UK dataswitch to US
Betting shop and gambling establishment managers
establishing policies on the type of betting offered and the odds, assessing new staff performance to ensure competency and ensuring game operations follow house rules and regulations. If that's your week, this page is about your job.
The honest answer
AI is already taking a real slice of the routine work here: preparing written performance appraisals. That is a slice of tasks, not of you.
That slice is not coming back; the core of the job, establishing and maintaining banks and table limits for each game, stays yours. New tools, same person answering for it.
Your week, as this page understands it
Betting shop managers plan, organise, direct and co-ordinate the activities of betting shops and gambling establishments. The job title says “betting shop” or “gambling establishment managers”: officially one job, two names. The real job is the part underneath: establishing and maintaining banks and table limits for each game. 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 betting shop and gambling establishment managers is not one task. It is 62 scored ones, and they are nowhere near equally exposed. The most durable of them, on this evidence, is establishing and maintaining banks and table limits for each game, and the ledger below shows exactly why.
Where the work sits, by task weight
- shifting to AI
- 28%
- changing shape
- 21%
- staying human
- 51%
These bars are tasks changing hands, not people being counted out. The ledger below shows which.
Whole-job exposure score 42 out of 100 (36–48 allowing for uncertainty): partial exposure, across 62 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 betting shop and gambling establishment 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.
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.
- 28 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
21 tasksTasks 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.
Preparing written performance appraisals
This is reading one thing and writing another: written performance appraisals in, a record out. That is the shape today's tools are built for.
importance 75 · 1256/01, 1256/02Source: “Prepare written performance appraisals.” (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: Writing up an appraisal from notes about someone’s performance is exactly the kind of drafting software does well.
The five ratings: output a model can produce 4/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Maintaining familiarity with strategies used in those games
This is reading one thing and writing another: familiarity in, a record out. That is the shape today's tools are built for.
importance 60 · 1256/02, 1256/03Source: “Maintain familiarity with strategies used in those games.” (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: Game strategy is thoroughly documented, so this knowledge is something software already holds in full.
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.
Recording cash receipts and ticket fares in a log book
This is reading one thing and writing another: cash receipts in, a record out. That is the shape today's tools are built for.
importance 70 · 1256/02, 1256/03Source: “Record cash receipts and ticket fares in a log book.” (UK task statement)
How this row was scored
Exposure score: 69 out of 100 (65–73 allowing for uncertainty): high exposure, high confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Recording takings and fares is routine entry from figures the till already produces, so software handles it easily.
The five ratings: output a model can produce 4/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Compiling and organising materials required for financial transactions or deal executions
This is reading one thing and writing another: materials in, a record out. That is the shape today's tools are built for.
importance 60 · 1256/01, 1256/02Source: “Compile and organise materials required for financial transactions or deal executions.” (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: Assembling the document pack for a transaction is organised collation software handles well.
The five ratings: output a model can produce 4/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Changing shape
11 tasksTasks 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.
Establishing policies on the type of betting offered and the odds
The software now makes the first pass at policies, 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 · 1256/01, 1256/02, 1256/03Source: “Establish policies on the type of betting offered and the odds.” (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: Setting betting types and odds is data-driven pricing software already does well, within limits the licence holder is accountable for.
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.
Arranging worker breaks to ensure services are adequately staffed throughout each shift
The software now makes the first pass at worker breaks, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 80 · 1256/02, 1256/03Source: “Arrange worker breaks to ensure services are adequately staffed throughout each shift.” (UK task statement)
How this row was scored
Exposure score: 59 out of 100 (52–66 allowing for uncertainty): partial exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Slotting breaks around coverage needs is a scheduling calculation software handles well.
The five ratings: output a model can produce 4/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Establishing policies on the extension of credit
The software now makes the first pass at policies, but someone has to be answerable for the result, and it cannot be the software. So the job becomes checking and deciding rather than producing.
importance 80 · 1256/02, 1256/03Source: “Establish policies on the extension of credit.” (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: Credit policy is a rules-and-numbers document software can draft, within the limits the licence holder is accountable for.
