Futureproof

UK data

Catering and bar managers

maintaining financial records and accounts to oversee hospitality operations, developing budgets for projects to enhance service offerings and profitability and overseeing stock control to ensure inventory accuracy. 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: monitoring stock levels and ordering supplies. That is a slice of tasks, not of you.

Your move: what you can actually do about this ↓

That slice is not coming back; the core of the job, overseeing the presentation and serving of food, stays yours. The tools change, the responsibility doesn't.

Your week, as this page understands it

Catering and bar managers plan, direct and co-ordinate the catering and bar facilities and services of licensed premises, factories, shops, theatres, educational premises and other establishments. They also manage outside catering businesses and shops selling food cooked on the premises. The job title says “catering” or “bar managers”: officially one job, two names. The real job is the part underneath: overseeing the presentation and serving of food. 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 catering and bar managers is not one task. It is 52 scored ones, and they are nowhere near equally exposed. The most durable of them, on this evidence, is overseeing the presentation and serving of food, and the ledger below shows exactly why.

Where the work sits, by task weight

shifting to AI
27%
changing shape
6%
staying human
67%

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

Whole-job exposure score 35 out of 100 (3041 allowing for uncertainty): low exposure, across 52 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 catering and bar 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 2026-08-05. Read the full method.

Your job, task by task

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

Shifting to AI

14 tasks

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

  • Maintaining financial records and accounts to oversee hospitality operations

    This is reading one thing and writing another: financial records in, a record out. That is the shape today's tools are built for.

    importance 85 · 5436/00
    Source:Maintain financial records and accounts to oversee hospitality operations.” (UK task statement)
    How this row was scored

    Exposure score: 81 out of 100 (7785 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 the books and accounts is screen work that accounting software and AI already handle very well.

    The five ratings: output a model can produce 4/4 · needs a body in a room 0/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.

  • Arranging food and beverage deliveries to ensure service continuity

    This is reading one thing and writing another: food in, a record out. That is the shape today's tools are built for.

    importance 85 · 5436/00
    Source:Arrange food and beverage deliveries to ensure service continuity.” (UK task statement)
    How this row was scored

    Exposure score: 79 out of 100 (7286 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: Placing and scheduling supplier deliveries is ordering work software handles.

    The five ratings: output a model can produce 4/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.

  • Coordinating staff schedules and rotas to ensure adequate coverage

    This is reading one thing and writing another: staff schedules in, a record out. That is the shape today's tools are built for.

    importance 85 · 5436/00
    Source:Coordinate staff schedules and rotas to ensure adequate coverage.” (UK task statement)
    How this row was scored

    Exposure score: 64 out of 100 (5771 allowing for uncertainty): high exposure, medium confidence.

    Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.

    The rating behind it: Rota building is a scheduling problem software solves well, with a person handling awkward requests.

    The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.

  • Planning menus in consultation with chefs to meet customer preferences

    This is reading one thing and writing another: menus in, a record out. That is the shape today's tools are built for.

    importance 85 · 5436/00
    Source:Plan menus in consultation with chefs to meet customer preferences.” (UK task statement)
    How this row was scored

    Exposure score: 64 out of 100 (5771 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: Menu drafting from customer preferences suits software, with chefs shaping the final choices.

    The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.

Changing shape

3 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.

  • Ensuring compliance with health and safety regulations

    The software now makes the first pass at compliance, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.

    importance 85 · 5436/00
    Source:Ensure compliance with health and safety regulations.” (UK task statement)
    How this row was scored

    Exposure score: 43 out of 100 (3650 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: Safety regulations and records are documented, so software can draft and monitor them, though someone must still act on what it finds.

    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 0/4 · how much data exists 3/4.

  • Developing and implementing marketing strategies to promote the business in new or niche markets

    The software now makes the first pass at strategies, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.

    importance 75 · 5436/00
    Source:Develop and implement marketing strategies to promote the business in new or niche markets.” (UK task statement)
    How this row was scored

    Exposure score: 49 out of 100 (4256 allowing for uncertainty): partial exposure, medium confidence.

    Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch.

    The rating behind it: Plans can be drafted, but choosing and entering a new market needs commercial judgement.

