Will AI replace Personal Service Managers, All Other?

Not as a job, but it is already doing parts of the work. Across the 45 official task statements scored for Personal Service Managers, All Other (United States, SOC 11-9179), 34% of the importance-weighted core work is made of tasks today's AI could already do most of. The overall exposure score is 44 out of 100 (range 39–50, 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 “Personal Service Managers, All Other” can AI already do?

The highest-scoring tasks in release 2026-q4.1 are: “Develop marketing campaigns to promote a healthy lifestyle or participation in fitness or wellness programs” (83/100, very high); “Develop or implement marketing strategies” (83/100, very high); “Schedule guest appointments” (79/100, high). Each score comes from five published 0–4 ratings turned into a number by a published formula, and each carries the model's one-sentence reason on the page.

Which tasks in “Personal Service Managers, All Other” stay human?

About 50% 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: “Demonstrate proper operation of fitness equipment, such as resistance machines, cardio machines, free weights, or fitness assessment devices” (0/100, minimal); “Teach fitness classes to improve strength, flexibility, cardiovascular conditioning, or general fitness of participants” (0/100, minimal); “Manage or oversee fitness or recreation facilities, ensuring safe and clean facilities and equipment” (7/100, 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 “Personal Service Managers, All Other” do about AI?

Start from the ledger rather than the headline: 34% of this job's weighted core work is exposed, and roughly 50% 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 Personal Service Managers, All Other 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 45 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.

US dataswitch to UK

Personal Service Managers, All Other

responding to customer inquiries or complaints, developing or implementing marketing strategies and selling products, services or memberships. 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: scheduling guest appointments. That is a slice of tasks, not of you.

Your move: what you can actually do about this ↓

Where the work sits, by task weight

shifting to AI: 34%
changing shape: 15%
staying human: 50%

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

Whole-job exposure score 44 out of 100 (39–50 allowing for uncertainty): partial exposure, across 45 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 personal service managers, all other is rated on five dimensions: can a model produce the output, does the work need a body in a room, does it need a legally accountable person, does it depend on a person being trusted in the moment, and how much data exists. A published formula turns those five ratings into the score; the model never writes the number.

How the bar is built: Each task’s share of the bar is its published importance weight, so a task you do all day counts for more than one you do twice a year.

Release: 2026-q4.1, scores computed 2026-08-05. Read the full method.

That slice is not coming back; the core of the job, demonstrating proper operation of fitness equipment, stays yours. The tools change, the responsibility doesn't.

Your week, as this page understands it

All personal service managers not listed separately. The job title says “personal service managers” or “all other”: officially one job, two names. The real job is the part underneath: demonstrating proper operation of fitness equipment. 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 personal service managers, all other is not one task. It is 45 scored ones, and they are nowhere near equally exposed. The most durable of them, on this evidence, is demonstrating proper operation of fitness equipment, and the ledger below shows exactly why.

Where the work sits, by task weight

shifting to AI: 34%
changing shape: 15%
staying human: 50%

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

How we know this

How the bar is built: Each task’s share of the bar is its published importance weight, so a task you do all day counts for more than one you do twice a year.

Release: 2026-q4.1, scores computed 2026-08-05. Read the full method.

Your job, task by task

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

4 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

16 tasks

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

Maintaining wellness- and fitness-related schedules
This is reading one thing and writing another: wellness- in, a record out. That is the shape today's tools are built for.
importance 4 · Core
Source: “Maintain wellness- and fitness-related schedules, records, or reports.” (O*NET 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 schedules, records and reports up to date is desk work that software already 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.
Scheduling guest appointments
This is reading one thing and writing another: guest appointments in, a record out. That is the shape today's tools are built for.
importance 5 · Core
Source: “Schedule guest appointments.” (O*NET 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: Online booking systems already handle appointments at least as well as a person at a desk.
The five ratings: output a model can produce 4/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Maintaining client databases
This is reading one thing and writing another: client databases in, a record out. That is the shape today's tools are built for.
importance 5 · Core
Source: “Maintain client databases.” (O*NET 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.
Preparing or implementing budgets and strategic
This is reading one thing and writing another: budgets in, a record out. That is the shape today's tools are built for.
importance 4 · Core
Source: “Prepare or implement budgets and strategic, operational, purchasing, or maintenance plans.” (O*NET 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: Budgets and operating plans are built from figures in spreadsheets, which software drafts 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.

Changing shape

6 tasks

Tasks where the machine takes the producing and a person keeps the checking, the deciding, or the answering-for-it. For most jobs this is the biggest group, and it is where "transformation, not termination" is literally visible.

