UK dataswitch to US
Hotel and accommodation managers and proprietors
answering enquiries pertaining to hotel policies and services, ensuring hotel compliance with licensing and arranging repairs and maintenance of the facilities. 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: controlling expenditure to maintain financial stability. That is a slice of tasks, not of you.
That slice is not coming back; the core of the job, meeting and greeting customers upon arrival at the hotel, stays yours. New tools, same person answering for it.
Your week, as this page understands it
Hotel and accommodation managers and proprietors plan, organise, direct and co-ordinate the activities and resources of halls of residence, hotels, hostels, caravan sites, holiday camps, holiday flats and chalets, and organise the domestic, catering, and entertainment facilities on passenger ships. The job title says “hotel”, “accommodation managers” or “proprietors”: officially one job, several names. The real job is the part underneath: meeting and greeting customers upon arrival at the hotel. 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 hotel and accommodation managers and proprietors is not one task. It is 54 scored ones, and they are nowhere near equally exposed. The most durable of them, on this evidence, is meeting and greeting customers upon arrival at the hotel, and the ledger below shows exactly why.
Where the work sits, by task weight
- shifting to AI
- 25%
- changing shape
- 19%
- staying human
- 56%
These bars are tasks changing hands, not people being counted out. The ledger below shows which.
Whole-job exposure score 40 out of 100 (34–46 allowing for uncertainty): partial exposure, across 54 scored tasks. The number is the support for the sentence above it, not a headline about anyone’s future.
How we know this
What is measured: Every published task statement for hotel and accommodation managers and proprietors 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.
- 20 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
14 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.
Controlling expenditure to maintain financial stability
This is reading one thing and writing another: expenditure in, a record out. That is the shape today's tools are built for.
importance 80 · 1221/00Source: “Control expenditure to maintain financial stability.” (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: Controlling spend against budget is financial monitoring software does continuously from the hotel's own transaction 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 4/4.
Maintaining financial records and accounts to oversee hotel 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 80 · 1221/00Source: “Maintain financial records and accounts to oversee hotel operations.” (UK task statement)
How this row was scored
Exposure score: 81 out of 100 (77–85 allowing for uncertainty): very high exposure, high confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Bookkeeping from till, booking and supplier data is routine work software already handles end to end.
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.
Establishing budgets for hotel operations
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 · 1221/00Source: “Establish budgets for hotel operations.” (UK task statement)
How this row was scored
Exposure score: 79 out of 100 (75–83 allowing for uncertainty): high exposure, high confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Building a hotel budget from trading history and cost data is standard spreadsheet work software does well.
The five ratings: output a model can produce 4/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Scheduling shifts for workers to ensure adequate coverage
This is reading one thing and writing another: shifts in, a record out. That is the shape today's tools are built for.
importance 80 · 1221/00Source: “Schedule shifts for workers to ensure adequate coverage.” (UK task statement)
How this row was scored
Exposure score: 79 out of 100 (75–83 allowing for uncertainty): high exposure, high confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Building a shift rota that covers every watch is exactly the kind of scheduling 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.
Changing shape
10 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.
Answering enquiries pertaining to hotel policies and services
The software now makes the first pass at enquiries, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 90 · 1221/00Source: “Answer enquiries pertaining to hotel policies and services.” (UK task statement)
How this row was scored
Exposure score: 59 out of 100 (55–63 allowing for uncertainty): partial 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: Answering questions about policies and services suits a good chatbot or knowledge base.
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.
Managing finances and controlling budgets to optimise operations and profitability
The software now makes the first pass at finances, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 80 · 1221/00Source: “Manage finances and control budgets to optimise operations and profitability.” (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: Budget tracking and profitability analysis are number work software does well, though the calls are the manager's.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 1/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Allocating work to staff to maximise productivity and resource
The 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 · 1221/00Source: “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.
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.
