UK dataswitch to US
Hairdressing and beauty salon managers and proprietors
addressing customer enquiries and complaints promptly and effectively, talking to customers to convey information about events or activities and training staff in the sale of products. 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: coordinating facility schedules to maximise usage and efficiency. That is a slice of tasks, not of you.
That slice is not coming back; the core of the job, conducting stocktakes to verify supply levels in retail and service environments, stays yours. New tools, same person answering for it.
Your week, as this page understands it
Hairdressing and beauty salon managers and proprietors plan, organise, direct and co-ordinate the activities and resources of hairdressing and nail salons, beauty treatment, pet grooming and similar establishments. The job title says “hairdressing”, “beauty salon managers” or “proprietors”: officially one job, several names. The real job is the part underneath: conducting stocktakes to verify supply levels in retail and service environments. 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 hairdressing and beauty salon managers and proprietors is not one task. It is 50 scored ones, and they are nowhere near equally exposed. The most durable of them, on this evidence, is conducting stocktakes to verify supply levels in retail and service environments, and the ledger below shows exactly why.
Where the work sits, by task weight
- shifting to AI
- 26%
- changing shape
- 16%
- staying human
- 58%
These bars are tasks changing hands, not people being counted out. The ledger below shows which.
Whole-job exposure score 39 out of 100 (33–45 allowing for uncertainty): low exposure, across 50 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 hairdressing and beauty salon 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.
- 26 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
13 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.
Arranging appointments for clients and staff across various sectors
This is reading one thing and writing another: appointments in, a record out. That is the shape today's tools are built for.
importance 85 · 1253/01Source: “Arrange appointments for clients and staff across various sectors.” (UK task statement)
How this row was scored
Exposure score: 85 out of 100 (81–89 allowing for uncertainty): very high exposure, high confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Booking appointments is scheduling work that online systems already do from start to finish.
The five ratings: output a model can produce 4/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 4/4.
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 · 1253/01Source: “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 facility schedules to maximise usage and efficiency
This is reading one thing and writing another: facility schedules in, a record out. That is the shape today's tools are built for.
importance 80 · 1253/01Source: “Coordinate facility schedules to maximise usage and efficiency.” (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: Booking rooms and staff to fill the diary is a scheduling problem software solves 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.
Ordering supplies to maintain salon operations
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 · 1253/01Source: “Order supplies to maintain salon operations.” (UK task statement)
How this row was scored
Exposure score: 75 out of 100 (68–82 allowing for uncertainty): high exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Reordering stock from usage and sales figures is routine ordering that software already handles.
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.
Changing shape
8 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.
Informing staff of performance expectations
The software now makes the first pass at staff of performance expectations, but the part that matters is a person saying it and standing behind it. So the job becomes checking and deciding rather than producing.
importance 85 · 1253/01Source: “Inform staff of performance expectations.” (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: Setting out what is expected of staff is easy to draft, but it lands better said face to face.
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.
Listening to and resolving customer complaints regarding services
The software now makes the first pass at and resolving customer complaints regarding services, but the part that matters is a person saying it and standing behind it. So the job becomes checking and deciding rather than producing.
importance 85 · 1253/02Source: “Listen to and resolve customer complaints regarding services, products, or personnel.” (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: Automated service handles most complaints well, though an upset customer often wants a person to take it seriously.
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.
Explaining company policies and procedures to workers
The software now makes the first pass at company policies, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 85 · 1253/02Source: “Explain company policies and procedures to workers.” (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: Turning company policy into a clear explanation is writing work, though the briefing usually happens in person.
The five ratings: output a model can produce 3/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Staying human
29 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.
Addressing customer enquiries and complaints promptly and effectively
The value here is that a specific person handles customer enquiries and stands behind it. That is earned, not computed.
importance 90 · 1253/01Source: “Address customer enquiries and complaints promptly and effectively.” (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: Most enquiries and complaints follow familiar patterns software can answer, though some customers want a 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.
Recruiting, interviewing or employ employees to provide quality beauty services
The value here is that a specific person handles employ employees and stands behind it. That is earned, not computed.
importance 85 · 1253/01Source: “Recruit, interview, or employ employees to provide quality beauty 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 are easy to automate, but judging whether someone suits a small salon team happens in the interview.
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.
Training staff to deliver a high standard of customer service
The value here is that a specific person handles staff and stands behind it. That is earned, not computed.
importance 85 · 1253/01Source: “Train staff to deliver a high standard of customer service.” (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: Training material is easy to produce, but coaching staff on how they handle customers happens in person.