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.
Staying human
30 tasksTasks 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.
Establishing and maintaining banks and table limits for each game
This work happens in the physical world: banks, in a real place. Software cannot follow it there.
importance 80 · 1256/01, 1256/02, 1256/03Source: “Establish and maintain banks and table limits for each game.” (UK task statement)
How this row was scored
Exposure score: 28 out of 100 (21–35 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Setting bank and table limits is a numbers decision software can make, though the licensed operator remains accountable.
The five ratings: output a model can produce 3/4 · needs a body in a room 2/4 · needs an accountable person 2/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Conducting training sessions for newly hired employees
This work happens in the physical world: sessions, in a real place. Software cannot follow it there.
importance 80 · 1256/02, 1256/03Source: “Conduct training sessions for newly hired employees.” (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: New staff training happens in the shop with the equipment, though the material behind it is easy to produce.
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.
Assessing new staff performance to ensure competency
This work happens in the physical world: new staff performance, in a real place. Software cannot follow it there.
importance 75 · 1256/02, 1256/03Source: “Assess new staff performance to ensure competency.” (UK task statement)
How this row was scored
Exposure score: 25 out of 100 (18–32 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: Judging whether new staff are competent means watching them work, but the written assessment is easy to produce.
The five ratings: output a model can produce 3/4 · needs a body in a room 2/4 · needs an accountable person 1/4 · needs to be trusted in the moment 1/4 · how much data exists 2/4.
Show the other 52 tasks
Reviewing sales records to prepare reports for finance departments
shifting to AIThis is reading one thing and writing another: sales records in, a record out. That is the shape today's tools are built for.
importance 70 · 1256/01Source: “Review sales records to prepare reports for finance departments.” (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: Turning sales records into a finance report is straightforward work software already automates.
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.
Forecasting levels of demand for services and products
shifting to AIThis is reading one thing and writing another: levels of demand in, a record out. That is the shape today's tools are built for.
importance 60 · 1256/01Source: “Forecast levels of demand for services and products.” (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: Forecasting demand from past sales is a task computers already do better than most people.
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.
Maintaining records of requisitions to track supply requests and fulfilment
shifting to AIThis is reading one thing and writing another: records of requisitions in, a record out. That is the shape today's tools are built for.
importance 60 · 1256/01Source: “Maintain records of requisitions to track supply requests and fulfilment.” (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: Tracking requisitions is record-keeping that purchasing systems already do.
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.
Generating inventory reports to manage stock levels
shifting to AIThis is reading one thing and writing another: inventory reports in, a record out. That is the shape today's tools are built for.
importance 50 · 1256/01Source: “Generate inventory reports to manage stock levels.” (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: Pulling stock figures into a report is exactly what till and stock systems already do automatically.
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.
Completing necessary paperwork to support operational activities
shifting to AIThis is reading one thing and writing another: necessary paperwork in, a record out. That is the shape today's tools are built for.
importance 80 · 1256/03Source: “Complete necessary paperwork to support operational activities.” (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: Routine operational paperwork is standard form-filling drawn from records the business already holds, which software completes quickly.
The five ratings: output a model can produce 4/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Reviewing operational expenses, budget estimates, betting accounts and collection reports for accuracy
shifting to AIThis is reading one thing and writing another: operational expenses, budget estimates in, a record out. That is the shape today's tools are built for.
importance 80 · 1256/03Source: “Review operational expenses, budget estimates, betting accounts, and collection reports for accuracy.” (UK task statement)
How this row was scored
Exposure score: 88 out of 100 (84–92 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: Checking expenses, budgets and account reports for accuracy is arithmetic and cross-checking that software does faster than people.
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 4/4.