Resolving customer complaints regarding accommodation services
The value here is that a specific person handles customer complaints regarding accommodation services and stands behind it. That is earned, not computed.
importance 90 · 1221/00Source: “Resolve customer complaints regarding accommodation services.” (UK task statement)
How this row was scored
Exposure score: 39 out of 100 (32–46 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; the value is that a specific person does it.
The rating behind it: Complaint replies, including to online reviews, are well-documented writing that software drafts convincingly.
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.
Addressing guests' requests to ensure a pleasant stay
This work happens in the physical world: guests' requests, in a real place. Software cannot follow it there.
importance 90 · 1221/00Source: “Address guests' requests to ensure a pleasant stay.” (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; work that happens in the physical world; the value is that a specific person does it.
The rating behind it: Many requests can be handled by messaging and systems, but plenty still need someone on site to sort out.
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 2/4 · how much data exists 3/4.
Resolving guests' complaints
This work happens in the physical world: guests' complaints, in a real place. Software cannot follow it there.
importance 90 · 1221/00Source: “Resolve guests' complaints.” (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; work that happens in the physical world; the value is that a specific person does it.
The rating behind it: A good written response is easy to produce, but an unhappy guest at the desk wants a person.
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 2/4 · how much data exists 3/4.
Show the other 44 tasks
Analysing market trends to adjust pricing and stock levels accordingly
shifting to AIThis is reading one thing and writing another: market trends in, a record out. That is the shape today's tools are built for.
importance 70 · 1221/00Source: “Analyse market trends to adjust pricing and stock levels accordingly.” (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: Analysing market trends to set prices and stock levels is data analysis software does very well.
The five ratings: output a model can produce 4/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Setting room rates to optimise revenue
shifting to AIThis is reading one thing and writing another: room rates in, a record out. That is the shape today's tools are built for.
importance 70 · 1221/00Source: “Set room rates to optimise revenue.” (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: Pricing rooms from demand, competitor rates and occupancy data is already done better by software than by hand.
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.
Monitoring stock levels and ordering supplies
shifting to AIThis 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 · 1221/00Source: “Monitor stock levels and order supplies as necessary.” (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: Stock monitoring and reordering is already automated in most systems, with someone occasionally counting what is on the shelf.
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 4/4.
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 80 · 1221/00Source: “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.
Creating schedules for team or project activities
shifting to AIThis is reading one thing and writing another: schedules in, a record out. That is the shape today's tools are built for.
importance 70 · 1221/00Source: “Create schedules for team or project activities.” (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 schedule from tasks, people and deadlines is planning work software does well.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Forecasting sales targets
shifting to AIThis is reading one thing and writing another: sales targets in, a record out. That is the shape today's tools are built for.
importance 70 · 1221/00Source: “Forecast sales targets.” (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: Forecasting from pipeline and historical data is standard analysis.
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.
Implementing marketing strategies to increase footfall
shifting to AIThis is reading one thing and writing another: strategies in, a record out. That is the shape today's tools are built for.
importance 70 · 1221/00Source: “Implement marketing strategies to increase footfall, sales, and income.” (UK task statement)
How this row was scored
Exposure score: 70 out of 100 (63–77 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: Marketing campaigns, offers and copy are exactly the kind of material software generates quickly and well.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 4/4.
Coordinating staff schedules and rotas to ensure adequate coverage
shifting to AIThis is reading one thing and writing another: staff schedules in, a record out. That is the shape today's tools are built for.
importance 80 · 1221/00Source: “Coordinate staff schedules and rotas to ensure adequate coverage.” (UK task statement)
How this row was scored
Exposure score: 64 out of 100 (57–71 allowing for uncertainty): high exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Rota building is a scheduling problem software solves well, with a person handling awkward requests.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Coordinating with reception services to plan accommodation allocation
shifting to AIThis is reading one thing and writing another: reception services in, a record out. That is the shape today's tools are built for.
importance 80 · 1221/00Source: “Coordinate with reception services to plan accommodation allocation.” (UK task statement)
How this row was scored
Exposure score: 64 out of 100 (57–71 allowing for uncertainty): high exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Allocating rooms and desks is scheduling work that software handles from existing bookings.