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.
Show the other 40 tasks
Recording daily cash flow as part of accounting duties
shifting to AIThis is reading one thing and writing another: cash flow in, a record out. That is the shape today's tools are built for.
importance 75 · 1253/01Source: “Record daily cash flow as part of accounting duties.” (UK task statement)
How this row was scored
Exposure score: 88 out of 100 (84–92 allowing for uncertainty): very high exposure, high confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Recording daily takings is standard bookkeeping that software does reliably, with an accountant checking later.
The five ratings: output a model can produce 4/4 · needs a body in a room 0/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 4/4.
Maintaining treatment records
shifting to AIThis is reading one thing and writing another: treatment records in, a record out. That is the shape today's tools are built for.
importance 75 · 1253/01Source: “Maintain treatment records.” (UK task statement)
How this row was scored
Exposure score: 81 out of 100 (74–88 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: Salon treatment records follow a set form software keeps easily; they are business records, not clinical notes held by a registered professional.
The five ratings: output a model can produce 4/4 · needs a body in a room 0/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Preparing financial statements and accounts
shifting to AIThis is reading one thing and writing another: financial statements in, a record out. That is the shape today's tools are built for.
importance 70 · 1253/01Source: “Prepare financial statements and accounts.” (UK task statement)
How this row was scored
Exposure score: 81 out of 100 (74–88 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: Salon accounts are prepared from bookkeeping data software handles well, and no licensed professional is needed to produce them.
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.
Planning spa services and programmes
shifting to AIThis is reading one thing and writing another: spa services in, a record out. That is the shape today's tools are built for.
importance 75 · 1253/01Source: “Plan spa services and programmes.” (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: Designing a service menu and programme is planning and writing 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.
Establishing spa budgets
shifting to AIThis is reading one thing and writing another: spa budgets in, a record out. That is the shape today's tools are built for.
importance 70 · 1253/01Source: “Establish spa budgets.” (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 budget from past figures is a spreadsheet job software does well.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Maintaining client databases
shifting to AIThis is reading one thing and writing another: client databases in, a record out. That is the shape today's tools are built for.
importance 70 · 1253/01Source: “Maintain client databases.” (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: Keeping client records tidy and current is straightforward data work software already does.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Determining production schedules and staff requirements necessary to ensure timely delivery of services
shifting to AIThis is reading one thing and writing another: production schedules in, a record out. That is the shape today's tools are built for.
importance 75 · 1253/02Source: “Determine production schedules and staff requirements necessary to ensure timely delivery of services.” (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: Production schedules and staffing levels follow from expected covers and recorded prep times.
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.
Identifying professional development needs for new techniques and business practices
shifting to AIThis is reading one thing and writing another: professional development needs in, a record out. That is the shape today's tools are built for.
importance 75 · 1253/01Source: “Identify professional development needs for new techniques and business practices.” (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: Working out which skills the team needs next is research and planning 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 1/4 · how much data exists 3/4.
Verifying and maintaining staff documentation related to recruitment and training
shifting to AIThis is reading one thing and writing another: staff documentation in, a record out. That is the shape today's tools are built for.
importance 75 · 1253/01Source: “Verify and maintain staff documentation related to recruitment and training.” (UK task statement)
How this row was scored
Exposure score: 61 out of 100 (54–68 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: Keeping recruitment and training records is straightforward admin, though right-to-work checks need someone to see the documents.
The five ratings: output a model can produce 4/4 · 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.
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 75 · 1253/01Source: “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.
Implementing salon business systems and processes to comply with legal and local regulations
changing shapeThe software now makes the first pass at salon business systems, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 80 · 1253/01Source: “Implement salon business systems and processes to comply with legal and local regulations.” (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: Writing policies and processes to meet legal and licensing rules is well-documented desk work.
The five ratings: output a model can produce 3/4 · needs a body in a room 1/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Implementing data protection measures to adhere to industry requirements
changing shapeThe software now makes the first pass at data protection measures, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 70 · 1253/01Source: “Implement data protection measures to adhere to industry requirements, treatment protocols, and manufacturers' instructions.” (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: Data protection duties and treatment protocols are well documented, so the policies and records are easy to produce.
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.