    The five ratings: output a model can produce 2/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.

  • Advising on fire regulations to ensure workplace safety

    The software now makes the first pass at fire regulations, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.

    importance 75 · 5436/00
    Source:Advise on fire regulations to ensure workplace safety.” (UK task statement)
    How this row was scored

    Exposure score: 48 out of 100 (4155 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: Fire regulations are published in full, so AI gives sound general advice, with someone still walking the premises to check it fits.

    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.

Staying human

35 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.

  • Monitoring the quality of the service to customers

    This work happens in the physical world: the quality of the service, in a real place. Software cannot follow it there.

    importance 85 · 5436/00
    Source:Monitor the quality of the service to customers.” (UK task statement)
    How this row was scored

    Exposure score: 24 out of 100 (1731 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.

  • Adhering to health and safety requirements in the workplace

    This work happens in the physical world: health, in a real place. Software cannot follow it there.

    importance 85 · 5436/00
    Source:Adhere to health and safety requirements in the workplace.” (UK task statement)
    How this row was scored

    Exposure score: 20 out of 100 (1624 allowing for uncertainty): low 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: Safety rules are written down and easy to look up, but following them hour by hour is something only the person there can do.

    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 0/4 · how much data exists 3/4.

  • Recruiting and training new staff to deliver quality catering services

    This work happens in the physical world: new staff, in a real place. Software cannot follow it there.

    importance 85 · 5436/00
    Source:Recruit and train new staff to deliver quality catering services.” (UK task statement)
    How this row was scored

    Exposure score: 20 out of 100 (1327 allowing for uncertainty): low exposure, medium confidence.

    Why it sits in this group: the same decision, made over and over; work that happens in the physical world; the value is that a specific person does it.

    The rating behind it: Adverts and training materials are easy to generate, but interviewing and showing staff the job needs a person present.

    The five ratings: output a model can produce 2/4 · needs a body in a room 2/4 · needs an accountable person 0/4 · needs to be trusted in the moment 2/4 · how much data exists 3/4.

Show the other 42 tasks
  • Monitoring stock levels and ordering supplies

    shifting to AI

    This is reading one thing and writing another: stock levels in, a record out. That is the shape today's tools are built for.

    importance 80 · 5436/00
    Source:Monitor stock levels and order supplies as necessary.” (UK task statement)
    How this row was scored

    Exposure score: 100 out of 100 (96100 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: Stock counts and reorder points come straight from till and delivery data, so software can run this and place the orders.

    The five ratings: output a model can produce 4/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 4/4.

  • Producing financial forecasts

    shifting to AI

    This is reading one thing and writing another: financial forecasts in, a record out. That is the shape today's tools are built for.

    importance 75 · 5436/00
    Source:Produce financial forecasts.” (UK task statement)
    How this row was scored

    Exposure score: 83 out of 100 (7690 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: Forecasting from historic figures suits software well, though the assumptions behind it are a judgement call.

    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.

  • Ordering supplies to ensure bar and catering service

    shifting to AI

    This is reading one thing and writing another: supplies in, a record out. That is the shape today's tools are built for.

    importance 80 · 5436/00
    Source:Order supplies to ensure bar and catering service.” (UK task statement)
    How this row was scored

    Exposure score: 79 out of 100 (7583 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: Working out what to order from stock levels and sales patterns is routine ordering software already does.

    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.

  • Developing budgets for projects to enhance service offerings and profitability

    shifting to AI

    This is reading one thing and writing another: budgets in, a record out. That is the shape today's tools are built for.

    importance 80 · 5436/00
    Source:Develop budgets for projects to enhance service offerings and profitability.” (UK task statement)
    How this row was scored

    Exposure score: 75 out of 100 (7179 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 budget from past figures and planned changes is spreadsheet work AI does to a usable standard.

    The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.

  • Managing budgets to ensure efficient use of resources

    shifting to AI

    This is reading one thing and writing another: budgets in, a record out. That is the shape today's tools are built for.

    importance 80 · 5436/00
    Source:Manage budgets to ensure efficient use of resources.” (UK task statement)
    How this row was scored

    Exposure score: 75 out of 100 (6882 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: Managing a budget against actual spend is standard finance system 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.