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.
Setting sales targets
shifting to AIThis is reading one thing and writing another: sales targets in, a record out. That is the shape today's tools are built for.
importance 70 · 1221/00Source: “Set sales targets.” (UK task statement)
How this row was scored
Exposure score: 64 out of 100 (57–71 allowing for uncertainty): high exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Setting targets is analysis of past sales figures, which software can model and propose sensibly.
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.
Developing marketing strategies to enhance brand visibility and increase market share
changing shapeThe 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 70 · 1221/00Source: “Develop marketing strategies to enhance brand visibility and increase market share.” (UK task statement)
How this row was scored
Exposure score: 58 out of 100 (51–65 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: Drafts come easily, but a strategy that fits this business 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 0/4 · how much data exists 3/4.
Achieving profit targets through strategic planning and execution
changing shapeThe software now makes the first pass at profit targets, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 80 · 1221/00Source: “Achieve profit targets through strategic planning and execution.” (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 and forecasts can be produced automatically, but hitting profit targets depends on staff executing them week by week.
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.
Ensuring hotel compliance with licensing
changing shapeThe software now makes the first pass at hotel compliance, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 80 · 1221/00Source: “Ensure hotel compliance with licensing, health, and safety laws.” (UK task statement)
How this row was scored
Exposure score: 49 out of 100 (42–56 allowing for uncertainty): partial exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Licensing, fire and food safety duties are published and checkable, so compliance tracking is largely document work.
The five ratings: output a model can produce 3/4 · needs a body in a room 1/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Arranging repairs and maintenance of the facilities
changing shapeThe software now makes the first pass at repairs, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 80 · 1221/00Source: “Arrange repairs and maintenance of the facilities.” (UK task statement)
How this row was scored
Exposure score: 48 out of 100 (41–55 allowing for uncertainty): partial exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Booking contractors and chasing jobs is scheduling work software handles, though someone still checks the building.
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.
Organising the provision of planned accommodation
changing shapeThe software now makes the first pass at the provision of planned accommodation, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 80 · 1221/00Source: “Organise the provision of planned accommodation, catering, and other services.” (UK task statement)
How this row was scored
Exposure score: 48 out of 100 (41–55 allowing for uncertainty): partial exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Organising rooms, catering and services is scheduling and coordination that planning software handles well.
The five ratings: output a model can produce 3/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Implementing procedures for ongoing monitoring and evaluation of security measures
changing shapeThe software now makes the first pass at procedures, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 70 · 1221/00Source: “Implement procedures for ongoing monitoring and evaluation of security measures.” (UK task statement)
How this row was scored
Exposure score: 48 out of 100 (41–55 allowing for uncertainty): partial exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Monitoring routines can be written and largely automated once the measures are agreed.
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.
Scheduling events and organising logistical details to ensure guest satisfaction and operational efficiency
changing shapeThe software now makes the first pass at events, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 70 · 1221/00Source: “Schedule events and organise logistical details to ensure guest satisfaction and operational efficiency.” (UK task statement)
How this row was scored
Exposure score: 48 out of 100 (41–55 allowing for uncertainty): partial exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Event scheduling and logistics are structured planning tasks software organises efficiently.
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.
Managing corporate bookings and events
staying humanThe value here is that a specific person handles corporate bookings and stands behind it. That is earned, not computed.
importance 70 · 1221/00Source: “Manage corporate bookings and events.” (UK task statement)
How this row was scored
Exposure score: 39 out of 100 (32–46 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; the value is that a specific person does it.
The rating behind it: Booking administration and quotes are easily automated, though corporate clients still want a named contact.
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.