Preparing work schedules to optimise team productivity
shifting to AIThis is reading one thing and writing another: work schedules in, a record out. That is the shape today's tools are built for.
importance 80 · 1256/01Source: “Prepare work schedules to optimise team productivity.” (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: Building a rota is a scheduling problem software solves, given the team's constraints.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Maintaining records of work hours to manage staff schedules
shifting to AIThis is reading one thing and writing another: records of work hours in, a record out. That is the shape today's tools are built for.
importance 70 · 1256/01Source: “Maintain records of work hours to manage staff schedules.” (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: Recording hours and building rotas is largely handled by scheduling software already.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Preparing budgets for financial planning
shifting to AIThis is reading one thing and writing another: budgets in, a record out. That is the shape today's tools are built for.
importance 70 · 1256/01Source: “Prepare budgets for financial planning.” (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: Budget preparation from known figures is routine numerical work.
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.
Scheduling activities to optimise workflow and efficiency
shifting to AIThis is reading one thing and writing another: activities in, a record out. That is the shape today's tools are built for.
importance 80 · 1256/02Source: “Schedule activities to optimise workflow and efficiency.” (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: Scheduling work to keep a shop flowing is planning and optimisation, which software is strong at.
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.
Scheduling staff work hours to maintain service levels
shifting to AIThis is reading one thing and writing another: staff work hours in, a record out. That is the shape today's tools are built for.
importance 70 · 1256/02Source: “Schedule staff work hours to maintain service levels.” (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: Building a rota from availability and cover rules is scheduling maths that software already handles well.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Determining how many gaming tables to open each day
shifting to AIThis is reading one thing and writing another: how many gaming tables in, a record out. That is the shape today's tools are built for.
importance 60 · 1256/02Source: “Determine how many gaming tables to open each day.” (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: How many tables to open is a forecast from past footfall, which software can calculate from the takings data.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Recording details of malfunctioning machines for maintenance purposes
shifting to AIThis is reading one thing and writing another: details of malfunctioning machines in, a record out. That is the shape today's tools are built for.
importance 50 · 1256/01Source: “Record details of malfunctioning machines for maintenance purposes.” (UK task statement)
How this row was scored
Exposure score: 69 out of 100 (62–76 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: Logging machine faults for maintenance is routine record-keeping that software can capture and file automatically.
The five ratings: output a model can produce 4/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Creating guidelines for cash and crediting management
shifting to AIThis is reading one thing and writing another: guidelines in, a record out. That is the shape today's tools are built for.
importance 80 · 1256/01Source: “Create guidelines for cash and credit management.” (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: Cash and credit guidelines follow documented practice, shaped by the conditions attached to the shop's gambling licence.
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.
Authorising payments and merchandise returns
shifting to AIThis is reading one thing and writing another: payments in, a record out. That is the shape today's tools are built for.
importance 60 · 1256/01Source: “Authorise payments and merchandise returns.” (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: Authorising a payout is a rules-based check software can prepare, but the shop's gambling licence puts the decision on the manager.
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.
Checking that advertisements and labels accurately describe the properties of the products
shifting to AIThis is reading one thing and writing another: advertisements in, a record out. That is the shape today's tools are built for.
importance 50 · 1256/01Source: “Check that advertisements and labels accurately describe the properties of the products.” (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: Comparing advert wording against what is actually offered is a documentary check software does well against the gambling advertising rules.
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.
Setting credit limits
shifting to AIThis is reading one thing and writing another: credit limits in, a record out. That is the shape today's tools are built for.
importance 50 · 1256/01Source: “Set credit limits.” (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: Credit limits follow written rules and account history, so software can set them subject to the manager's approval.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Monitoring credit extended to players
changing shapeThe software now makes the first pass at credit, but someone has to be answerable for the result, and it cannot be the software. So the job becomes checking and deciding rather than producing.
importance 80 · 1256/03Source: “Monitor credit extended to players.” (UK task statement)
How this row was scored
Exposure score: 59 out of 100 (52–66 allowing for uncertainty): partial exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; someone qualified has to answer for it.
The rating behind it: Tracking credit extended to players is account monitoring software does continuously, with the licence holder accountable for limits.
