Will AI replace Prison service officers (below principal officer)?

Not as a job, but it is already doing parts of the work. Across the 53 official task statements scored for Prison service officers (below principal officer) (United Kingdom, SOC 3314), 12% of the importance-weighted core work is made of tasks today's AI could already do most of. The overall exposure score is 15 out of 100 (range 12–21, band: minimal). 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 “Prison service officers (below principal officer)” stay human?

About 84% 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 as the 'first on scene' to incidents” (0/100, minimal); “Take prisoners into custody to enforce sentences” (0/100, minimal); “Provide appropriate care and support for vulnerable prisoners and those at risk of self-harm” (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 “Prison service officers (below principal officer)” do about AI?

Start from the ledger rather than the headline: 12% of this job's weighted core work is exposed, and roughly 84% 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 Prison service officers (below principal officer) 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 53 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

Prison service officers (below principal officer)

conducting head counts to ensure that each prisoner is present, conveying prison officers' or inmates' complaints to superiors and ensuring prisoners have access to professional support. If that's your week, this page is about your job.

The honest answer

AI changes the edges of this job, not the middle: conducting head counts to ensure that each prisoner is present is work software can't reach.

Your move: what a prison service officers (below principal officer) can actually do about this ↓

Where the work sits, by task weight

shifting to AI: 12%
changing shape: 4%
staying human: 84%

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

Whole-job exposure score 15 out of 100 (12–21 allowing for uncertainty): minimal exposure, across 53 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 prison service officers (below principal officer) 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 arranging daily schedules: the overhead at the edges, not the middle you trained for.

Your week, as this page understands it

Prison service officers (below principal officer) direct, co-ordinate and participate in guarding inmates and maintaining discipline in prisons and other detention centres. The job title says “prison service officers (below principal officer)”. The real job is the part underneath: conducting head counts to ensure that each prisoner is present. 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 prison service officers (below principal officer) is not one task. It is 53 scored ones, and they are nowhere near equally exposed. The most durable of them, on this evidence, is conducting head counts to ensure that each prisoner is present, and the ledger below shows exactly why.

Where the work sits, by task weight

shifting to AI: 12%
changing shape: 4%
staying human: 84%

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.

One row is marked low confidence, so treat it as a ballpark rather than a fine measurement.
9 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

7 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.

Arranging daily schedules
This is reading one thing and writing another: schedules in, a record out. That is the shape today's tools are built for.
importance 80 · 3314/01, 3314/02
Source: “Arrange daily schedules for prisoners, including library and family visits.” (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: Building a daily timetable around visits and activities is a scheduling job software does well from the wing records.
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.
Recording prisoner identification, charges and incidents of inmate disturbance
This is reading one thing and writing another: prisoner identification, charges and incidents of inmate disturbance in, a record out. That is the shape today's tools are built for.
importance 70 · 3314/01, 3314/02
Source: “Record prisoner identification, charges, and incidents of inmate disturbance.” (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: Logging identities, charges and incidents into the prison system is form-filling and record keeping that software handles well.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Maintaining a record of individuals in care
This is reading one thing and writing another: a record of individuals in, a record out. That is the shape today's tools are built for.
importance 60 · 3314/02
Source: “Maintain a record of individuals in care.” (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 accurate records of people in custody is the kind of structured record-keeping software does very reliably.
The five ratings: output a model can produce 4/4 · needs a body in a room 0/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Writing incident reports for safety and security documentation
This is reading one thing and writing another: incident reports in, a record out. That is the shape today's tools are built for.
importance 60 · 3314/02
Source: “Write incident reports for safety and security documentation.” (UK task statement)
How this row was scored
Exposure score: 68 out of 100 (61–75 allowing for uncertainty): high 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: Incident reports follow a standard format software drafts well, but the facts come from what the guard witnessed.
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 2/4.

Changing shape

2 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.

Conveying prison officers' or inmates' complaints to superiors
The software now makes the first pass at prison officers', but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 70 · 3314/01, 3314/02
Source: “Convey prison officers' or inmates' complaints to superiors.” (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: Writing a complaint up clearly and passing it on is straightforward paperwork, though the conversation happens on the wing.
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.
Supporting the evaluation of prisoner behaviour and rehabilitation progress
The software now makes the first pass at the evaluation of prisoner behaviour, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 50 · 3314/02
Source: “Support the evaluation of prisoner behaviour and rehabilitation progress.” (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: Pulling behaviour and progress evidence into a structured assessment is written work software drafts well.
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

44 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.