Explaining goals, policies or procedures to staff members
changing shapeThe software now makes the first pass at goals, policies or procedures, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 80 · 1253/01Source: “Explain goals, policies, or procedures to staff members.” (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: Written policy explanations are simple to produce, though telling staff in person is part of the job.
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.
Informing workers about interests or special needs of specific groups
changing shapeThe software now makes the first pass at workers, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 70 · 1253/02Source: “Inform workers about interests or special needs of specific groups.” (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: Briefing staff on a group’s needs is straightforward information passing, usually written.
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.
Talking to customers to convey information about events or activities
staying humanThe ratings behind this row put customers well outside what today's tools can do on their own.
importance 80 · 1253/02Source: “Talk to customers to convey information about events or activities.” (UK task statement)
How this row was scored
Exposure score: 37 out of 100 (30–44 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: The information is easy to prepare, but the job here is the conversation itself with a customer.
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.
Contacting new or existing customers to discuss how specific products or services can meet their needs
staying humanThe value here is that a specific person handles new or existing customers and stands behind it. That is earned, not computed.
importance 70 · 1253/01Source: “Contact new or existing customers to discuss how specific products or services can meet their needs.” (UK task statement)
How this row was scored
Exposure score: 35 out of 100 (28–42 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the value is that a specific person does it.
The rating behind it: This is a consultative conversation that depends on the person having it.
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.
Offering aftercare and product advice following advanced manual and technical therapies
staying humanThe value here is that a specific person handles aftercare and stands behind it. That is earned, not computed.
importance 70 · 1253/01Source: “Offer aftercare and product advice following advanced manual and technical therapies.” (UK task statement)
How this row was scored
Exposure score: 34 out of 100 (27–41 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; the value is that a specific person does it.
The rating behind it: Aftercare advice is well documented, but it is given to a client who has just had treatment and wants reassurance.
The five ratings: output a model can produce 3/4 · needs a body in a room 1/4 · needs an accountable person 1/4 · needs to be trusted in the moment 2/4 · how much data exists 3/4.
Training staff in the sale of products
staying humanThe value here is that a specific person handles staff and stands behind it. That is earned, not computed.
importance 80 · 1253/01Source: “Train staff in the sale of products, programmes, or activities.” (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: Course material writes itself easily; getting staff to actually change how they sell needs a person.
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.
Recruiting new employees to provide quality hairdressing services
staying humanThe value here is that a specific person handles new employees and stands behind it. That is earned, not computed.
importance 85 · 1253/02Source: “Recruit new employees to provide quality hairdressing 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: Job adverts and screening are easy to automate, but hiring a stylist rests on meeting them and seeing them work.
The five ratings: output a model can produce 2/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 2/4 · how much data exists 3/4.
Performing and implementing risk assessment protocols in relation to the environment
staying humanThe ratings behind this row put risk assessment protocols well outside what today's tools can do on their own.
importance 65 · 1253/01Source: “Perform and implement risk assessment protocols in relation to the environment, treatments and client risk, liaising with non-health care and health care practitioners when required.” (UK task statement)
How this row was scored
Exposure score: 28 out of 100 (21–35 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: mistakes that are cheap to catch.
The rating behind it: Risk assessment methods are documented, but judging a specific client's risk needs seeing them and talking to health practitioners.
The five ratings: output a model can produce 2/4 · needs a body in a room 1/4 · needs an accountable person 1/4 · needs to be trusted in the moment 1/4 · how much data exists 2/4.
Enforcing disciplinary actions for performance issues to ensure service quality
staying humanThe value here is that a specific person handles disciplinary actions and stands behind it. That is earned, not computed.
importance 80 · 1253/02Source: “Enforce disciplinary actions for performance issues to ensure service quality.” (UK task statement)
How this row was scored
Exposure score: 28 out of 100 (21–35 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; the value is that a specific person does it.
The rating behind it: Letters and process steps are easy to draft, but a disciplinary meeting turns on how it is handled with that person.
The five ratings: output a model can produce 2/4 · needs a body in a room 0/4 · needs an accountable person 1/4 · needs to be trusted in the moment 3/4 · how much data exists 3/4.
Assessing employee performance and suggest ways to improve work
staying humanThe value here is that a specific person handles employee performance and stands behind it. That is earned, not computed.
importance 80 · 1253/01Source: “Assess employee performance and suggest ways to improve work.” (UK task statement)
How this row was scored
Exposure score: 26 out of 100 (19–33 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the value is that a specific person does it.
