accountant confirming the year end.
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 4/4.
Managing finances and controlling budgets to ensure efficient practice management and patient care
shifting to AI
This is reading one thing and writing another: finances in, a record out. That is the shape today's tools are built for.
importance 90 · 1231/01, 1231/02
Source: “Manage finances and control budgets to ensure efficient practice management and patient care.” (UK task statement)
How this row was scored
Exposure score: 66 out of 100 (59–73 allowing for uncertainty): high exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Practice budgets and accounts are standard finance work, with an accountant checking the year end.
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.
Overseeing financial operations to ensure efficient healthcare service delivery
shifting to AI
This is reading one thing and writing another: financial operations in, a record out. That is the shape today's tools are built for.
importance 85 · 1231/02
Source: “Oversee financial operations to ensure efficient healthcare service delivery.” (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: Financial monitoring and reporting are structured tasks software handles, with the manager judging where money should go.
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.
Managing finances and controlling budgets to ensure efficient practice operations and client care
shifting to AI
This is reading one thing and writing another: finances in, a record out. That is the shape today's tools are built for.
importance 90 · 1231/03, 1231/04
Source: “Manage finances and control budgets to ensure efficient practice operations and client care.” (UK task statement)
How this row was scored
Exposure score: 66 out of 100 (59–73 allowing for uncertainty): high exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Practice finances follow standard bookkeeping, with an accountant reviewing the figures.
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.
Overseeing financial operations to maintain veterinary practice profitability
shifting to AI
This is reading one thing and writing another: financial operations in, a record out. That is the shape today's tools are built for.
importance 85 · 1231/04
Source: “Oversee financial operations to maintain veterinary practice profitability.” (UK task statement)
How this row was scored
Exposure score: 66 out of 100 (59–73 allowing for uncertainty): high exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Practice financial oversight is standard accounting analysis, reviewed by an accountant.
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.
Coordinating staff schedules and rotas to ensure adequate coverage
shifting to AI
This is reading one thing and writing another: staff schedules in, a record out. That is the shape today's tools are built for.
importance 85 · 1231/02
Source: “Coordinate staff schedules and rotas to ensure adequate coverage.” (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: Rota building is a scheduling problem software solves well, with a person handling awkward requests.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Coordinating clinical governance meetings and conducting audits to ensure compliance with healthcare standards
changing shape
The software now makes the first pass at clinical governance meetings, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 65 · 1231/01
Source: “Coordinate clinical governance meetings and conduct audits to ensure compliance with healthcare standards.” (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: Pulling audit data and organising meetings is system work, with clinicians rather than the manager making the clinical judgements.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 1/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Planning and implementing staff training and development activities
changing shape
The software now makes the first pass at staff, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 85 · 1231/01
Source: “Plan and implement staff training and development activities.” (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: Training plans and materials are easy to produce, though some delivery and organising 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.
Coordinating cleaning services for the building
changing shape
The software now makes the first pass at services, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 60 · 1231/02
Source: “Coordinate cleaning services for the building.” (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: Rotas, specifications and checks can be produced automatically, though the standard of cleaning is judged on site.
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.
Adhering to organisational policies on equality
changing shape
The software now makes the first pass at organisational policies, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 80 · 1231/01
Source: “Adhere to organisational policies on equality, diversity, and inclusion.” (UK task statement)
How this row was scored
Exposure score: 40 out of 100 (33–47 allowing for uncertainty): partial exposure, medium confidence.
Why it sits in this group: the same decision, made over and over.
The rating behind it: Following the organisation’s equality policies is something a person does rather than a document to be produced.
The five ratings: output a model can produce 1/4 · 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.