  • Overseeing stock control to ensure inventory accuracy

    shifting to AI

    This is reading one thing and writing another: stock control in, a record out. That is the shape today's tools are built for.

    importance 80 · 5436/00
    Source:Oversee stock control to ensure inventory accuracy.” (UK task statement)
    How this row was scored

    Exposure score: 75 out of 100 (7179 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: Stock systems track and flag inventory differences well; the oversight itself is largely a screen job.

    The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.

  • Establishing nutritional standards for dining establishments

    shifting to AI

    This is reading one thing and writing another: nutritional standards in, a record out. That is the shape today's tools are built for.

    importance 75 · 5436/00
    Source:Establish nutritional standards for dining establishments.” (UK task statement)
    How this row was scored

    Exposure score: 75 out of 100 (6882 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: Nutrition rules are well documented, so AI can draft workable standards; the manager mainly checks they suit the menu and the customers.

    The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.

  • Monitoring budgets and payroll records

    shifting to AI

    This is reading one thing and writing another: budgets in, a record out. That is the shape today's tools are built for.

    importance 75 · 5436/00
    Source:Monitor budgets and payroll records, and review financial transactions to ensure that expenditures are authorised and budgeted.” (UK task statement)
    How this row was scored

    Exposure score: 75 out of 100 (7179 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: Budgets, payroll and till records are already digital, so software can check spending against what was authorised and flag anything odd.

    The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.

  • Reviewing employer practices to ensure compliance with employment contracts

    shifting to AI

    This is reading one thing and writing another: employer practices in, a record out. That is the shape today's tools are built for.

    importance 75 · 5436/00
    Source:Review employer practices to ensure compliance with employment contracts.” (UK task statement)
    How this row was scored

    Exposure score: 75 out of 100 (6882 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: Contracts and staff records are documents, and comparing what is written against what is done is work software handles well.

    The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.

  • Developing a corporate social responsibility strategy to enhance sustainability and ethical practices within the company

    shifting to AI

    This is reading one thing and writing another: a corporate social responsibility strategy in, a record out. That is the shape today's tools are built for.

    importance 70 · 5436/00
    Source:Develop a corporate social responsibility strategy to enhance sustainability and ethical practices within the company.” (UK task statement)
    How this row was scored

    Exposure score: 64 out of 100 (5771 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: Responsibility strategies follow widely published frameworks, so software drafts strong material for leaders to shape.

    The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.

  • Recruiting new employees to deliver quality catering services

    staying human

    The value here is that a specific person handles new employees and stands behind it. That is earned, not computed.

    importance 80 · 5436/00
    Source:Recruit new employees to deliver quality catering services.” (UK task statement)
    How this row was scored

    Exposure score: 39 out of 100 (3246 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: Writing adverts and sifting applications is well automated, but interviewing and choosing people stays with the manager.

    The five ratings: output a model can produce 3/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 2/4 · how much data exists 3/4.

  • Resolving customer complaints about catering services

    staying human

    The value here is that a specific person handles customer complaints and stands behind it. That is earned, not computed.

    importance 80 · 5436/00
    Source:Resolve customer complaints about catering services.” (UK task statement)
    How this row was scored

    Exposure score: 39 out of 100 (3246 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: Complaint replies are easy to draft, though many are settled face to face in the venue.

    The five ratings: output a model can produce 3/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 2/4 · how much data exists 3/4.

  • Monitoring compliance with health and fire safety regulations in food preparation and serving

    staying human

    The ratings behind this row put compliance well outside what today's tools can do on their own.

    importance 80 · 5436/00
    Source:Monitor compliance with health and fire safety regulations in food preparation and serving.” (UK task statement)
    How this row was scored

    Exposure score: 38 out of 100 (3145 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: Much of this is paperwork and record checks that software does well, with an inspector still holding the premises to account.

    The five ratings: output a model can produce 2/4 · needs a body in a room 1/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.