Conducting head counts to ensure that each prisoner is present
This work happens in the physical world: head counts, in a real place. Software cannot follow it there.
importance 85 · 3314/01, 3314/02
Source: “Conduct head counts to ensure that each prisoner is present.” (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: A roll check means an officer physically seeing every prisoner in place, which cannot be done from a screen.
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 0/4 · how much data exists 2/4.
Inspecting conditions of locks, window bars, grilles, doors and gates at correctional facilities to ensure security and help prevent escapes
This work happens in the physical world: conditions of locks, window bars, grilles, in a real place. Software cannot follow it there.
importance 85 · 3314/01, 3314/02
Source: “Inspect conditions of locks, window bars, grilles, doors, and gates at correctional facilities to ensure security and help prevent escapes.” (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: Checking locks, bars, doors and gates means physically testing 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 3/4.
Greeting and processing prisoners upon their entrance to the prison
This work happens in the physical world: prisoners upon their entrance, in a real place. Software cannot follow it there.
importance 80 · 3314/01, 3314/02
Source: “Greet and process prisoners upon their entrance to the prison.” (UK task statement)
How this row was scored
Exposure score: 6 out of 100 (0–13 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Receiving a new prisoner means meeting them, checking them in and handling property in person; only the record is digital.
The five ratings: output a model can produce 1/4 · needs a body in a room 3/4 · needs an accountable person 1/4 · needs to be trusted in the moment 1/4 · how much data exists 2/4.
Monitoring behaviour of prisoners during work or recreational activities to prevent escape or violence
This work happens in the physical world: behaviour of prisoners during work, in a real place. Software cannot follow it there.
importance 80 · 3314/01, 3314/02
Source: “Monitor behaviour of prisoners during work or recreational activities to prevent escape or violence.” (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: Keeping order while prisoners are working or associating depends on officers being physically present and ready to step in.
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 2/4 · how much data exists 1/4.