Advising communities and workforces on practical health improvements
staying human
The value here is that a specific person handles communities and stands behind it. That is earned, not computed.
importance 50 · 1231/02
Source: “Advise communities and workforces on practical health improvements.” (UK task statement)
How this row was scored
Exposure score: 38 out of 100 (31–45 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; the value is that a specific person does it.
The rating behind it: General health promotion material is abundant and easy to tailor, and this is public information rather than advice about an individual patient.
The five ratings: output a model can produce 3/4 · needs a body in a room 1/4 · needs an accountable person 1/4 · needs to be trusted in the moment 2/4 · how much data exists 4/4.
Developing medical programmes that promote research and rehabilitation
staying human
The rules require a named, qualified person to answer for medical programmes, and that person cannot be a piece of software.
importance 50 · 1231/02
Source: “Develop medical programmes that promote research and rehabilitation.” (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; someone qualified has to answer for it.
The rating behind it: Programme design can be drafted from published evidence, but clinical responsibility shapes what is offered.
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 3/4.
Overseeing systems for monitoring patient medication usage
staying human
The rules require a named, qualified person to answer for systems, and that person cannot be a piece of software.
importance 60 · 1231/02
Source: “Oversee systems for monitoring patient medication usage.” (UK task statement)
How this row was scored
Exposure score: 36 out of 100 (29–43 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: Medicines monitoring is well documented but must sit under a clinically responsible person.
The five ratings: output a model can produce 2/4 · needs a body in a room 0/4 · needs an accountable person 3/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Communicating with different departments for inter-departmental collaboration
staying human
The value here is that a specific person handles different departments and stands behind it. That is earned, not computed.
importance 80 · 1231/01, 1231/02, 1231/03, 1231/04
Source: “Communicate with different departments for inter-departmental collaboration.” (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: Working across departments depends on relationships, though much of the messaging can be drafted.
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.
Managing the recruitment of staff to support dental care delivery
staying human
The value here is that a specific person handles the recruitment of staff and stands behind it. That is earned, not computed.
importance 90 · 1231/01
Source: “Manage the recruitment of staff to support dental care delivery.” (UK task statement)
How this row was scored
Exposure score: 34 out of 100 (27–41 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; the value is that a specific person does it.
The rating behind it: Adverts and shortlisting are quick, but hiring dental staff needs interviews and registration checks.
The five ratings: output a model can produce 3/4 · needs a body in a room 1/4 · needs an accountable person 1/4 · needs to be trusted in the moment 2/4 · how much data exists 3/4.
Managing the recruitment of staff to ensure efficient healthcare operations
staying human
The value here is that a specific person handles the recruitment of staff and stands behind it. That is earned, not computed.
importance 90 · 1231/02
Source: “Manage the recruitment of staff to ensure efficient healthcare operations.” (UK task statement)
How this row was scored
Exposure score: 34 out of 100 (27–41 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; the value is that a specific person does it.
The rating behind it: Recruitment paperwork is quick, but interviews and registration checks need a responsible person.
The five ratings: output a model can produce 3/4 · needs a body in a room 1/4 · needs an accountable person 1/4 · needs to be trusted in the moment 2/4 · how much data exists 3/4.
Recruiting new employees to ensure efficient healthcare operations
staying human
The value here is that a specific person handles new employees and stands behind it. That is earned, not computed.
importance 85 · 1231/02
Source: “Recruit new employees to ensure efficient healthcare operations.” (UK task statement)
How this row was scored
Exposure score: 34 out of 100 (27–41 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; the value is that a specific person does it.
The rating behind it: Job adverts and shortlisting draft easily; the hiring decision and checks stay with a person.
The five ratings: output a model can produce 3/4 · needs a body in a room 1/4 · needs an accountable person 1/4 · needs to be trusted in the moment 2/4 · how much data exists 3/4.
Managing the recruitment of staff to support optical services
staying human
The value here is that a specific person handles the recruitment of staff and stands behind it. That is earned, not computed.
importance 90 · 1231/03
Source: “Manage the recruitment of staff to support optical services.” (UK task statement)
How this row was scored
Exposure score: 34 out of 100 (27–41 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; the value is that a specific person does it.