  • Monitoring and controlling takings in the restaurant

    staying human

    This work happens in the physical world: takings, in a real place. Software cannot follow it there.

    importance 75 · 5436/00
    Source:Monitor and control takings in the restaurant.” (UK task statement)
    How this row was scored

    Exposure score: 38 out of 100 (3145 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: Till reconciliation is automated, but handling and banking actual cash needs someone on site.

    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 0/4 · how much data exists 3/4.

  • Maximising sales and meeting profit and financial expectations

    staying human

    The ratings behind this row put sales well outside what today's tools can do on their own.

    importance 80 · 5436/00
    Source:Maximise sales and meet profit and financial expectations.” (UK task statement)
    How this row was scored

    Exposure score: 37 out of 100 (3044 allowing for uncertainty): low exposure, medium confidence.

    Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch.

    The rating behind it: AI can spot sales and margin opportunities in the numbers, though acting on them runs through the venue and its team.

    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.

  • Assessing client requirements and ensuring satisfaction with the service

    staying human

    The value here is that a specific person handles client requirements and stands behind it. That is earned, not computed.

    importance 80 · 5436/00
    Source:Assess client requirements and ensure satisfaction with the service delivered.” (UK task statement)
    How this row was scored

    Exposure score: 35 out of 100 (2842 allowing for uncertainty): low exposure, medium confidence.

    Why it sits in this group: the value is that a specific person does it.

    The rating behind it: Understanding what a client really wants, and whether they are happy, comes out of talking with them.

    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.

  • Negotiating orders with suppliers

    staying human

    The value here is that a specific person handles orders and stands behind it. That is earned, not computed.

    importance 75 · 5436/00
    Source:Negotiate orders with suppliers.” (UK task statement)
    How this row was scored

    Exposure score: 35 out of 100 (2842 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: AI can prepare the numbers and options, yet supplier deals still turn on a person doing the haggling.

    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 company policies within the team

    staying human

    The value here is that a specific person handles company policies within the team and stands behind it. That is earned, not computed.

    importance 80 · 5436/00
    Source:Implement company policies within the team.” (UK task statement)
    How this row was scored

    Exposure score: 30 out of 100 (2337 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: Policy wording is easy to produce, but getting a team to actually follow it depends on the 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 2/4 · how much data exists 3/4.

  • Ensuring compliance with licensing laws and other legal regulations

    staying human

    The rules require a named, qualified person to answer for compliance, and that person cannot be a piece of software.

    importance 80 · 5436/00
    Source:Ensure compliance with licensing laws and other legal regulations.” (UK task statement)
    How this row was scored

    Exposure score: 27 out of 100 (2034 allowing for uncertainty): low exposure, medium confidence.

    Why it sits in this group: the same decision, made over and over; someone qualified has to answer for it.

    The rating behind it: Licensing rules are published and software can track them, but a named personal licence holder has to stand behind alcohol sales here.

    The five ratings: output a model can produce 2/4 · needs a body in a room 1/4 · needs an accountable person 2/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.

  • Implementing strategies to meet or exceed specified profit targets

    staying human

    The value here is that a specific person handles strategies and stands behind it. That is earned, not computed.

    importance 80 · 5436/00
    Source:Implement strategies to meet or exceed specified profit targets.” (UK task statement)
    How this row was scored

    Exposure score: 23 out of 100 (1630 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: Carrying a profit plan through a business depends on people acting on it.

    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 2/4 · how much data exists 2/4.

  • Negotiating contracts with clients in contract catering

    staying human

    The value here is that a specific person handles contracts and stands behind it. That is earned, not computed.

    importance 80 · 5436/00
    Source:Negotiate contracts with clients in contract catering.” (UK task statement)
    How this row was scored

    Exposure score: 21 out of 100 (1428 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: AI can draft the pricing and terms, but winning a catering contract turns on the trust built face to face with that client.

    The five ratings: output a model can produce 2/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 3/4 · how much data exists 2/4.

  • Overseeing management of premises, maintenance and security

    staying human

    This work happens in the physical world: management of premises, maintenance and security, in a real place. Software cannot follow it there.

    importance 75 · 5436/00
    Source:Oversee management of premises including maintenance and security.” (UK task statement)
    How this row was scored

    Exposure score: 21 out of 100 (1428 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: Maintenance and security schedules can be planned on screen, but keeping an eye on the actual building means being in it.