Show the other 43 tasks

Updating inmate records to maintain accurate documentation
shifting to AI
This is reading one thing and writing another: inmate records in, a record out. That is the shape today's tools are built for.
importance 50 · 3314/02
Source: “Update inmate records to maintain accurate documentation.” (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: Updating inmate records is routine data work software handles at least as accurately as a person.
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.
Maintaining accurate records
shifting to AI
This is reading one thing and writing another: accurate records in, a record out. That is the shape today's tools are built for.
importance 60 · 3314/02
Source: “Maintain accurate records.” (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: Keeping records complete and correct is routine data work that prison systems and drafting tools largely do already.
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.
Compiling detailed reports and documentation for managerial review and quality assurance
shifting to AI
This is reading one thing and writing another: detailed reports in, a record out. That is the shape today's tools are built for.
importance 50 · 3314/02
Source: “Compile detailed reports and documentation for managerial review and quality assurance.” (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: Pulling logged information into reports for managers is structured desk work that drafting tools complete quickly and accurately.
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.
Reporting to supervisors the quality and quantity of work performed by inmates
staying human
This work happens in the physical world: supervisors the quality, in a real place. Software cannot follow it there.
importance 60 · 3314/01, 3314/02
Source: “Report to supervisors the quality and quantity of work performed by inmates.” (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; work that happens in the physical world.
The rating behind it: The report itself writes easily from the records, but judging the work means watching it being done.
The five ratings: output a model can produce 3/4 · needs a body in a room 2/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Notifying supervisors of unusual occurrences in the facility
staying human
This work happens in the physical world: supervisors of unusual occurrences, in a real place. Software cannot follow it there.
importance 60 · 3314/01, 3314/02
Source: “Notify supervisors of unusual occurrences in the facility.” (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: mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: Telling supervisors about unusual events is simple reporting, but noticing them means being there.
The five ratings: output a model can produce 3/4 · needs a body in a room 2/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 2/4.
Using nondisciplinary tools and equipment
staying human
This work happens in the physical world: nondisciplinary tools, in a real place. Software cannot follow it there.
importance 50 · 3314/01, 3314/02
Source: “Use nondisciplinary tools and equipment, such as a computer.” (UK task statement)
How this row was scored
Exposure score: 29 out of 100 (17–41 allowing for uncertainty): low exposure, low 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: Some of this is ordinary computer work, but most tools and equipment in a prison are used by hand.
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.
Conducting fire safety inspections to maintain safety standards in facilities
staying human
This work happens in the physical world: fire safety inspections, in a real place. Software cannot follow it there.
importance 50 · 3314/01
Source: “Conduct fire safety inspections to maintain safety standards in facilities.” (UK task statement)
How this row was scored
Exposure score: 25 out of 100 (18–32 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: Internal fire checks follow a set list, but someone has to walk the wings and test the doors and alarms themselves.
The five ratings: output a model can produce 2/4 · needs a body in a room 2/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Complying with national and local policies and legislation
staying human
This work happens in the physical world: national, in a real place. Software cannot follow it there.
importance 50 · 3314/02
Source: “Comply with national and local policies and legislation.” (UK task statement)
How this row was scored
Exposure score: 25 out of 100 (18–32 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: The rules themselves are written down and easy to look up, but following them is part of doing the job on the wing.
The five ratings: output a model can produce 2/4 · needs a body in a room 2/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Ensuring compliance with health and safety regulations
staying human
This work happens in the physical world: compliance, in a real place. Software cannot follow it there.
importance 50 · 3314/02
Source: “Ensure compliance with health and safety regulations.” (UK task statement)
How this row was scored
Exposure score: 25 out of 100 (18–32 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: Rules and checklists are easy to generate, but making sure they are followed on the wings means officers checking in person.
The five ratings: output a model can produce 2/4 · needs a body in a room 2/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Ensuring prisoners have access to professional support
staying human
The value here is that a specific person handles prisoners have access and stands behind it. That is earned, not computed.
importance 70 · 3314/02
Source: “Ensure prisoners have access to professional support when needed.” (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: Referral paperwork is routine, but noticing who needs help and persuading them to accept it happens face to face.
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.
Collaborating with a team to resolve issues
staying human
This work happens in the physical world: a team, in a real place. Software cannot follow it there.
importance 60 · 3314/02
Source: “Collaborate with a team to resolve issues.” (UK task statement)
How this row was scored
Exposure score: 18 out of 100 (11–25 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: work that happens in the physical world; the value is that a specific person does it.
The rating behind it: Notes and options can be drafted, but sorting problems out with colleagues happens in live discussion on the wing.
The five ratings: output a model can produce 2/4 · needs a body in a room 2/4 · needs an accountable person 0/4 · needs to be trusted in the moment 2/4 · how much data exists 2/4.
Implementing and advocating for anti-bullying and suicide prevention policies within the community or organisation
staying human
This work happens in the physical world: anti-bullying, in a real place. Software cannot follow it there.
importance 50 · 3314/02
Source: “Implement and advocate for anti-bullying and suicide prevention policies within the community or organisation.” (UK task statement)
How this row was scored
Exposure score: 18 out of 100 (11–25 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world; the value is that a specific person does it.
The rating behind it: Policies are quick to draft, but making anti-bullying and suicide prevention real depends on staff on the landings.
The five ratings: output a model can produce 2/4 · needs a body in a room 2/4 · needs an accountable person 1/4 · needs to be trusted in the moment 2/4 · how much data exists 3/4.
Completing mandatory training
staying human
This work happens in the physical world: mandatory, in a real place. Software cannot follow it there.
importance 60 · 3314/01, 3314/02
Source: “Complete mandatory training.” (UK task statement)
How this row was scored
Exposure score: 15 out of 100 (8–22 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world.
The rating behind it: Some courses are online, but key prison training covers restraint and emergency drills that officers have to practise in person.
The five ratings: output a model can produce 1/4 · needs a body in a room 2/4 · needs an accountable person 1/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Facilitating programmes to prepare prisoners for release