The rating behind it: Advertising and shortlisting is easy; hiring optical staff needs interviews and registration checks.
The five ratings: output a model can produce 3/4 · needs a body in a room 1/4 · needs an accountable person 1/4 · needs to be trusted in the moment 2/4 · how much data exists 3/4.
Recruiting new employees to support optical services
staying human
The value here is that a specific person handles new employees and stands behind it. That is earned, not computed.
importance 85 · 1231/03
Source: “Recruit new employees to support optical services.” (UK task statement)
How this row was scored
Exposure score: 34 out of 100 (27–41 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; the value is that a specific person does it.
The rating behind it: Drafting adverts and sifting applications is quick, but the hiring decision needs a responsible person.
The five ratings: output a model can produce 3/4 · needs a body in a room 1/4 · needs an accountable person 1/4 · needs to be trusted in the moment 2/4 · how much data exists 3/4.
Managing the recruitment of staff to ensure effective animal care
staying human
The value here is that a specific person handles the recruitment of staff and stands behind it. That is earned, not computed.
importance 90 · 1231/04
Source: “Manage the recruitment of staff to ensure effective animal care.” (UK task statement)
How this row was scored
Exposure score: 34 out of 100 (27–41 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; the value is that a specific person does it.
The rating behind it: Recruitment admin is straightforward, though interviewing and checking veterinary staff needs a person.
The five ratings: output a model can produce 3/4 · needs a body in a room 1/4 · needs an accountable person 1/4 · needs to be trusted in the moment 2/4 · how much data exists 3/4.
Recruiting new employees to ensure effective animal care
staying human
The value here is that a specific person handles new employees and stands behind it. That is earned, not computed.
importance 85 · 1231/04
Source: “Recruit new employees to ensure effective animal care.” (UK task statement)
How this row was scored
Exposure score: 34 out of 100 (27–41 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; the value is that a specific person does it.
The rating behind it: Job adverts and sifting are easy; choosing and checking new staff stays with a person.
The five ratings: output a model can produce 3/4 · needs a body in a room 1/4 · needs an accountable person 1/4 · needs to be trusted in the moment 2/4 · how much data exists 3/4.
Implementing and administering healthcare programmes
staying human
The ratings behind this row put healthcare programmes well outside what today's tools can do on their own.
importance 80 · 1231/01, 1231/02, 1231/03, 1231/04
Source: “Implement and administer healthcare programmes, including personnel administration and staff training.” (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: the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Scheduling, records and training material can be automated, though running a programme through a team needs someone managing it.
The five ratings: output a model can produce 2/4 · needs a body in a room 1/4 · needs an accountable person 1/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Implementing organisational policies and procedures for the medical unit
staying human
The ratings behind this row put organisational policies well outside what today's tools can do on their own.
importance 75 · 1231/01, 1231/02, 1231/03, 1231/04
Source: “Implement organisational policies and procedures for the medical unit.” (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: the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Policy documents can be drafted from published standards, but getting a busy practice to actually follow them takes 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 1/4 · how much data exists 3/4.
Investigating and addressing performance issues within the team
staying human
The value here is that a specific person handles performance issues within the team and stands behind it. That is earned, not computed.
importance 80 · 1231/01
Source: “Investigate and address performance issues within the team, adhering to professional standards.” (UK task statement)
How this row was scored
Exposure score: 31 out of 100 (24–38 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the value is that a specific person does it.
The rating behind it: Procedure and paperwork can be drafted, but tackling how someone is performing is a difficult conversation held in person.
The five ratings: output a model can produce 2/4 · needs a body in a room 0/4 · needs an accountable person 1/4 · needs to be trusted in the moment 2/4 · how much data exists 2/4.
Managing security arrangements for the building
staying human
This work happens in the physical world: security arrangements, in a real place. Software cannot follow it there.
importance 60 · 1231/02
Source: “Manage security arrangements for the building.” (UK task statement)
How this row was scored
Exposure score: 29 out of 100 (22–36 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: Access systems and rotas can be planned digitally, but locking up and checking the premises happens on site.
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 0/4 · how much data exists 3/4.