The five ratings: output a model can produce 4/4 · needs a body in a room 0/4 · needs an accountable person 2/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Maintaining familiarity with the games at a facility
changing shapeThe software now makes the first pass at familiarity, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 50 · 1256/02, 1256/03Source: “Maintain familiarity with the games at a facility.” (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: Knowing the games offered at a site is documented information software can hold, though the shop’s own set-up varies.
The five ratings: output a model can produce 3/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Overseeing the provision of discounts and other rewards based on play duration and bets
changing shapeThe software now makes the first pass at the provision of discounts, but someone has to be answerable for the result, and it cannot be the software. So the job becomes checking and deciding rather than producing.
importance 80 · 1256/03Source: “Oversee the provision of discounts and other rewards based on play duration and bets.” (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: Rewards based on play and stake are rule-based calculations software can apply, within the rules the operator must follow.
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.
Allocating work to staff to maximise productivity and resource
changing shapeThe software now makes the first pass at work, but the part that matters is a person saying it and standing behind it. So the job becomes checking and deciding rather than producing.
importance 80 · 1256/01Source: “Allocate work to staff to maximise productivity and resource use.” (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: Allocating work against skills and capacity is scheduling that software handles well, though people need to accept it.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 2/4 · how much data exists 3/4.
Planning and coordinating advertising campaigns and sales promotions
changing shapeThe software now makes the first pass at campaigns, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 60 · 1256/01Source: “Plan and coordinate advertising campaigns and sales promotions.” (UK task statement)
How this row was scored
Exposure score: 49 out of 100 (42–56 allowing for uncertainty): partial exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Plans draft easily, but coordinating a live campaign means working with several teams.
The five ratings: output a model can produce 2/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Explaining fruit machine functions and payouts to customers upon inquiry
changing shapeThe software now makes the first pass at fruit machine functions, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 60 · 1256/02Source: “Explain fruit machine functions and payouts to customers upon inquiry.” (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: Machine functions and payouts are published information, so answers are easy to generate, but questions come at the machine.
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.
Reporting customer-related incidents occurring in gaming areas to supervisors
changing shapeThe software now makes the first pass at customer-related incidents, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 60 · 1256/02Source: “Report customer-related incidents occurring in gaming areas to supervisors.” (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: Writing up an incident for supervisors is routine reporting, though the details come from what happened in the room.
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.
Recommending personnel actions, such as promotions, transfers and dismissals
changing shapeThe software now makes the first pass at personnel actions, but the part that matters is a person saying it and standing behind it. So the job becomes checking and deciding rather than producing.
importance 70 · 1256/01Source: “Recommend personnel actions, such as promotions, transfers, and dismissals.” (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 value is that a specific person does it.
The rating behind it: Recommending promotions or dismissals uses records software can summarise, but the judgement about a person stays with the manager.
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 3/4.
Implementing departmental policies and procedures
staying humanThe ratings behind this row put departmental policies well outside what today's tools can do on their own.
importance 70 · 1256/01Source: “Implement departmental policies and procedures.” (UK task statement)
How this row was scored
Exposure score: 37 out of 100 (30–44 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Software can write the procedure, but getting a team to actually follow it 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 0/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Developing strategies to promote business with company officials
staying humanThe value here is that a specific person handles strategies and stands behind it. That is earned, not computed.
importance 60 · 1256/01Source: “Develop strategies to promote business with company officials.” (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: Winning support from company officials depends on relationships.
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.
Implementing departmental goals and objectives with organisation officials
staying humanThe value here is that a specific person handles departmental goals and stands behind it. That is earned, not computed.
importance 60 · 1256/01Source: “Implement departmental goals and objectives with organisation officials.” (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: Goals can be drafted automatically, but agreeing them with senior colleagues is a discussion between people.
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.
Informing customers about casino operations
staying humanThis work happens in the physical world: customers, in a real place. Software cannot follow it there.
importance 50 · 1256/01, 1256/03Source: “Inform customers about casino operations, including games and betting rules.” (UK task statement)
How this row was scored
Exposure score: 35 out of 100 (28–42 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: Game and betting rules are published and easy to explain, though customers usually ask a person on the floor.