staying human
This work happens in the physical world: programmes, in a real place. Software cannot follow it there.
importance 60 · 3314/02
Source: “Facilitate programmes to prepare prisoners for release.” (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: Course material for resettlement is easy to produce, but the sessions work through trust between staff and prisoners.
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.
Managing and safeguarding prisoners' property to ensure security
staying human
This work happens in the physical world: prisoners' property, in a real place. Software cannot follow it there.
importance 50 · 3314/02
Source: “Manage and safeguard prisoners' property to ensure security.” (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: The property log is straightforward, but the belongings themselves have to be checked, bagged and stored.
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.
Advising prisoners on addressing personal concerns and grievances
staying human
The value here is that a specific person handles prisoners and stands behind it. That is earned, not computed.
importance 70 · 3314/01, 3314/02
Source: “Advise prisoners on addressing personal concerns and grievances.” (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 value is that a specific person does it.
The rating behind it: Helping a prisoner work through a personal problem depends on the trust built with them day to day on the wing.
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 1/4.
Developing relationships with other specialist staff
staying human
This work happens in the physical world: relationships, in a real place. Software cannot follow it there.
importance 50 · 3314/02
Source: “Develop relationships with other specialist staff, including health and social work professionals.” (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: Good working relationships with other staff are built face to face over time.
The five ratings: output a model can produce 1/4 · needs a body in a room 2/4 · needs an accountable person 0/4 · needs to be trusted in the moment 3/4 · how much data exists 2/4.
Supporting family relations during rehabilitation
staying human
This work happens in the physical world: relations during rehabilitation, in a real place. Software cannot follow it there.
importance 50 · 3314/02
Source: “Support family relations during rehabilitation.” (UK task statement)
How this row was scored
Exposure score: 8 out of 100 (1–15 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: work that happens in the physical world; the value is that a specific person does it.
The rating behind it: Helping a prisoner rebuild family ties works through personal contact and careful handling of a private situation.
The five ratings: output a model can produce 1/4 · needs a body in a room 2/4 · needs an accountable person 1/4 · needs to be trusted in the moment 3/4 · how much data exists 2/4.
Providing relevant support to vulnerable individuals within the role's context
staying human
This work happens in the physical world: relevant support, in a real place. Software cannot follow it there.
importance 50 · 3314/02
Source: “Provide relevant support to vulnerable individuals within the role's context.” (UK task statement)
How this row was scored
Exposure score: 6 out of 100 (0–13 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: work that happens in the physical world; the value is that a specific person does it.
The rating behind it: Supporting someone at risk in custody means noticing changes in them in person and building enough trust that they talk.
The five ratings: output a model can produce 1/4 · needs a body in a room 2/4 · needs an accountable person 1/4 · needs to be trusted in the moment 3/4 · how much data exists 1/4.
Receiving individuals into custody and undertaking relevant duties as part of the role
staying human
This work happens in the physical world: individuals, in a real place. Software cannot follow it there.
importance 60 · 3314/02
Source: “Receive individuals into custody and undertake relevant duties as part of the role.” (UK task statement)
How this row was scored
Exposure score: 5 out of 100 (0–12 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Booking someone into prison involves searching them and handling property in person, with only the paperwork done on a computer.
The five ratings: output a model can produce 1/4 · 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 2/4.
Participating actively in rehabilitation programmes
staying human
This work happens in the physical world: rehabilitation programmes, in a real place. Software cannot follow it there.
importance 50 · 3314/02
Source: “Participate actively in rehabilitation programmes.” (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: work that happens in the physical world; the value is that a specific person does it.
The rating behind it: Taking part in rehabilitation sessions means being in the room with the people on the programme.
The five ratings: output a model can produce 1/4 · needs a body in a room 3/4 · needs an accountable person 0/4 · needs to be trusted in the moment 3/4 · how much data exists 2/4.
Mediating conflicts between inmates to resolve disputes
staying human
This work happens in the physical world: conflicts, in a real place. Software cannot follow it there.
importance 65 · 3314/01, 3314/02
Source: “Mediate conflicts between inmates to resolve disputes.” (UK task statement)
How this row was scored
Exposure score: 3 out of 100 (0–10 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: work that happens in the physical world; the value is that a specific person does it.
The rating behind it: Calming a dispute between inmates depends on being there in person and on trust built over time.
The five ratings: output a model can produce 1/4 · needs a body in a room 3/4 · needs an accountable person 0/4 · needs to be trusted in the moment 3/4 · how much data exists 1/4.
Supervising and directing the work of prison officers to ensure the safe custody
staying human
This work happens in the physical world: the work of prison officers, in a real place. Software cannot follow it there.
importance 75 · 3314/02
Source: “Supervise and direct the work of prison officers to ensure the safe custody, discipline, and welfare of inmates.” (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; someone qualified has to answer for it; the value is that a specific person does it.
The rating behind it: Leading a team of officers on a landing depends on being there with them and being answerable for what happens.
The five ratings: output a model can produce 1/4 · needs a body in a room 3/4 · needs an accountable person 2/4 · needs to be trusted in the moment 3/4 · how much data exists 1/4.
Searching for and recapture escapees
staying human
This work happens in the physical world: and recapture escapees, in a real place. Software cannot follow it there.
importance 80 · 3314/01, 3314/02
Source: “Search for and recapture escapees.” (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; someone qualified has to answer for it.
The rating behind it: Finding and detaining someone who has escaped is physical pursuit carried out by officers with legal powers to hold them.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 2/4 · needs to be trusted in the moment 0/4 · how much data exists 1/4.
Taking prisoners into custody to maintain security
staying human
This work happens in the physical world: prisoners, in a real place. Software cannot follow it there.
importance 80 · 3314/01
Source: “Take prisoners into custody to maintain security.” (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; someone qualified has to answer for it.
The rating behind it: Taking someone into custody is a physical act carried out by officers with the legal authority to do it.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 2/4 · needs to be trusted in the moment 1/4 · how much data exists 1/4.
Escorting prisoners to court appearances
staying human
This work happens in the physical world: prisoners, in a real place. Software cannot follow it there.
importance 75 · 3314/01, 3314/02