Implementing training programmes to improve practice operations and patient care
staying human
The value here is that a specific person handles programmes and stands behind it. That is earned, not computed.
importance 85 · 1231/01, 1231/02
Source: “Implement training programmes to improve practice operations and patient care.” (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: Course material writes easily, but arranging and running practice training involves people in the building.
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.
Coordinating activities and plans
staying human
The value here is that a specific person handles activities and stands behind it. That is earned, not computed.
importance 70 · 1231/01, 1231/02, 1231/03, 1231/04
Source: “Coordinate activities and plans with medical, business, and community groups.” (UK task statement)
How this row was scored
Exposure score: 26 out of 100 (19–33 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the value is that a specific person does it.
The rating behind it: Joint planning across groups runs on relationships and local context.
The five ratings: output a model can produce 2/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 2/4 · how much data exists 2/4.
Implementing work restructuring, technological innovations and shifts in care focus
staying human
The value here is that a specific person handles work restructuring, technological innovations and shifts and stands behind it. That is earned, not computed.
importance 70 · 1231/01, 1231/02, 1231/03, 1231/04
Source: “Implement work restructuring, technological innovations, and shifts in care focus.” (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: Plans are easy to draft; changing how a practice actually works depends on bringing staff with you.
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.
Managing change in integrated healthcare delivery systems
staying human
The value here is that a specific person handles change and stands behind it. That is earned, not computed.
importance 70 · 1231/01, 1231/02, 1231/03, 1231/04
Source: “Manage change in integrated healthcare delivery systems.” (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: Change plans write well, but making them stick across services depends on trust and persuasion.
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.
Supervising medical secretaries
staying human
The value here is that a specific person handles medical secretaries and stands behind it. That is earned, not computed.
importance 80 · 1231/02
Source: “Supervise medical secretaries.” (UK task statement)
How this row was scored
Exposure score: 24 out of 100 (17–31 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; the value is that a specific person does it.
The rating behind it: Supervising secretaries depends on a working relationship, not on paperwork.
The five ratings: output a model can produce 2/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 3/4 · how much data exists 3/4.
Checking the facility's structural environment for compliance with safety regulations
staying human
This work happens in the physical world: the facility's structural environment, in a real place. Software cannot follow it there.
importance 75 · 1231/01, 1231/02, 1231/03, 1231/04
Source: “Check the facility's structural environment for compliance with safety regulations.” (UK task statement)
How this row was scored
Exposure score: 13 out of 100 (6–20 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: Safety rules are documented, but checking the building means walking around it.
The five ratings: output a model can produce 2/4 · needs a body in a room 3/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Discussing service problems
staying human
The value here is that a specific person handles service problems and stands behind it. That is earned, not computed.
importance 75 · 1231/01, 1231/02, 1231/03, 1231/04
Source: “Discuss service problems with medical, business, and community groups.” (UK task statement)
How this row was scored
Exposure score: 13 out of 100 (6–20 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: the value is that a specific person does it.
The rating behind it: Talking through service problems with different groups happens live and depends on the people present.
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.
Attending board meetings to maintain communication between governing boards
staying human
The value here is that a specific person handles board meetings and stands behind it. That is earned, not computed.
importance 70 · 1231/01, 1231/02, 1231/03, 1231/04
Source: “Attend board meetings to maintain communication between governing boards, medical staff, and department heads.” (UK task statement)
How this row was scored
Exposure score: 13 out of 100 (6–20 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: the value is that a specific person does it.
The rating behind it: Attending a board meeting to keep groups connected means being in the room.
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.
Performing reception duties in an office setting
staying human
This work happens in the physical world: reception duties, in a real place. Software cannot follow it there.
importance 50 · 1231/02
Source: “Perform reception duties in an office setting.” (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: Reception work happens at the desk, with patients in front of you.
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.