Planning details of banquets with clients
staying humanThe value here is that a specific person handles details of banquets and stands behind it. That is earned, not computed.
importance 70 · 1221/00Source: “Plan details of banquets with clients.” (UK task statement)
How this row was scored
Exposure score: 39 out of 100 (32–46 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; the value is that a specific person does it.
The rating behind it: Menus, timings and layouts are easy to draft, but banquet planning happens in conversation with the client.
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.
Ensuring compliance with health and safety regulations
staying humanThe ratings behind this row put compliance well outside what today's tools can do on their own.
importance 80 · 1221/00Source: “Ensure compliance with health and safety regulations.” (UK task statement)
How this row was scored
Exposure score: 38 out of 100 (31–45 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Policies and records can be produced automatically, but keeping a hotel safe means someone checking and fixing what they find.
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.
Managing security arrangements for the building
staying humanThe ratings behind this row put security arrangements well outside what today's tools can do on their own.
importance 80 · 1221/00Source: “Manage security arrangements for the building.” (UK task statement)
How this row was scored
Exposure score: 33 out of 100 (26–40 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: mistakes that are cheap to catch.
The rating behind it: Security planning and procedures can be drafted, though putting them in place depends on the actual building.
The five ratings: output a model can produce 2/4 · needs a body in a room 1/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Coordinating front-desk activities of hotels or motels
staying humanThis work happens in the physical world: front-desk activities of hotels, in a real place. Software cannot follow it there.
importance 80 · 1221/00Source: “Coordinate front-desk activities of hotels or motels.” (UK task statement)
How this row was scored
Exposure score: 32 out of 100 (25–39 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: Rotas and procedures can be generated, though running a reception day to day means being there.
The five ratings: output a model can produce 3/4 · needs a body in a room 2/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Ensuring compliance with licensing laws and other legal regulations
staying humanThe rules require a named, qualified person to answer for compliance, and that person cannot be a piece of software.
importance 80 · 1221/00Source: “Ensure compliance with licensing laws and other legal regulations.” (UK task statement)
How this row was scored
Exposure score: 32 out of 100 (25–39 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; someone qualified has to answer for it.
The rating behind it: Licence conditions and deadlines can be tracked automatically, but alcohol sales must be authorised by a named personal licence holder.
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 0/4 · how much data exists 3/4.
Recruiting new employees to provide exceptional guest services
staying humanThe value here is that a specific person handles new employees and stands behind it. That is earned, not computed.
importance 70 · 1221/00Source: “Recruit new employees to provide exceptional guest services.” (UK task statement)
How this row was scored
Exposure score: 30 out of 100 (23–37 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; the value is that a specific person does it.
The rating behind it: Adverts and shortlisting can be automated, yet hiring decisions turn on meeting candidates.
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.
Conducting workplace risk assessments to ensure safety and compliance
staying humanThis work happens in the physical world: workplace risk assessments, in a real place. Software cannot follow it there.
importance 70 · 1221/00Source: “Conduct workplace risk assessments to ensure safety and compliance.” (UK task statement)
How this row was scored
Exposure score: 25 out of 100 (18–32 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: A draft assessment can be generated from templates, but the real risks are found by walking the premises.
The five ratings: output a model can produce 2/4 · needs a body in a room 2/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Overseeing accommodation services to ensure quality and efficiency
staying humanThis work happens in the physical world: accommodation services, in a real place. Software cannot follow it there.
importance 80 · 1221/00Source: “Oversee accommodation services to ensure quality and efficiency.” (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: Quality oversight relies on seeing the rooms and the service as guests experience them.
The five ratings: output a model can produce 2/4 · needs a body in a room 2/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Coordinating with fire officers to implement safety measures
staying humanThe value here is that a specific person handles fire officers and stands behind it. That is earned, not computed.
importance 70 · 1221/00Source: “Coordinate with fire officers to implement safety measures.” (UK task statement)
How this row was scored
Exposure score: 23 out of 100 (16–30 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the value is that a specific person does it.
The rating behind it: Fire safety measures are documented, but agreeing and applying them with fire officers happens in the building.