Source: “Escort prisoners to court appearances.” (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: Escorting a prisoner to court means physically accompanying and securing them for the whole journey.
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 0/4 · how much data exists 1/4.
Performing searches of prisoners' quarters to locate contraband items
staying human
This work happens in the physical world: searches of prisoners' quarters, in a real place. Software cannot follow it there.
importance 75 · 3314/01, 3314/02
Source: “Perform searches of prisoners' quarters to locate contraband items.” (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: Turning out a cell to find hidden items is physical searching that has to be done in the room.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 1/4.
Guarding facility entrances to screen visitors
staying human
This work happens in the physical world: facility entrances, in a real place. Software cannot follow it there.
importance 70 · 3314/01, 3314/02
Source: “Guard facility entrances to screen visitors.” (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: Guarding an entrance and screening visitors requires standing there 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 1/4 · how much data exists 2/4.
Issuing clothing, tools and other authorised items to inmates
staying human
This work happens in the physical world: tools, in a real place. Software cannot follow it there.
importance 70 · 3314/01, 3314/02
Source: “Issue clothing, tools, and other authorised items to inmates.” (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: Issuing clothing and tools to inmates means physically handing items over.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 2/4.
Driving vehicles to transport inmates
staying human
This work happens in the physical world: vehicles, in a real place. Software cannot follow it there.
importance 60 · 3314/01, 3314/02
Source: “Drive vehicles to transport inmates to institutions, courtrooms, hospitals, and work sites.” (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: Driving a secure vehicle with prisoners in it is physical work behind the wheel.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 1/4.
Inspecting mail for the presence of contraband
staying human
This work happens in the physical world: mail, in a real place. Software cannot follow it there.
importance 60 · 3314/01, 3314/02
Source: “Inspect mail for the presence of contraband.” (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: Opening and checking post for hidden items is hands-on searching, even where scanners help spot what to look at.
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 0/4 · how much data exists 2/4.
Serving meals to prisoners
staying human
This work happens in the physical world: meals, in a real place. Software cannot follow it there.
importance 60 · 3314/01, 3314/02
Source: “Serve meals to prisoners.” (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: Handing out meals on the wing is physical work done in person.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 0/4.
Ensuring the security of prisoners
staying human
This work happens in the physical world: the security of prisoners, in a real place. Software cannot follow it there.
importance 85 · 3314/02
Source: “Ensure the security of prisoners.” (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: Keeping prisoners safe depends on officers physically being 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 0/4 · how much data exists 1/4.
Conducting security checks on prisoners
staying human
This work happens in the physical world: security checks, in a real place. Software cannot follow it there.
importance 80 · 3314/02
Source: “Conduct security checks on prisoners, staff, and visitors.” (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: Searching people and belongings is done by hand.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 1/4.
Ensuring proper order and discipline are maintained within the facility
staying human
This work happens in the physical world: proper order, in a real place. Software cannot follow it there.
importance 80 · 3314/02
Source: “Ensure proper order and discipline are maintained within the facility.” (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: Order on a wing is held by officers present among the prisoners.
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.
Carrying out searches for prohibited items
staying human
This work happens in the physical world: searches, in a real place. Software cannot follow it there.
importance 75 · 3314/02
Source: “Carry out searches for prohibited items.” (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: Searching cells and people for banned items is entirely hands-on work carried out inside the prison.
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 0/4 · how much data exists 1/4.
Employing authorised physical control and restraint techniques
staying human
This work happens in the physical world: authorised physical control, in a real place. Software cannot follow it there.
importance 75 · 3314/02
Source: “Employ authorised physical control and restraint techniques where appropriate.” (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: Restraint techniques are physical by definition.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 1/4.
Escorting individuals securely within the facility to maintain order and safety
staying human
This work happens in the physical world: individuals securely within the facility, in a real place. Software cannot follow it there.
importance 75 · 3314/02
Source: “Escort individuals securely within the facility to maintain order and 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 rating behind it: Escorting someone through a building is physical work that needs an officer alongside 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 1/4 · how much data exists 2/4.
Carrying out security checks on individuals and property
staying human
This work happens in the physical world: security checks, in a real place. Software cannot follow it there.
importance 70 · 3314/02
Source: “Carry out security checks on individuals and property.” (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 individuals and property for contraband is a hands-on search.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 1/4.
Securing offenders using chemical agents
staying human
This work happens in the physical world: offenders, in a real place. Software cannot follow it there.
importance 70 · 3314/02
Source: “Secure offenders using chemical agents, firearms, or other weapons of force as necessary.” (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: Using force or restraint equipment is entirely physical.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 1/4.
Providing appropriate care and supporting for vulnerable prisoners and those at risk of self-harm
staying human
This work happens in the physical world: appropriate care, in a real place. Software cannot follow it there.
importance 60 · 3314/02
Source: “Provide appropriate care and support for vulnerable prisoners and those at risk of self-harm.” (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 prisoners at risk of self-harm depends on an officer physically being with them.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 4/4 · how much data exists 1/4.
Taking prisoners into custody to enforce sentences
staying human
This work happens in the physical world: prisoners, in a real place. Software cannot follow it there.
importance 60 · 3314/02
Source: “Take prisoners into custody to enforce sentences.” (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: Taking someone into custody is a physical act.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 1/4.
Responding as the 'first on scene' to incidents
staying human
This work happens in the physical world: the 'first, in a real place. Software cannot follow it there.
importance 50 · 3314/02
Source: “Respond as the 'first on scene' to incidents.” (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: Being first to an incident means physically getting there and dealing with what is happening in front of you.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 1/4 · needs to be trusted in the moment 1/4 · how much data exists 1/4.