The five ratings: output a model can produce 3/4 · needs a body in a room 2/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 4/4.
Resolving customer complaints about betting transactions
staying humanThe value here is that a specific person handles customer complaints and stands behind it. That is earned, not computed.
importance 80 · 1256/01Source: “Resolve customer complaints about betting transactions.” (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: Complaints about transactions can be checked against records quickly, but an unhappy customer usually wants a person to hear them.
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.
Resolving customer complaints regarding payout errors
staying humanThe value here is that a specific person handles customer complaints regarding payout errors and stands behind it. That is earned, not computed.
importance 85 · 1256/03Source: “Resolve customer complaints regarding payout errors.” (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: Payout disputes can be checked against transaction records automatically, but the customer still wants someone to explain it.
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.
Interviewing and hiring staff to ensure smooth gaming operations and customer enjoyment
staying humanThe value here is that a specific person handles staff and stands behind it. That is earned, not computed.
importance 80 · 1256/02Source: “Interview and hire staff to ensure smooth gaming operations and customer enjoyment.” (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: Hiring depends on judging people in an interview, though software can screen applications and draft the questions.
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.
Interviewing and hiring staff to maintain gaming operations and customer service
staying humanThe value here is that a specific person handles staff and stands behind it. That is earned, not computed.
importance 85 · 1256/03Source: “Interview and hire staff to maintain gaming operations and customer service.” (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: Hiring rests on judging people face to face, though software can shortlist candidates and prepare the interview.
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.
Monitoring the quality of the service to customers
staying humanThis work happens in the physical world: the quality of the service, in a real place. Software cannot follow it there.
importance 50 · 1256/01Source: “Monitor the quality of the service to customers.” (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; mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: Some service quality shows up in data, but much of it is seen by walking the floor.
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 1/4 · how much data exists 3/4.
Ensuring game operations follow house rules and regulations
staying humanThis work happens in the physical world: game operations follow house rules, in a real place. Software cannot follow it there.
importance 75 · 1256/01Source: “Ensure game operations follow house rules and regulations.” (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; someone qualified has to answer for it.
The rating behind it: Making sure games follow the rules means watching the floor, and the licence holder is personally accountable for compliance.
The five ratings: output a model can produce 2/4 · needs a body in a room 2/4 · needs an accountable person 3/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Directing employees in sales and specific service tasks
staying humanThe value here is that a specific person handles employees and stands behind it. That is earned, not computed.
importance 70 · 1256/01Source: “Direct employees in sales and specific service tasks.” (UK task statement)
How this row was scored
Exposure score: 18 out of 100 (11–25 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: the value is that a specific person does it.
The rating behind it: Directing staff day to day depends on the manager's standing with them.
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 3/4 · how much data exists 2/4.
Monitoring and enforcing compliance with safety rules and regulations in a workplace
staying humanThis work happens in the physical world: compliance, in a real place. Software cannot follow it there.
importance 80 · 1256/01Source: “Monitor and enforce compliance with safety rules and regulations in a workplace.” (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: Safety rules are written down, but enforcing them means being on the premises and challenging what people actually do.
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.
Monitoring and enforcing safety rules in a facility
staying humanThis work happens in the physical world: safety rules, in a real place. Software cannot follow it there.
importance 75 · 1256/01, 1256/02Source: “Monitor and enforce safety rules in a facility.” (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: Rules can be written up easily, but enforcing them in the shop means being there and speaking to people.
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.
Monitoring supplies of money to tables
staying humanThis work happens in the physical world: supplies of money, in a real place. Software cannot follow it there.
importance 85 · 1256/03Source: “Monitor supplies of money to tables.” (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: Watching cash levels at tables means being on the floor, though the totals themselves are simple to track.
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.
Monitoring stations and games, moving croupiers as needed to ensure adequate staffing
staying humanThis work happens in the physical world: stations, in a real place. Software cannot follow it there.
importance 60 · 1256/01, 1256/03Source: “Monitor stations and games, moving croupiers as needed to ensure adequate staffing.” (UK task statement)
How this row was scored
Exposure score: 11 out of 100 (4–18 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: Moving croupiers between tables as demand shifts means being on the floor seeing what is happening.