The rating behind it: Judging how someone is doing at work depends on watching them and knowing them, not on records alone.
The five ratings: output a model can produce 2/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 2/4 · how much data exists 2/4.
Managing staff to optimise performance and service delivery
staying humanThe value here is that a specific person handles staff and stands behind it. That is earned, not computed.
importance 85 · 1253/01Source: “Manage staff to optimise performance and service delivery.” (UK task statement)
How this row was scored
Exposure score: 24 out of 100 (17–31 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; the value is that a specific person does it.
The rating behind it: Rotas and reports are easy to produce; getting the best from a team depends on the relationship.
The five ratings: output a model can produce 2/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 3/4 · how much data exists 3/4.
Designing advanced body technical therapy treatments to meet bespoke treatment objectives
staying humanThe value here is that a specific person handles advanced body technical therapy treatments and stands behind it. That is earned, not computed.
importance 60 · 1253/01Source: “Design advanced body technical therapy treatments to meet bespoke treatment objectives.” (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: Designing a bespoke treatment plan depends on what the therapist sees and feels on the client.
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.
Staying informed of changes affecting workers or operations by meeting with managers or supervisors
staying humanThe ratings behind this row put informed of changes affecting workers well outside what today's tools can do on their own.
importance 75 · 1253/02Source: “Stay informed of changes affecting workers or operations by meeting with managers or supervisors.” (UK task statement)
How this row was scored
Exposure score: 21 out of 100 (14–28 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the five ratings behind the score, with no single dominant reason.
The rating behind it: Keeping yourself up to date by meeting managers is something you have to do yourself; summaries are no substitute.
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 1/4 · how much data exists 2/4.
Conducting training sessions on operational procedures for operations staff
staying humanThis work happens in the physical world: sessions, in a real place. Software cannot follow it there.
importance 80 · 1253/02Source: “Conduct training sessions on operational procedures for operations staff.” (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: Materials can be drafted easily, but running the session and answering staff in the room is done in person.
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.
Maintaining safe working methods to comply with legal and industry standards
staying humanThis work happens in the physical world: safe working methods, in a real place. Software cannot follow it there.
importance 85 · 1253/01Source: “Maintain safe working methods to comply with legal and industry standards.” (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: the same decision, made over and over; mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: The rules are written down and easy to summarise, but working safely mostly means doing things properly at the desk.
The five ratings: output a model can produce 3/4 · 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.
Monitoring operations to ensure health and safety standards are met
staying humanThis work happens in the physical world: operations, in a real place. Software cannot follow it there.
importance 80 · 1253/01Source: “Monitor operations to ensure health and safety standards are met.” (UK task statement)
How this row was scored
Exposure score: 15 out of 100 (8–22 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world.
The rating behind it: Safety standards are written down, but a salon owner has to be there watching how treatments and equipment are actually handled.
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.
Overseeing the maintenance and repair of facility infrastructure to ensure operational efficiency
staying humanThis work happens in the physical world: the maintenance, in a real place. Software cannot follow it there.
importance 70 · 1253/01Source: “Oversee the maintenance and repair of facility infrastructure to ensure operational efficiency.” (UK task statement)
How this row was scored
Exposure score: 14 out of 100 (7–21 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Keeping a salon's fittings working means checking them in person and arranging tradespeople.
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 1/4 · how much data exists 2/4.
Seeking sales of new or additional services or products
staying humanThis work happens in the physical world: sales of new or additional services or products, in a real place. Software cannot follow it there.
importance 80 · 1253/01Source: “Seek sales of new or additional services or products.” (UK task statement)
How this row was scored
Exposure score: 11 out of 100 (4–18 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: work that happens in the physical world; the value is that a specific person does it.
The rating behind it: Selling extra treatments happens face to face with a client in the chair, which needs the person there.
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.
Motivating the sales team to hit and exceed their targets and ensuring company profitability
staying humanThis work happens in the physical world: the sales team, in a real place. Software cannot follow it there.
importance 75 · 1253/01Source: “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 (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: 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.
Observing and evaluating workers' appearance and performance to ensure quality service and compliance with specifications
staying humanThis work happens in the physical world: workers' appearance, in a real place. Software cannot follow it there.
importance 80 · 1253/02Source: “Observe and evaluate workers' appearance and performance to ensure quality service and compliance with specifications.” (UK task statement)
How this row was scored
Exposure score: 7 out of 100 (0–14 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Judging how staff look and perform means watching them work on the floor.