    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 2/4.

  • Investigating and resolving complaints regarding food quality

    staying human

    This work happens in the physical world: complaints regarding food quality, in a real place. Software cannot follow it there.

    importance 80 · 5436/00
    Source:Investigate and resolve complaints regarding food quality, service, or accommodation.” (UK task statement)
    How this row was scored

    Exposure score: 20 out of 100 (1327 allowing for uncertainty): low exposure, medium confidence.

    Why it sits in this group: the same decision, made over and over; work that happens in the physical world; the value is that a specific person does it.

    The rating behind it: Complaints are often settled at the table, though systems can suggest a fair outcome.

    The five ratings: output a model can produce 2/4 · needs a body in a room 2/4 · needs an accountable person 0/4 · needs to be trusted in the moment 2/4 · how much data exists 3/4.

  • Developing staff to enhance their skills and performance

    staying human

    The value here is that a specific person handles staff and stands behind it. That is earned, not computed.

    importance 85 · 5436/00
    Source:Develop staff to enhance their skills and performance.” (UK task statement)
    How this row was scored

    Exposure score: 18 out of 100 (1422 allowing for uncertainty): minimal exposure, high confidence.

    Why it sits in this group: the value is that a specific person does it.

    The rating behind it: Developing someone's skills depends on a working relationship built over time.

    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.

  • Following food hygiene regulations

    staying human

    This work happens in the physical world: food hygiene regulations, in a real place. Software cannot follow it there.

    importance 85 · 5436/00
    Source:Follow food hygiene regulations.” (UK task statement)
    How this row was scored

    Exposure score: 18 out of 100 (1422 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: The hygiene rules are easy to look up, but actually working to them in the kitchen is down to the people there.

    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 0/4 · how much data exists 3/4.

  • Maintaining food safety and hygiene standards

    staying human

    This work happens in the physical world: food safety, in a real place. Software cannot follow it there.

    importance 85 · 5436/00
    Source:Maintain food safety and hygiene standards.” (UK task statement)
    How this row was scored

    Exposure score: 18 out of 100 (1125 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: Hygiene rules are documented, but keeping standards up means checking temperatures, cleaning and practice in the kitchen itself.

    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 0/4 · how much data exists 3/4.

  • Monitoring food preparation methods for compliance with standards

    staying human

    This work happens in the physical world: food preparation methods, in a real place. Software cannot follow it there.

    importance 75 · 5436/00
    Source:Monitor food preparation methods for compliance with standards.” (UK task statement)
    How this row was scored

    Exposure score: 15 out of 100 (822 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: The standards are written down, but seeing how food is really being prepared means watching the kitchen and correcting people there.

    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.

  • Organising stock and equipment to ensure operational efficiency

    staying human

    This work happens in the physical world: stock, in a real place. Software cannot follow it there.

    importance 80 · 5436/00
    Source:Organise stock and equipment to ensure operational efficiency.” (UK task statement)
    How this row was scored

    Exposure score: 14 out of 100 (721 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: Keeping a stock list is easy for software, but tidying and moving the materials is physical.

    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 0/4 · how much data exists 3/4.

  • Resolving personnel problems in dining and lodging facilities

    staying human

    The value here is that a specific person handles personnel problems and stands behind it. That is earned, not computed.

    importance 75 · 5436/00
    Source:Resolve personnel problems in dining and lodging facilities.” (UK task statement)
    How this row was scored

    Exposure score: 13 out of 100 (620 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: Sorting out a falling-out between staff depends on knowing the people and being trusted by them, which no software can stand in for.

    The five ratings: output a model can produce 1/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 3/4 · how much data exists 2/4.

  • Attending meetings with area managers or head office representatives

    staying human

    This work happens in the physical world: meetings, in a real place. Software cannot follow it there.

    importance 75 · 5436/00
    Source:Attend meetings with area managers or head office representatives as scheduled.” (UK task statement)
    How this row was scored

    Exposure score: 11 out of 100 (418 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: Attending a meeting means being there and contributing in the moment, which is not something software does for you.