The five ratings: output a model can produce 2/4 · needs a body in a room 3/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 2/4.
Arranging gaming stations for optimal player access
staying humanThis work happens in the physical world: stations, in a real place. Software cannot follow it there.
importance 70 · 1256/02, 1256/03Source: “Arrange gaming stations for optimal player access.” (UK task statement)
How this row was scored
Exposure score: 11 out of 100 (4–18 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: Arranging gaming stations means physically moving furniture and equipment, even if the layout is planned first.
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 2/4.
Training workers in job-specific tasks to ensure effective performance
staying humanThis work happens in the physical world: workers, in a real place. Software cannot follow it there.
importance 50 · 1256/02Source: “Train workers in job-specific tasks to ensure effective performance.” (UK task statement)
How this row was scored
Exposure score: 6 out of 100 (2–10 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world; the value is that a specific person does it.
The rating behind it: Teaching someone a practical job means showing them at the bench or machine.
The five ratings: output a model can produce 1/4 · needs a body in a room 3/4 · needs an accountable person 0/4 · needs to be trusted in the moment 2/4 · how much data exists 2/4.
Monitoring gamblers' behaviour for signs of cheating
staying humanThis work happens in the physical world: gamblers' behaviour, in a real place. Software cannot follow it there.
importance 70 · 1256/01, 1256/02Source: “Monitor gamblers' behaviour for signs of cheating such as marking, switching, or counting cards.” (UK task statement)
How this row was scored
Exposure score: 5 out of 100 (0–12 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Spotting cheating depends on watching people closely in the room and noticing things that are hard to describe.
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 0/4 · how much data exists 1/4.
Monitoring gaming tables to ensure game security
staying humanThis work happens in the physical world: tables, in a real place. Software cannot follow it there.
importance 60 · 1256/02, 1256/03Source: “Monitor gaming tables to ensure game security.” (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: Watching gaming tables needs someone present, and the gambling licence puts that supervision on a person holding the right permission.
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.
Supervising workers to ensure task compliance
staying humanThis work happens in the physical world: workers, in a real place. Software cannot follow it there.
importance 60 · 1256/02Source: “Supervise workers to ensure task compliance.” (UK task statement)
How this row was scored
Exposure score: 5 out of 100 (0–12 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: work that happens in the physical world; the value is that a specific person does it.
The rating behind it: Supervising staff on the shop floor means being present, and it works through relationships with the particular people.
The five ratings: output a model can produce 1/4 · needs a body in a room 3/4 · needs an accountable person 1/4 · needs to be trusted in the moment 2/4 · how much data exists 2/4.
Monitoring patrons for signs of compulsive gambling
staying humanThis work happens in the physical world: patrons, in a real place. Software cannot follow it there.
importance 50 · 1256/02Source: “Monitor patrons for signs of compulsive gambling, offering assistance if necessary.” (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; someone qualified has to answer for it; the value is that a specific person does it.
The rating behind it: Noticing that someone’s gambling is getting out of hand, and approaching them well, depends on being there and being trusted.
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.
Attaching "out of order" signs to malfunctioning machines
staying humanThis work happens in the physical world: "out of order" signs, in a real place. Software cannot follow it there.
importance 70 · 1256/01, 1256/02Source: “Attach "out of order" signs to malfunctioning machines.” (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: Putting a sign on a broken machine means physically walking over and attaching it.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Conducting stocktakes to verify supply levels in retail and service environments
staying humanThis work happens in the physical world: stocktakes, in a real place. Software cannot follow it there.
importance 70 · 1256/01Source: “Conduct stocktakes to verify supply levels in retail and service environments.” (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: Counting stock on shelves is done by walking the shop with a scanner.
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.
Converting currency into specific combinations of notes and coins for customers
staying humanThis work happens in the physical world: currency, in a real place. Software cannot follow it there.
importance 50 · 1256/01, 1256/02Source: “Convert currency into specific combinations of notes and coins for customers.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world.