What this job pays, and how many people do it

Median pay: £42,600a year, before tax, the middle of the range, so half earn more and half earn less.ashe-t14, 2025 · ASHE 2025 provisional (reference April 2025)Provisional, because the ONS revises this figure in the autumn.
How we know this
Source: ashe-t14
Reference period: ASHE 2025 provisional (reference April 2025)
Rounding: Shown to the nearest £100. The exact published figure is in the downloadable dataset. We do not render pounds the survey cannot support.
People doing this job: 27,200in the UK, 2026.nomis-aps · Apr 2025-Mar 2026 (latest APS 12-month period)This headcount comes from a survey, not a census, so treat it as a good estimate rather than an exact count.

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

Why this is shifting

The reason is boringly specific. Most of what is shifting here is reading one thing and writing another: computerised record management systems in, a record out. The rows above are exactly that shape: maintaining computerised record management systems to produce accurate reports and assessing the need for additional staff. What it cannot do is be there in the room, and that is still where sessions get done. Which is why this page talks about your tasks changing, not your job ending.

Your move

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

Your week is splitting in two, and which half fills it is the whole question. Maintaining computerised record management systems to produce accurate reports is going; conducting training sessions for staff to enhance their skills is not.

So, given all that: 41% of this job's task weight sits in rows the software is already learning, 8% in rows that change shape rather than disappear, and 51% in rows it is nowhere near. That is the position, measured across 54 scored tasks. It is not a forecast about you.

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

This week: one thing

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

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

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

Over the next 90 days

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

Over the next 12 months

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

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

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

I checked the 12 nearest UK occupations to health care practice managers (nearest by the work that AI is not taking, not by job title), and none of them survived. The closest was health services and public health managers and directors: only about 10% of its durable work is work you already do. Your own job splits about 41/59: that share of the list sits in the top exposure band and the rest does not. On this evidence the honest move is inside the job rather than out of it. Become the person who owns “coordinate support staff activities in healthcare settings”, and let the exposed end go.

How that was checked: this job was compared against all 412 UK occupations in this release on their official task statements, and the 12 nearest were examined one by one. A move that turns on an industry, an employer or a qualification rather than on the work itself will not show up in a check like that. And this release carries no licence register, so anything you are weighing needs that looked up separately.

3 moves I checked and rejected

These are the obvious-looking jumps. They are here with their reasons rather than quietly dropped, because the ones that fail are worth knowing about. It is one less thing to turn over at night.

Health services and public health 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: “supervise and evaluate technical, clerical, service, and maintenance staff”. Across the whole of both lists that adds up to about 9% of the work in that job the software is not taking.
Why I am not recommending it: Almost none of it is work you already do: about 9% of the durable side of that job. That is a different job, not a next step.
Look at that job’s page anyway →
Senior officers in fire, ambulance, prison and related services
Why it looked obvious: It came up as a near neighbour because one of your tasks is on their list in the same words: “supervise and evaluate technical, clerical, service, and maintenance staff”. Across the whole of both lists that adds up to about 5% of the work in that job the software is not taking.
Why I am not recommending it: Almost none of it is work you already do: about 5% of the durable side of that job. That is a different job, not a next step. This release publishes no median pay for that job, so I cannot show you what the move costs or pays. I do not recommend a move I cannot price.
Look at that job’s page anyway →
Office managers
Why it looked obvious: It came up as a near neighbour on the work AI is not taking: you already manage the recruitment of staff to ensure efficient healthcare operations, and their equivalent is to manage the recruitment of staff to ensure efficient office operations. Across both published task lists that is about 4% of the durable work in that job.
Why I am not recommending it: Almost none of it is work you already do: about 4% of the durable side of that job. That is a different job, not a next step.
Look at that job’s page anyway →

What I’d stop worrying about

A friend tells you what not to spend fear on. This is that list.

The headline number you read somewhere
The big “X% of jobs” figures are about the whole economy, not about you. The number that describes your job is on this page: 41% of its task weight, across 54 scored tasks. Every row behind it is printed above with the source. Check ours; ignore theirs.
The whole-job doom story
Nothing on this page says this job ends. It says the mix inside it moves. Half the rows above are unchanged or changing shape, and the plan is about which half your week sits in. That is a very different problem, and a solvable one.
Panic-buying a course
Do the twenty-minute sorting exercise first. Most people who buy a course before they have done it buy the wrong one, and the free services listed below will tell you the same thing without charging for it.
The “obvious” next job everyone suggests
I checked the obvious moves and most of them did not survive. The reasons are printed with the routes above, including the pay and the gate. A move that fails on the numbers is worth knowing about so you can stop turning it over at night.