The five ratings: output a model can produce 2/4 · needs a body in a room 1/4 · needs an accountable person 1/4 · needs to be trusted in the moment 2/4 · how much data exists 2/4.
Managing maintenance of hotel equipment and facilities to ensure guest comfort
staying humanThis work happens in the physical world: maintenance of hotel equipment, in a real place. Software cannot follow it there.
importance 80 · 1221/00Source: “Manage maintenance of hotel equipment and facilities to ensure guest comfort.” (UK task statement)
How this row was scored
Exposure score: 21 out of 100 (14–28 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: Maintenance planning can be scheduled digitally, but keeping equipment working needs people on site.
The five ratings: output a model can produce 2/4 · needs a body in a room 2/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 2/4.
Managing temporary or permanent accommodation facilities
staying humanThis work happens in the physical world: temporary, in a real place. Software cannot follow it there.
importance 80 · 1221/00Source: “Manage temporary or permanent accommodation facilities.” (UK task statement)
How this row was scored
Exposure score: 21 out of 100 (14–28 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: Running accommodation combines admin software can do with constant on-site problem-solving it cannot.
The five ratings: output a model can produce 2/4 · needs a body in a room 2/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 2/4.
Monitoring staff performance and providing feedback
staying humanThe value here is that a specific person handles staff performance and stands behind it. That is earned, not computed.
importance 80 · 1221/00Source: “Monitor staff performance and provide feedback.” (UK task statement)
How this row was scored
Exposure score: 21 out of 100 (17–25 allowing for uncertainty): low exposure, high confidence.
Why it sits in this group: the value is that a specific person does it.
The rating behind it: Feedback lands when it comes from a manager the person trusts and works alongside.
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 stock and managing refurbishments and furnishings
staying humanThis work happens in the physical world: stock, in a real place. Software cannot follow it there.
importance 70 · 1221/00Source: “Oversee stock and manage refurbishments and furnishings.” (UK task statement)
How this row was scored
Exposure score: 21 out of 100 (14–28 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: Stock lists can be kept automatically, but choosing and fitting out furnishings happens on the premises.
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.
Resolving guest-related issues and troubleshooting service problems to enhance customer satisfaction
staying humanThis work happens in the physical world: guest-related issues, in a real place. Software cannot follow it there.
importance 90 · 1221/00Source: “Resolve guest-related issues and troubleshoot service problems to enhance customer satisfaction.” (UK task statement)
How this row was scored
Exposure score: 20 out of 100 (13–27 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world; the value is that a specific person does it.
The rating behind it: Fixing a service problem usually means acting on site and smoothing things over with the guest.
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.
Managing site maintenance to ensure guest satisfaction and safety
staying humanThis work happens in the physical world: site maintenance, in a real place. Software cannot follow it there.
importance 80 · 1221/00Source: “Manage site maintenance to ensure guest satisfaction and safety.” (UK task statement)
How this row was scored
Exposure score: 19 out of 100 (12–26 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: Site upkeep is planned on paper and delivered physically around the property.
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 1/4 · how much data exists 2/4.
Conferring and cooperating with other managers to ensure coordination of hotel activities
staying humanThe value here is that a specific person handles other managers and stands behind it. That is earned, not computed.
importance 80 · 1221/00Source: “Confer and cooperate with other managers to ensure coordination of hotel activities.” (UK task statement)
How this row was scored
Exposure score: 17 out of 100 (10–24 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: Keeping departments aligned happens in live conversation between managers who know each other.
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 2/4 · how much data exists 2/4.
Greeting and checking in guests
staying humanThis work happens in the physical world: guests, in a real place. Software cannot follow it there.
importance 90 · 1221/00Source: “Greet and check in guests.” (UK task statement)
How this row was scored
Exposure score: 10 out of 100 (3–17 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world; the value is that a specific person does it.
The rating behind it: Check-in can be automated, yet greeting arriving guests in person is much of what the job is.