The rating behind it: Handing over notes and coins means counting cash by hand at the counter.
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 3/4.
Cleaning and maintaining slot machines and surrounding areas
staying humanThis work happens in the physical world: slot machines, in a real place. Software cannot follow it there.
importance 60 · 1256/02Source: “Clean and maintain slot machines and surrounding areas.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Cleaning and maintaining machines is hands-on work in the shop.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Greeting customers to create a welcoming atmosphere
staying humanThis work happens in the physical world: customers, in a real place. Software cannot follow it there.
importance 50 · 1256/02Source: “Greet customers to create a welcoming atmosphere.” (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: A welcome only works if a real person is there to give it.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 3/4 · how much data exists 2/4.
Reporting or removing safety hazards and managing guests who are underage
staying humanThis work happens in the physical world: safety hazards, in a real place. Software cannot follow it there.
importance 50 · 1256/02Source: “Report or remove safety hazards and manage guests who are underage, intoxicated, disruptive, or cheating.” (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 value is that a specific person does it.
The rating behind it: Dealing with hazards and with underage, drunk or disruptive customers means 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 2/4 · needs to be trusted in the moment 2/4 · how much data exists 2/4.
What this job pays, and how many people do it
- Median pay
- £32,000a 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
- 8,700in 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: written performance appraisals in, a record out. The rows above are exactly that shape: preparing written performance appraisals and maintaining familiarity with strategies used in those games. What it cannot do is be answerable: banks need a named person the rules will accept, and software cannot be that person. 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. Preparing written performance appraisals is going; establishing and maintaining banks and table limits for each game is not.
So, given all that: 28% of this job's task weight sits in rows the software is already learning, 21% in rows that change shape rather than disappear, and 51% in rows it is nowhere near. That is the position, measured across 62 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 (establishing and maintaining banks and table limits for each game) 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 establishing and maintaining banks and table limits for each game, 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 betting shop and gambling establishment managers (nearest by the work that AI is not taking, not by job title), and none of them survived. The closest was sports and leisure assistants: only about 8% of its durable work is work you already do and it pays 15.7% less. Your own job splits about 28/72: 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 “arrange worker breaks to ensure services are adequately staffed throughout each shift”, 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.
Sports and leisure assistants
Why it looked obvious: It came up as a near neighbour because one of your tasks is on their list in the same words: “monitor gaming tables to ensure game security”. Across the whole of both lists that adds up to about 8% of the work in that job the software is not taking.
Why I am not recommending it: Almost none of it is work you already do: about 8% of the durable side of that job. That is a different job, not a next step. It is a pay cut, in those words: £26,934 against your £31,961, 15.7% less (ASHE Table 14.7a, 2025 provisional (both)). Retraining to earn less is a decision, not advice.
Hire services managers and proprietors
Why it looked obvious: It came up as a near neighbour because one of your tasks is on their list in the same words: “direct employees in sales and specific service tasks”. Across the whole of both lists that adds up to about 7% 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 7% of the durable side of that job. That is a different job, not a next step.
Sales supervisors - retail and wholesale
Why it looked obvious: It came up as a near neighbour because one of your tasks is on their list in the same words: “direct employees in sales and specific service tasks”. Across the whole of both lists that adds up to about 7% 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 7% of the durable side of that job. That is a different job, not a next step.
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: 28% of its task weight, across 62 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 preparing written performance appraisals, 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 Gambling Surveillance Officers and Gambling Investigators is the closest. The pay and employment figures are not directly comparable, and we do not average them together.
Switch to the United States page →partial match
The other groups this work is counted across:
In US official statistics this job is counted as Gambling Surveillance Officers and Gambling Investigators and First-Line Supervisors of Gambling Services Workers. Pay is shown separately for each of those groups (medians cannot be averaged together), while the task list and the scores on this page are for this group only.