    The five ratings: output a model can produce 1/4 · needs a body in a room 2/4 · needs an accountable person 0/4 · needs to be trusted in the moment 2/4 · how much data exists 2/4.

  • Leading the catering team

    staying human

    This work happens in the physical world: the catering team, in a real place. Software cannot follow it there.

    importance 85 · 5436/00
    Source:Lead the catering team.” (UK task statement)
    How this row was scored

    Exposure score: 9 out of 100 (216 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: Leading a kitchen and bar team happens on the floor with people, which software cannot stand in for.

    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.

  • Motivating the sales team to hit and exceed their targets and ensuring company profitability

    staying human

    This work happens in the physical world: the sales team, in a real place. Software cannot follow it there.

    importance 75 · 5436/00
    Source:Motivate the sales team to hit and exceed their targets and ensure company profitability.” (UK task statement)
    How this row was scored

    Exposure score: 9 out of 100 (513 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: Pushing a sales team to hit targets works through personal encouragement day to day.

    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.

  • Fostering relationships with the local community to enhance business reputation and engagement

    staying human

    This work happens in the physical world: relationships, in a real place. Software cannot follow it there.

    importance 70 · 5436/00
    Source:Foster relationships with the local community to enhance business reputation and engagement.” (UK task statement)
    How this row was scored

    Exposure score: 9 out of 100 (216 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: Community goodwill is built by people showing up locally 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.

  • Monitoring catering experiments to improve service quality

    staying human

    This work happens in the physical world: experiments, in a real place. Software cannot follow it there.

    importance 70 · 5436/00
    Source:Monitor catering experiments to improve service quality.” (UK task statement)
    How this row was scored

    Exposure score: 8 out of 100 (115 allowing for uncertainty): minimal exposure, medium confidence.

    Why it sits in this group: work that happens in the physical world.

    The rating behind it: Trialling new dishes and service ideas means tasting and watching them in the venue.

    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 0/4 · how much data exists 2/4.

  • Supervising catering staff

    staying human

    This work happens in the physical world: staff, in a real place. Software cannot follow it there.

    importance 85 · 5436/00
    Source:Supervise catering staff.” (UK task statement)
    How this row was scored

    Exposure score: 7 out of 100 (311 allowing for uncertainty): minimal exposure, high confidence.

    Why it sits in this group: work that happens in the physical world.

    The rating behind it: Supervising kitchen staff means being in the kitchen while the work happens.

    The five ratings: output a model can produce 1/4 · needs a body in a room 3/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 2/4.

  • Ensuring customer service meets hospitality standards to improve guest experience

    staying human

    This work happens in the physical world: customer service meets hospitality standards, in a real place. Software cannot follow it there.

    importance 85 · 5436/00
    Source:Ensure customer service meets hospitality standards to improve guest experience.” (UK task statement)
    How this row was scored

    Exposure score: 6 out of 100 (013 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: Service standards are kept up by someone watching the room and stepping in during service.

    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.

  • Working in a team with 'front of house' staff

    staying human

    This work happens in the physical world: a team, in a real place. Software cannot follow it there.

    importance 80 · 5436/00
    Source:Work in a team with 'front of house' staff.” (UK task statement)
    How this row was scored

    Exposure score: 4 out of 100 (011 allowing for uncertainty): minimal exposure, medium confidence.

    Why it sits in this group: work that happens in the physical world; the value is that a specific person does it.

    The rating behind it: Working with front of house happens at the venue on show nights, alongside the people there.

    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 1/4.

  • Overseeing the presentation and serving of food

    staying human

    This work happens in the physical world: the presentation, in a real place. Software cannot follow it there.

    importance 85 · 5436/00
    Source:Oversee the presentation and serving of food.” (UK task statement)
    How this row was scored

    Exposure score: 0 out of 100 (04 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 how plates look and go out has to happen at the pass as service runs.

    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.