The five ratings: output a model can produce 2/4 · needs a body in a room 3/4 · needs an accountable person 0/4 · needs to be trusted in the moment 2/4 · how much data exists 3/4.
Training staff in specific job roles to enhance performance
staying humanThis work happens in the physical world: staff, in a real place. Software cannot follow it there.
importance 80 · 1221/00Source: “Train staff in specific job roles to enhance performance.” (UK task statement)
How this row was scored
Exposure score: 9 out of 100 (5–13 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: Training someone in a job role means showing them at the machine and watching them try.
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.
Inspecting sanitary conditions at public facilities for health compliance
staying humanThis work happens in the physical world: sanitary conditions, in a real place. Software cannot follow it there.
importance 70 · 1221/00Source: “Inspect sanitary conditions at public facilities for health compliance.” (UK task statement)
How this row was scored
Exposure score: 9 out of 100 (2–16 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world.
The rating behind it: Checking sanitary conditions means going into the facilities and looking at them.
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 3/4.
Inspecting properties to assess compliance with housing standards
staying humanThis work happens in the physical world: properties, in a real place. Software cannot follow it there.
importance 70 · 1221/00Source: “Inspect properties to assess compliance with housing standards.” (UK task statement)
How this row was scored
Exposure score: 8 out of 100 (4–12 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: 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: Assessing a property against housing standards means physically inspecting it.
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 0/4 · how much data exists 3/4.
Ensuring security of the building
staying humanThis work happens in the physical world: security, in a real place. Software cannot follow it there.
importance 80 · 1221/00Source: “Ensure security of the building.” (UK task statement)
How this row was scored
Exposure score: 7 out of 100 (3–11 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Building security means locks, patrols and physical presence rather than information.
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 2/4.
Supervising catering staff
staying humanThis work happens in the physical world: staff, in a real place. Software cannot follow it there.
importance 70 · 1221/00Source: “Supervise catering staff.” (UK task statement)
How this row was scored
Exposure score: 7 out of 100 (3–11 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The 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.
Observing and monitoring staff performance to ensure efficient operations and adherence to facility's policies and procedures
staying humanThis work happens in the physical world: staff performance, in a real place. Software cannot follow it there.
importance 80 · 1221/00Source: “Observe and monitor staff performance to ensure efficient operations and adherence to facility's policies and procedures.” (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: Watching how staff actually work requires being present with them.
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.
Supervising the work of cleaning staff to ensure maintenance of standards
staying humanThis work happens in the physical world: the work of cleaning staff, in a real place. Software cannot follow it there.
importance 80 · 1221/00Source: “Supervise the work of cleaning staff to ensure maintenance of standards.” (UK task statement)
How this row was scored
Exposure score: 6 out of 100 (0–13 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: work that happens in the physical world; the value is that a specific person does it.
The rating behind it: Supervising cleaning staff means being on site with them and holding standards in person.
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.
Meeting and greeting customers upon arrival at the hotel
staying humanThis work happens in the physical world: customers upon arrival, in a real place. Software cannot follow it there.
importance 90 · 1221/00Source: “Meet and greet customers upon arrival at the hotel.” (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: Meeting guests on arrival is being physically present to welcome 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 3/4 · how much data exists 2/4.
Inspecting guest rooms, public areas and grounds to assess cleanliness and appearance
staying humanThis work happens in the physical world: guest rooms, public areas and grounds, in a real place. Software cannot follow it there.
importance 80 · 1221/00Source: “Inspect guest rooms, public areas, and grounds to assess cleanliness and appearance.” (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: Judging whether a room is clean means walking in and looking at 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 2/4.
What this job pays, and how many people do it
- Median pay
- £36,400a year, before tax, the middle of the range, so half earn more and half earn less.ashe-t14, 2025 · ASHE 2025 provisional (reference April 2025)Provisional, because the ONS revises this figure in the autumn.