What this job pays, and how many people do it

Median pay: £41,300a 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: 38,500in 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: prisoner identification, charges and incidents of inmate disturbance in, a record out. The rows above are exactly that shape: arranging daily schedules and recording prisoner identification, charges and incidents of inmate disturbance. What it cannot do is be there in the room, and that is still where head counts 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: conducting head counts to ensure that each prisoner is present is the middle of this job, and the evidence on this page says it stays with a person.

So, given all that: 12% of this job's task weight sits in rows the software is already learning, 4% in rows that change shape rather than disappear, and 84% in rows it is nowhere near. That is the position, measured across 53 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. Arranging daily schedules 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 prisoner identification, charges and incidents of inmate disturbance, 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 head counts are in scope or not. Nothing to log into, no licence needed.

Over the next 90 days

Get inside the tool rollout rather than waiting for it. Over the next ninety days, ask to be in the group that tests, checks or signs off whatever new system arrives near conveying prison officers' or inmates' complaints to superiors. 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 prison service officers (below principal officer) (nearest by the work that AI is not taking, not by job title), and none of them survived. The closest was security guards and related occupations: only about 31% of its durable work is work you already do and it pays 18.1% less. And on the numbers you do not need one. This job scores 15/100 here, with only 12% of the task list in the top band, and “conduct head counts to ensure that each prisoner is present” 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.

Security guards and related occupations
Why it looked obvious: It came up as a near neighbour because one of your tasks is on their list in the same words: “inspect conditions of locks, window bars, grilles, doors, and gates at correctional facilities to ensure security…”. Across the whole of both lists that adds up to about 30% of the work in that job the software is not taking.
Why I am not recommending it: It is closer than most, and still not close enough: about 30% of that job's durable work is already yours, against the 35% I want to see before I will call something a route. It is a pay cut, in those words: £33,832 against your £41,287, 18.1% less (ASHE Table 14.7a, 2025 provisional (both)). Retraining to earn less is a decision, not advice.
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: “ensure the security of prisoners”. 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. And it is a narrow door: about 8,000 of those jobs against 38,500 of yours (ONS via Nomis), 21% as many seats.
Look at that job’s page anyway →
Senior care workers
Why it looked obvious: It came up as a near neighbour on the work AI is not taking: you already maintain a record of individuals in care, and their equivalent is to support individuals according to their personal care/support plan using appropriate tools and techniques. Across both published task lists that is about 5% of the durable work in that job.
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. It is a pay cut, in those words: £29,381 against your £41,287, 28.8% less (ASHE Table 14.7a, 2025 provisional (both)). Retraining to earn less is a decision, not advice.
Look at that job’s page anyway →