  • Receiving and checking internal and external deliveries of food items

    staying human

    This work happens in the physical world: internal and external deliveries of food items, in a real place. Software cannot follow it there.

    importance 80 · 5436/00
    Source:Receive and check internal and external deliveries of food items, equipment and chemicals and store correctly.” (UK task statement)
    How this row was scored

    Exposure score: 0 out of 100 (04 allowing for uncertainty): minimal exposure, high confidence.

    Why it sits in this group: work that happens in the physical world.

    The rating behind it: Deliveries have to be physically checked, carried and put away.

    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.

  • Inspecting products to ensure they meet specifications

    staying human

    This work happens in the physical world: products, in a real place. Software cannot follow it there.

    importance 75 · 5436/00
    Source:Inspect products to ensure they meet specifications.” (UK task statement)
    How this row was scored

    Exposure score: 0 out of 100 (04 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 that delivered products match the specification means physically examining them.

    The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.

  • Testing cooked food by tasting and smelling it to ensure palatability and flavour conformity

    staying human

    This work happens in the physical world: cooked food, in a real place. Software cannot follow it there.

    importance 75 · 5436/00
    Source:Test cooked food by tasting and smelling it to ensure palatability and flavour conformity.” (UK task statement)
    How this row was scored

    Exposure score: 0 out of 100 (04 allowing for uncertainty): minimal exposure, high confidence.

    Why it sits in this group: work that happens in the physical world.

    The rating behind it: Tasting and smelling food cannot be done except by a 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 0/4 · how much data exists 0/4.

  • Performing serving, cleaning or restocking duties in establishments

    staying human

    This work happens in the physical world: duties, in a real place. Software cannot follow it there.

    importance 70 · 5436/00
    Source:Perform serving, cleaning, or restocking duties in establishments, such as canteens or dining rooms, to facilitate customer service.” (UK task statement)
    How this row was scored

    Exposure score: 0 out of 100 (04 allowing for uncertainty): minimal exposure, high confidence.

    Why it sits in this group: work that happens in the physical world.

    The rating behind it: Serving, cleaning and restocking all happen physically in the dining room.

    The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 2/4.

What this job pays, and how many people do it

Median pay
£29,800a 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
75,500in 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: stock levels in, a record out. The rows above are exactly that shape: monitoring stock levels and ordering supplies and maintaining financial records and accounts to oversee hospitality operations. What it cannot do is be there in the room, and that is still where the presentation gets done. Which is why this page talks about your tasks changing, not your job ending.

Your move

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

Your week is splitting in two, and which half fills it is the whole question. Monitoring stock levels and ordering supplies is going; overseeing the presentation and serving of food is not.

So, given all that: 27% of this job's task weight sits in rows the software is already learning, 6% in rows that change shape rather than disappear, and 67% in rows it is nowhere near. That is the position, measured across 52 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 (overseeing the presentation and serving of food) 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 overseeing the presentation and serving of food, 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 catering and bar managers (nearest by the work that AI is not taking, not by job title), and none of them survived. The closest was restaurant and catering establishment managers and proprietors: only about 34% of its durable work is work you already do. And on the numbers you do not need one. This job scores 35/100 here, with only 27% of the task list in the top band, and “adhere to health and safety requirements in the workplace” 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.

  • Restaurant and catering establishment 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: “ensure customer service meets hospitality standards to improve guest experience”. Across the whole of both lists that adds up to about 34% 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 34% of that job's durable work is already yours, against the 35% I want to see before I will call something a route.

    Look at that job’s page anyway →

  • Publicans and managers of licensed premises

    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 customer service meets hospitality standards to improve guest experience”. Across the whole of both lists that adds up to about 21% of the work in that job the software is not taking.

    Why I am not recommending it: You would be starting most of it from nothing: about 21% of the durable work in that job is work you do today, and the rest you would be learning while the bills carried on.

    Look at that job’s page anyway →

  • Hotel and accommodation 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: “supervise catering staff”. Across the whole of both lists that adds up to about 19% of the work in that job the software is not taking.

    Why I am not recommending it: You would be starting most of it from nothing: about 19% of the durable work in that job is work you do today, and the rest you would be learning while the bills carried on.