How we know this
Source: ashe-t14
Reference period: ASHE 2025 provisional (reference April 2025)
Rounding: Shown to the nearest £100. The exact published figure is in the downloadable dataset. We do not render pounds the survey cannot support.
- People doing this job
- 41,300in 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: financial records in, a record out. The rows above are exactly that shape: controlling expenditure to maintain financial stability and maintaining financial records and accounts to oversee hotel operations. What it cannot do is be there in the room, and that is still where customers upon arrival 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. Controlling expenditure to maintain financial stability is going; meeting and greeting customers upon arrival at the hotel is not.
So, given all that: 25% of this job's task weight sits in rows the software is already learning, 19% in rows that change shape rather than disappear, and 56% in rows it is nowhere near. That is the position, measured across 54 scored tasks. It is not a forecast about you.
The occupation is an average and you are not, so the first job below is finding out where your own week actually sits.
This week: one thing
Print the task ledger above and put your own hours next to each row. Roughly, in pen, in one sitting. Then look at which group your hours actually pile up in. Twenty minutes, this week.
- What you end up holding
- your own week, on one page, sorted into what is shifting and what is not
- How long it takes
- about twenty minutes
If printing it isn’t practical: Read the rows off this page and write the same list on the back of an envelope. Same twenty minutes, same page, and it works just as well said out loud to someone who knows the job. The point is your hours next to the rows, not the paper it is on.
Over the next 90 days
Volunteer toward the durable end, visibly. Over the next ninety days put your hand up for the work in the bottom group (meeting and greeting customers upon arrival at the hotel) 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 meeting and greeting customers upon arrival at the hotel, 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 hotel and accommodation managers and proprietors (nearest by the work that AI is not taking, not by job title), and none of them survived. The closest was bed and breakfast and guest house owners and proprietors: only about 27% of its durable work is work you already do and there are far fewer of those jobs than of yours. Your own job splits about 25/75: 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 “address guests' requests to ensure a pleasant stay”, 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.
Bed and breakfast and guest house owners 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: “greet and check in guests”. Across the whole of both lists that adds up to about 27% 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 27% of that job's durable work is already yours, against the 35% I want to see before I will call something a route. This release publishes no median pay for that job, so I cannot show you what the move costs or pays. I do not recommend a move I cannot price. And it is a narrow door: about 8,500 of those jobs against 41,300 of yours (ONS via Nomis), 21% as many seats.
Catering and bar managers
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 18% of the work in that job the software is not taking.
Why I am not recommending it: You would be starting most of it from nothing: about 18% of the durable work in that job is work you do today, and the rest you would be learning while the bills carried on. It is a pay cut, in those words: £29,789 against your £36,419, 18.2% less (ASHE Table 14.7a, 2025 provisional (both)). Retraining to earn less is a decision, not advice.
Publicans and managers of licensed premises
Why it looked obvious: It came up as a near neighbour on the work AI is not taking: you already resolve customer complaints regarding accommodation services, and their equivalent is to investigate and resolve complaints regarding food quality, service, or accommodation. Across both published task lists that is about 11% of the durable work in that job.
Why I am not recommending it: You would be starting most of it from nothing: about 11% of the durable work in that job is work you do today, and the rest you would be learning while the bills carried on.
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: 25% of its task weight, across 54 scored tasks. Every row behind it is printed above with the source. Check ours; ignore theirs.
The whole-job doom story
Nothing on this page says this job ends. It says the mix inside it moves. Half the rows above are unchanged or changing shape, and the plan is about which half your week sits in. That is a very different problem, and a solvable one.
Panic-buying a course
Do the twenty-minute sorting exercise first. Most people who buy a course before they have done it buy the wrong one, and the free services listed below will tell you the same thing without charging for it.
The “obvious” next job everyone suggests
I checked the obvious moves and most of them did not survive. The reasons are printed with the routes above, including the pay and the gate. A move that fails on the numbers is worth knowing about so you can stop turning it over at night.