If you run a team doing this job

If you run a team doing this job, the conversation you owe them is the one on this page, and sooner than feels comfortable. Show them the ledger rather than a reassurance: the rows moving toward the software are maintaining computerised record management systems to produce accurate reports, and the rows that are not are where you want your people visible. Ask each of them to do the this-week move and bring the list to your next one-to-one. It turns a rumour into a piece of work, and it tells you which parts of your team's week are actually at stake. And say the thing out loud that a team lead usually leaves unsaid: a shrinking team is your exposure too, so do the move yourself as well.

You are reading the United Kingdom figures

The United States splits this work across more than one official group, of which Medical Transcriptionists 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:

Medical Secretaries and Administrative Assistants

In US official statistics this job is counted as Medical Transcriptionists and Medical Secretaries and Administrative Assistants. 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

Two honest options, and no deadline on either

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

A nearby route

There's no Space built for health care practice managers yet.

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

The closest match is The AI Authority, a community for non-technical managers and domain experts turning one-off AI prompts into workflows a team can trust. It overlaps with the part of your job that is growing: briefing, checking and delegating AI-assisted work so it is repeatable rather than one person’s trick, and setting the rules that keep a team’s AI output consistent. It covers nothing clinical and nothing about NHS or practice systems: only the desk half of the job. If that overlap isn't you, the free route below covers the same ground.

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.

After the trial it is a paid community, and you get identical data either way. If the overlap above is not your job, the moves above cost nothing and stand on their own.

Noted, and thank you. We’ll email you if a Space for health care practice managers launches. Nothing else.

That did not look like an email address, so nothing was saved. Have another go below.

We could not save that. The fault is ours, not yours, and your address was not stored. Please try again later.

No deadline on any of this. The page will still be here, and the data is refreshed on a published schedule rather than when someone wants a headline.

Questions people ask about this job

Will AI replace Health care practice managers?: Not as a job, but it is already doing parts of the work. Across the 54 official task statements scored for Health care practice managers (United Kingdom, SOC 1231), 41% of the importance-weighted core work is made of tasks today's AI could already do most of. The overall exposure score is 49 out of 100 (range 43–55, band: partial). That is a statement about tasks, not about headcount: this measures what AI could do, not whether any employer adopts it, whether the law allows it, or whether doing the routine parts faster creates more demand for the human parts. Figures are from release 2026-q4.1.
Which tasks in “Health care practice managers” can AI already do?: The highest-scoring tasks in release 2026-q4.1 are: “Maintain computerised record management systems to produce accurate reports” (93/100, very high); “Organise detailed office records using computers” (93/100, very high); “Arrange appointments for clients and staff across various sectors” (85/100, 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 “Health care practice managers” stay human?: About 51% 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: “Perform reception duties in an office setting” (10/100, minimal); “Conduct training sessions for staff to enhance their skills” (11/100, minimal); “Attend board meetings to maintain communication between governing boards, medical staff, and department heads” (13/100, 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 “Health care practice managers” do about AI?: Start from the ledger rather than the headline: 41% of this job's weighted core work is exposed, and roughly 51% 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 Health care practice managers calculated?: Each official task statement for the occupation is rated on five published 0–4 dimensions (output replicability, physical embodiment, licensed accountability, real-time human trust, and data availability) by claude-opus-5 using scoring prompt task_scoring_v1.0. The model never writes the score; a published formula turns the five ratings into a 0–100 number, so every score can be recomputed by hand. The occupation figure is the importance-weighted mean across 54 scored tasks. The prompt, the rubric, the formula and the full dataset are published at https://futureproof.collab365.com/method and https://futureproof.collab365.com/data/2026-q4.1 under CC BY 4.0.

Where these numbers come from

About the data on this page

Provisional, because the ONS revises this figure in the autumn.
This headcount comes from a survey, not a census, so treat it as a good estimate rather than an exact count.
The match between this job and its counterpart in the other country is partial, so the two pages count slightly different groups of people.
19 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.