    Look at that job’s page anyway →

What I’d stop worrying about

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

  • The headline number you read somewhere

    The big “X% of jobs” figures are about the whole economy, not about you. The number that describes your job is on this page: 27% of its task weight, across 52 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 monitoring stock levels and ordering supplies, 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

There is no counterpart mapped for this job in the other country, so there is nothing to switch to. That is a gap in the mapping, not a statement about the job.

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.

No Space for this job, but one for what is happening to it

Nothing Collab365 runs is built for catering / bar 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 27% 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 catering / bar 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 catering / bar managers launches. Nothing else.

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

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

No Space for catering / bar managers 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 catering / bar managers existed, with researched problems, courses and people in the same boat, would you want in?

We use your email address for one thing: to tell you if a Space for catering / bar managers 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 Catering and bar managers?
Not as a job, but it is already doing parts of the work. Across the 52 official task statements scored for Catering and bar managers (United Kingdom, SOC 5436), 27% of the importance-weighted core work is made of tasks today's AI could already do most of. The overall exposure score is 35 out of 100 (range 30–41, band: low). That is a statement about tasks, not about headcount: this measures what AI could do, not whether any employer adopts it, whether the law allows it, or whether doing the routine parts faster creates more demand for the human parts. Figures are from release 2026-q4.1.
Which tasks in “Catering and bar managers” can AI already do?
The highest-scoring tasks in release 2026-q4.1 are: “Monitor stock levels and order supplies as necessary” (100/100, very high); “Produce financial forecasts” (83/100, very high); “Maintain financial records and accounts to oversee hospitality operations” (81/100, very high). Each score comes from five published 0–4 ratings turned into a number by a published formula, and each carries the model's one-sentence reason on the page.
Which tasks in “Catering and bar managers” stay human?
About 67% of this job's task weight sits in work that scores low for AI exposure. The lowest-scoring tasks in release 2026-q4.1 are: “Perform serving, cleaning, or restocking duties in establishments, such as canteens or dining rooms, to facilitate customer service” (0/100, minimal); “Test cooked food by tasting and smelling it to ensure palatability and flavour conformity” (0/100, minimal); “Inspect products to ensure they meet specifications” (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 “Catering and bar managers” do about AI?
Start from the ledger rather than the headline: 27% of this job's weighted core work is exposed, and roughly 67% 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 Catering and bar 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 52 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.
  • 23 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.
  • No cross-market counterpart is mapped for this occupation, so there is no US↔UK comparison on this page.
  • Task clusters are not derived in this release, so the task-cluster field is empty and no Collab365 Space routing is attached to this occupation yet.
Task statements
gaisi-indexProcessing: catalogue-bridge → ssc-relatedness-weighting → task-scoring → score-aggregation
Task weights
gaisi-index (relatedness)
Scores
Rubric task_scoring_v1.0, model claude-opus-5, computed 2026-08-05.
Pay and employment
ashe-t14 (ASHE 2025 provisional (reference April 2025))nomis-aps (Apr 2025-Mar 2026 (latest APS 12-month period))

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

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

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

How we score a jobDownload this releaseLook up another job

Using these figures?

Cite this

Everything on this site is published under CC BY 4.0. Quote it, chart it, sell something built on it. Just say where it came from, and cite the dated release rather than the site, so the figure you quote stays checkable.

Plain text

Collab365 (2026). Collab365 Futureproof: task-level AI exposure for US and UK occupations, release 2026-q4.1 (methodVersion 2.0.0, promptVersion task_scoring_v1.0). https://futureproof.collab365.com/data/2026-q4.1. Licensed CC BY 4.0. Built with O*NET data (USDOL/ETA, CC BY 4.0); ONS data (Open Government Licence v3.0); GAISI task framework (arXiv:2507.22748, MIT); BLS data (public domain).

BibTeX

@misc{collab365futureproof2026q41,
  title        = {Collab365 Futureproof: task-level AI exposure for US and UK occupations, release 2026-q4.1},
  author       = {{Collab365}},
  year         = {2026},
  url          = {https://futureproof.collab365.com/data/2026-q4.1},
  note         = {Release 2026-q4.1, methodVersion 2.0.0, promptVersion task_scoring_v1.0, CC BY 4.0}
}

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.