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.
Supervising team members to ensure task completion
staying humanThis work happens in the physical world: team members, in a real place. Software cannot follow it there.
importance 85 · 1253/01Source: “Supervise team members to ensure task completion.” (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 a gang means being there to see the work as it 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 2/4 · how much data exists 2/4.
Completing advanced consultations, in-depth client lifestyle profiling
staying humanThis work happens in the physical world: advanced consultations, in a real place. Software cannot follow it there.
importance 75 · 1253/01Source: “Complete advanced consultations including in-depth client lifestyle profiling, to build and maintain the clients trust, establishing suitability for treatment and providing solutions for improving the condition of the clients physical appearance and emotional welfare, to design bespoke treatment plans.” (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: The consultation is a face-to-face conversation where trust and looking closely at the client's skin decide the treatment plan.
The five ratings: output a model can produce 1/4 · needs a body in a room 2/4 · needs an accountable person 1/4 · needs to be trusted in the moment 3/4 · how much data exists 1/4.
Contributing to business's financial viability and effectiveness through improved treatment results
staying humanThis work happens in the physical world: business's financial viability, in a real place. Software cannot follow it there.
importance 75 · 1253/01Source: “Contribute to business's financial viability and effectiveness through improved treatment results.” (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: Better treatment results come from what happens in the treatment room, which needs a therapist’s hands.
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.
Conducting stocktakes to verify supply levels in retail and service environments
staying humanThis work happens in the physical world: stocktakes, in a real place. Software cannot follow it there.
importance 80 · 1253/01Source: “Conduct stocktakes to verify supply levels in retail and service environments.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world.
The rating behind it: Counting stock on shelves is done by walking the shop with a scanner.
The five ratings: output a model can produce 1/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Inspecting spa equipment to ensure proper functioning
staying humanThis work happens in the physical world: spa equipment, in a real place. Software cannot follow it there.
importance 75 · 1253/01Source: “Inspect spa equipment to ensure proper functioning.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Checking that spa equipment works means physically testing 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.
Implementing and performing treatments using techniques like micro-current
staying humanThis work happens in the physical world: treatments, in a real place. Software cannot follow it there.
importance 65 · 1253/01Source: “Implement and perform treatments using techniques like micro-current, microdermabrasion, and LED light to improve facial skin and muscle condition.” (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: These facial treatments are applied to a client's skin with a machine in your hands, so they must be done in person.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 1/4 · needs to be trusted in the moment 2/4 · how much data exists 2/4.
Inspecting supplies, equipment or work areas to ensure conformance to established standards
staying humanThis work happens in the physical world: supplies, equipment or work areas, in a real place. Software cannot follow it there.
importance 75 · 1253/02Source: “Inspect supplies, equipment, or work areas to ensure conformance to established standards.” (UK task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Checking supplies, equipment and work areas means walking the kitchen and looking at them.
The five ratings: output a model can produce 1/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Assisting in or performing more complex tasks
staying humanThis work happens in the physical world: or performing more complex tasks, in a real place. Software cannot follow it there.
importance 70 · 1253/02Source: “Assist in or perform more complex tasks than those supervised.” (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: Stepping in on the harder treatments means doing them yourself.
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 1/4.
What this job pays, and how many people do it
- Median pay
- £29,700a 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
- 20,400in 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: facility schedules in, a record out. The rows above are exactly that shape: coordinating facility schedules to maximise usage and efficiency and arranging appointments for clients and staff across various sectors. What it cannot do is be there in the room, and that is still where stocktakes get done. Which is why this page talks about your tasks changing, not your job ending.
Your move
Over a pint: what I’d tell you if you were my friend
Your week is splitting in two, and which half fills it is the whole question. Coordinating facility schedules to maximise usage and efficiency is going; conducting stocktakes to verify supply levels in retail and service environments is not.
So, given all that: 26% of this job's task weight sits in rows the software is already learning, 16% in rows that change shape rather than disappear, and 58% in rows it is nowhere near. That is the position, measured across 50 scored tasks. It is not a forecast about you.
The occupation is an average and you are not, so the first job below is finding out where your own week actually sits.
This week: one thing
Print the task ledger above and put your own hours next to each row. Roughly, in pen, in one sitting. Then look at which group your hours actually pile up in. Twenty minutes, this week.