If you run a team doing this job
If you run a team doing this job, the conversation you owe them is the one on this page, and sooner than feels comfortable. Show them the ledger rather than a reassurance: the rows moving toward the software are controlling expenditure to maintain financial stability, 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 Lodging Managers 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
In US official statistics this job is counted as Lodging Managers. Pay and employment stay on this page’s own group; the task list and the scores do not cross over.
Your route through this
Where to go next, and what it costs
Free, and complete
The moves above cost nothing. These are the real services that go with them: public, government-funded, and free at the point of use. Nothing on this page is behind an email address or a payment.
In England:
A free hour with a government-funded careers adviser is worth more than another evening of reading. In England that's the National Careers Service.
Free, government-funded
In England:
National Careers Service - Find a course
Search what's actually running near you before you spend anything.
Free to search; individual courses vary
In England:
Free courses for jobs (Level 3 qualifications)
A free Level 3 qualification you already qualify for beats a paid course you don't need.
Free for eligible adults
In England:
Free, up to 16 weeks, and you get a job interview at the end. In England these are Skills Bootcamps - search what's running near you.
Free for eligible adults in England
In Scotland:
My World of Work (Skills Development Scotland)
In Scotland it's My World of Work, from Skills Development Scotland.
Free, publicly funded
In Wales:
In Wales it's Careers Wales.
Free, Welsh Government-funded
In Northern Ireland:
Careers Service Northern Ireland
In Northern Ireland it's the Careers Service on nidirect.
Free, Department for the Economy-funded
No Space for this job, but one for what is happening to it
Nothing Collab365 runs is built for hotel / accommodation managers / proprietors, 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 25% 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 hotel / accommodation managers / proprietors. 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 hotel / accommodation managers / proprietors launches. Nothing else.
That did not look like an email address, so nothing was saved. Have another go below.
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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 Hotel and accommodation managers and proprietors?
- Not as a job, but it is already doing parts of the work. Across the 54 official task statements scored for Hotel and accommodation managers and proprietors (United Kingdom, SOC 1221), 25% of the importance-weighted core work is made of tasks today's AI could already do most of. The overall exposure score is 40 out of 100 (range 34–46, 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 “Hotel and accommodation managers and proprietors” can AI already do?
- The highest-scoring tasks in release 2026-q4.1 are: “Analyse market trends to adjust pricing and stock levels accordingly” (93/100, very high); “Set room rates to optimise revenue” (93/100, very high); “Control expenditure to maintain financial stability” (83/100, 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 “Hotel and accommodation managers and proprietors” stay human?
- About 56% 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: “Inspect guest rooms, public areas, and grounds to assess cleanliness and appearance” (0/100, minimal); “Meet and greet customers upon arrival at the hotel” (0/100, minimal); “Supervise the work of cleaning staff to ensure maintenance of standards” (6/100, 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 “Hotel and accommodation managers and proprietors” do about AI?
- Start from the ledger rather than the headline: 25% of this job's weighted core work is exposed, and roughly 56% 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 Hotel and accommodation managers and proprietors calculated?
- Each official task statement for the occupation is rated on five published 0–4 dimensions (output replicability, physical embodiment, licensed accountability, real-time human trust, and data availability) by claude-opus-5 using scoring prompt task_scoring_v1.0. The model never writes the score; a published formula turns the five ratings into a 0–100 number, so every score can be recomputed by hand. The occupation figure is the importance-weighted mean across 54 scored tasks. The prompt, the rubric, the formula and the full dataset are published at https://futureproof.collab365.com/method and https://futureproof.collab365.com/data/2026-q4.1 under CC BY 4.0.
Where these numbers come from
About the data on this page
- Provisional, because the ONS revises this figure in the autumn.
- This headcount comes from a survey, not a census, so treat it as a good estimate rather than an exact count.
- The match between this job and its counterpart in the other country is partial, so the two pages count slightly different groups of people.
- 20 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.
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.