Your route through this
Where to go next, and what it costs
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No Space for this job, but one for what is happening to it
Nothing Collab365 runs is built for betting shop / gambling establishment managers, and we are not going to point you at the nearest one and call it a fit.
There is one that is not about a job title at all. The AI Authority is about being the person who directs these tools at work rather than the person they get compared to. That is worth saying here, because 28% of the work on this page is already inside what they can do.
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 betting shop / gambling establishment managers. You do not need it to act on anything here: the moves above cost nothing and stand on their own. The data on this page is the same either way.
Noted, and thank you. We’ll email you if a Space for betting shop / gambling establishment managers launches. Nothing else.
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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 Betting shop and gambling establishment managers?
- Not as a job, but it is already doing parts of the work. Across the 62 official task statements scored for Betting shop and gambling establishment managers (United Kingdom, SOC 1256), 28% of the importance-weighted core work is made of tasks today's AI could already do most of. The overall exposure score is 42 out of 100 (range 36–48, 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 “Betting shop and gambling establishment managers” can AI already do?
- The highest-scoring tasks in release 2026-q4.1 are: “Review sales records to prepare reports for finance departments” (93/100, very high); “Compile and organise materials required for financial transactions or deal executions” (93/100, very high); “Forecast levels of demand for services and products” (93/100, very high). Each score comes from five published 0–4 ratings turned into a number by a published formula, and each carries the model's one-sentence reason on the page.
- Which tasks in “Betting shop and gambling establishment 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: “Report or remove safety hazards and manage guests who are underage, intoxicated, disruptive, or cheating” (0/100, minimal); “Greet customers to create a welcoming atmosphere” (0/100, minimal); “Clean and maintain slot machines and surrounding areas” (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 “Betting shop and gambling establishment managers” do about AI?
- Start from the ledger rather than the headline: 28% 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 Betting shop and gambling establishment 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 62 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.
- 28 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in the free routes below; none is presented as a measurement for this job.
- Task clusters are not derived in this release, so the task-cluster field is empty and no Collab365 Space routing is attached to this occupation yet.
- Task statements
- gaisi-indexProcessing: catalogue-bridge → ssc-relatedness-weighting → task-scoring → score-aggregation
- Task weights
- gaisi-index (relatedness)
- Scores
- Rubric task_scoring_v1.0, model claude-opus-5, computed 2026-08-05.
- Pay and employment
- ashe-t14 (ASHE 2025 provisional (reference April 2025))nomis-aps (Apr 2025-Mar 2026 (latest APS 12-month period))
Figures on this page come from release 2026-q4.1, published 2026-08-05. Every release keeps its own permanent address, so a figure you cite in March is still there, unchanged, in November.
The plain-English wording on this page is assembled directly from the task statements and the published ratings, not written by hand for this occupation. That is why it is specific, and it is also why we say so.
The routes and free resources further up are today’s, not the release’s (last reviewed 2026-08-05). A route is an offer, not a historical fact, so it moves on its own clock.
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Cite this
Everything on this site is published under CC BY 4.0. Quote it, chart it, sell something built on it. Just say where it came from, and cite the dated release rather than the site, so the figure you quote stays checkable.
Plain text
Collab365 (2026). Collab365 Futureproof: task-level AI exposure for US and UK occupations, release 2026-q4.1 (methodVersion 2.0.0, promptVersion task_scoring_v1.0). https://futureproof.collab365.com/data/2026-q4.1. Licensed CC BY 4.0. Built with O*NET data (USDOL/ETA, CC BY 4.0); ONS data (Open Government Licence v3.0); GAISI task framework (arXiv:2507.22748, MIT); BLS data (public domain).
BibTeX
@misc{collab365futureproof2026q41,
title = {Collab365 Futureproof: task-level AI exposure for US and UK occupations, release 2026-q4.1},
author = {{Collab365}},
year = {2026},
url = {https://futureproof.collab365.com/data/2026-q4.1},
note = {Release 2026-q4.1, methodVersion 2.0.0, promptVersion task_scoring_v1.0, CC BY 4.0}
}Data as of release 2026-q4.1, published . 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.