What I’d stop worrying about

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

The headline number you read somewhere
The big “X% of jobs” figures are about the whole economy, not about you. The number that describes your job is on this page: 12% of its task weight, across 53 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 conducting head counts to ensure that each prisoner is present 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 First-Line Supervisors of Correctional Officers 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:

Correctional Officers and Jailers

In US official statistics this job is counted as First-Line Supervisors of Correctional Officers and Correctional Officers and Jailers. 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 prison service officers (below principal officer), and we are not going to point you at the nearest one and call it a fit.

There is one that is not about a job title at all. The AI Authority is about being the person who directs these tools at work rather than the person they get compared to. That is worth saying here, because 12% of the work on this page is already inside what they can do.

Try The AI Authority free →

7 days free, no card needed. Explore up to 2 Spaces before you choose a plan: you pick a plan later, not now.

The AI Authority is a general community about working with AI, not a course for prison service officers (below principal officer). 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 prison service officers (below principal officer) launches. Nothing else.

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No Space for prison service officers (below principal officer) 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 prison service officers (below principal officer) 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 prison service officers (below principal officer) 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 Prison service officers (below principal officer)?: Not as a job, but it is already doing parts of the work. Across the 53 official task statements scored for Prison service officers (below principal officer) (United Kingdom, SOC 3314), 12% of the importance-weighted core work is made of tasks today's AI could already do most of. The overall exposure score is 15 out of 100 (range 12–21, band: minimal). 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 “Prison service officers (below principal officer)” can AI already do?: The highest-scoring tasks in release 2026-q4.1 are: “Maintain a record of individuals in care” (81/100, very high); “Update inmate records to maintain accurate documentation” (81/100, very high); “Write incident reports for safety and security documentation” (68/100, high). Each score comes from five published 0–4 ratings turned into a number by a published formula, and each carries the model's one-sentence reason on the page.
Which tasks in “Prison service officers (below principal officer)” stay human?: About 84% 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 as the 'first on scene' to incidents” (0/100, minimal); “Take prisoners into custody to enforce sentences” (0/100, minimal); “Provide appropriate care and support for vulnerable prisoners and those at risk of self-harm” (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 “Prison service officers (below principal officer)” do about AI?: Start from the ledger rather than the headline: 12% of this job's weighted core work is exposed, and roughly 84% 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 Prison service officers (below principal officer) 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 53 scored tasks. The prompt, the rubric, the formula and the full dataset are published at https://futureproof.collab365.com/method and https://futureproof.collab365.com/data/2026-q4.1 under CC BY 4.0.

Where these numbers come from

About the data on this page

Provisional, because the ONS revises this figure in the autumn.
This headcount comes from a survey, not a census, so treat it as a good estimate rather than an exact count.
One row is marked low confidence, so treat it as a ballpark rather than a fine measurement.
The match between this job and its counterpart in the other country is partial, so the two pages count slightly different groups of people.
9 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in the free routes below; none is presented as a measurement for this job.
Task clusters are not derived in this release, so the task-cluster field is empty and no Collab365 Space routing is attached to this occupation yet.

Task statements: gaisi-indexProcessing: catalogue-bridge → ssc-relatedness-weighting → task-scoring → score-aggregation
Task weights: gaisi-index (relatedness)
Scores: Rubric task_scoring_v1.0, model claude-opus-5, computed 2026-08-05.
Pay and employment: ashe-t14 (ASHE 2025 provisional (reference April 2025))nomis-aps (Apr 2025-Mar 2026 (latest APS 12-month period))

Figures on this page come from release 2026-q4.1, published 2026-08-05. Every release keeps its own permanent address, so a figure you cite in March is still there, unchanged, in November.

The plain-English wording on this page is assembled directly from the task statements and the published ratings, not written by hand for this occupation. That is why it is specific, and it is also why we say so.

The routes and free resources further up are today’s, not the release’s (last reviewed 2026-08-05). A route is an offer, not a historical fact, so it moves on its own clock.

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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.