- What you end up holding
- your own week, on one page, sorted into what is shifting and what is not
- How long it takes
- about twenty minutes
If printing it isn’t practical: Read the rows off this page and write the same list on the back of an envelope. Same twenty minutes, same page, and it works just as well said out loud to someone who knows the job. The point is your hours next to the rows, not the paper it is on.
Over the next 90 days
Volunteer toward the durable end, visibly. Over the next ninety days put your hand up for the work in the bottom group (conducting stocktakes to verify supply levels in retail and service environments) and let people see you doing it. Not a new project: the same job, with your mix deliberately tilted. The point is that when the rota or the reorganisation comes, the version of you people picture is the one doing the part that stays.
Over the next 12 months
Claim a specialism at the durable end and let the other end go. Over a year, deliberately become the person who handles conducting stocktakes to verify supply levels in retail and service environments, 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 hairdressing and beauty salon managers and proprietors (nearest by the work that AI is not taking, not by job title), and none of them survived. The closest was residential, day and domiciliary care managers and proprietors: only about 20% of its durable work is work you already do. And on the numbers you do not need one. This job scores 39/100 here, with only 26% of the task list in the top band, and “address customer enquiries and complaints promptly and effectively” 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.
Residential, day and domiciliary care 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: “observe and evaluate workers' appearance and performance to ensure quality service and compliance with specifications”. Across the whole of both lists that adds up to about 20% 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 20% of the durable work in that job is work you do today, and the rest you would be learning while the bills carried on.
Customer service supervisors
Why it looked obvious: It came up as a near neighbour because one of your tasks is on their list in the same words: “train staff to deliver a high standard of customer service”. Across the whole of both lists that adds up to about 12% 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 12% of the durable work in that job is work you do today, and the rest you would be learning while the bills carried on.
Customer service managers
Why it looked obvious: It came up as a near neighbour on the work AI is not taking: you already conduct training sessions on operational procedures for operations staff, and their equivalent is to conduct training sessions on compliance policies and procedures for staff. Across both published task lists that is about 9% of the durable work in that job.
Why I am not recommending it: Almost none of it is work you already do: about 9% of the durable side of that job. That is a different job, not a next step.
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: 26% of its task weight, across 50 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 coordinating facility schedules to maximise usage and efficiency, 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 Entertainment and Recreation Managers, Except Gambling is the closest. The pay and employment figures are not directly comparable, and we do not average them together.
Switch to the United States page →partial match
The other groups this work is counted across:
In US official statistics this job is counted as Entertainment and Recreation Managers, Except Gambling, Personal Service Managers, All Other, Managers, All Other and Project Management Specialists. Pay is shown separately for each of those groups (medians cannot be averaged together), while the task list and the scores on this page are for this group only.
Your route through this
Where to go next, and what it costs
Free, and complete
The moves above cost nothing. These are the real services that go with them: public, government-funded, and free at the point of use. Nothing on this page is behind an email address or a payment.
In England:
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 hairdressing / beauty salon 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 26% 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 hairdressing / beauty salon 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 hairdressing / beauty salon 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 Hairdressing and beauty salon managers and proprietors?
- Not as a job, but it is already doing parts of the work. Across the 50 official task statements scored for Hairdressing and beauty salon managers and proprietors (United Kingdom, SOC 1253), 26% of the importance-weighted core work is made of tasks today's AI could already do most of. The overall exposure score is 39 out of 100 (range 33–45, 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 “Hairdressing and beauty salon managers and proprietors” can AI already do?
- The highest-scoring tasks in release 2026-q4.1 are: “Coordinate facility schedules to maximise usage and efficiency” (93/100, very high); “Record daily cash flow as part of accounting duties” (88/100, very high); “Arrange appointments for clients and staff across various sectors” (85/100, very high). Each score comes from five published 0–4 ratings turned into a number by a published formula, and each carries the model's one-sentence reason on the page.
- Which tasks in “Hairdressing and beauty salon managers and proprietors” stay human?
- About 58% 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: “Assist in or perform more complex tasks than those supervised” (0/100, minimal); “Inspect supplies, equipment, or work areas to ensure conformance to established standards” (0/100, minimal); “Implement and perform treatments using techniques like micro-current, microdermabrasion, and LED light to improve facial skin and muscle condition” (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 “Hairdressing and beauty salon managers and proprietors” do about AI?
- Start from the ledger rather than the headline: 26% of this job's weighted core work is exposed, and roughly 58% 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 Hairdressing and beauty salon 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 50 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.
- 26 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.