Responding to customer inquiries or complaints
The software now makes the first pass at customer inquiries, 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 5 · Core
Source: “Respond to customer inquiries or complaints.” (O*NET 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: Most replies follow familiar patterns software can draft, but an upset customer usually wants a person.
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.
Recommending or approving new program or service offerings to promote wellness and fitness
The software now makes the first pass at new program, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 4 · Core
Source: “Recommend or approve new program or service offerings to promote wellness and fitness, produce revenues, or minimize costs.” (O*NET 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: Software can model costs and suggest offerings, but deciding what the business will actually run stays with the manager.
The five ratings: output a model can produce 2/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Tracking attendance, participation or performance data related to wellness events
The software now makes the first pass at attendance, participation or performance data, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 4 · Core
Source: “Track attendance, participation, or performance data related to wellness events.” (O*NET task statement)
How this row was scored
Exposure score: 56 out of 100 (52–60 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: Attendance and participation figures are simple records software tracks well once people have signed in.
The five ratings: output a model can produce 3/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.

Staying human

23 tasks

Tasks that stay with a person, because they happen in the physical world, because the rules need someone accountable, or because the value is that a specific person does them.

Developing or coordinating fitness and wellness programs or services
The ratings behind this row put fitness well outside what today's tools can do on their own.
importance 4 · Core
Source: “Develop or coordinate fitness and wellness programs or services.” (O*NET task statement)
How this row was scored
Exposure score: 37 out of 100 (30–44 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Software can draft a program outline, but shaping it around this club's members and space still needs a manager.
The five ratings: output a model can produce 2/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Supervising fitness or wellness specialists
This work happens in the physical world: fitness, in a real place. Software cannot follow it there.
importance 4 · Core
Source: “Supervise fitness or wellness specialists, such as fitness instructors, nutritionists, or health educators.” (O*NET task statement)
How this row was scored
Exposure score: 11 out of 100 (7–15 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: Supervising instructors depends on watching them work and building a working relationship with them.
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.
Maintaining or arranging for maintenance of fitness equipment or facilities
This work happens in the physical world: maintenance of fitness equipment, in a real place. Software cannot follow it there.
importance 4 · Core
Source: “Maintain or arrange for maintenance of fitness equipment or facilities.” (O*NET 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 rating behind it: Arranging maintenance can be organized on screen, but checking and keeping equipment working needs someone 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 0/4 · how much data exists 3/4.

Show the other 35 tasks

Developing marketing campaigns to promote a healthy lifestyle or participation in fitness or wellness programs
shifting to AI
This is reading one thing and writing another: campaigns in, a record out. That is the shape today's tools are built for.
importance 4 · Core
Source: “Develop marketing campaigns to promote a healthy lifestyle or participation in fitness or wellness programs.” (O*NET task statement)
How this row was scored
Exposure score: 83 out of 100 (79–87 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: Marketing copy and campaign plans are exactly the kind of writing software produces quickly.
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.
Developing or implementing marketing strategies
shifting to AI
This is reading one thing and writing another: strategies in, a record out. That is the shape today's tools are built for.
importance 4 · Core
Source: “Develop or implement marketing strategies.” (O*NET task statement)
How this row was scored
Exposure score: 83 out of 100 (79–87 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: Marketing plans and campaign copy are the kind of writing software produces 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 0/4 · how much data exists 4/4.
Coordinating facility schedules to maximize usage and efficiency
shifting to AI
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 4 · Core
Source: “Coordinate facility schedules to maximize usage and efficiency.” (O*NET 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: Fitting classes and bookings into available rooms and times is a scheduling puzzle software solves 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.
Establishing spa budgets and financial goals
shifting to AI
This is reading one thing and writing another: spa budgets in, a record out. That is the shape today's tools are built for.
importance 4 · Core
Source: “Establish spa budgets and financial goals.” (O*NET 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: Budgets and financial targets are built from past figures, which software drafts 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.
Verifying staff credentials, such as educational and certification requirements
shifting to AI
This is reading one thing and writing another: staff credentials in, a record out. That is the shape today's tools are built for.
importance 4 · Core
Source: “Verify staff credentials, such as educational and certification requirements.” (O*NET 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: Checking certificates and registration records is a straightforward lookup task 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.
Interpreting insurance data or Health Reimbursement Account
shifting to AI
This is reading one thing and writing another: insurance data in, a record out. That is the shape today's tools are built for.
importance 3 · Supplemental
Source: “Interpret insurance data or Health Reimbursement Account (HRA) data to develop programs that address specific needs of target populations.” (O*NET 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: Reading insurance and health-risk data to spot what a group needs is analysis 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.
Tracking cost-containment strategies and programs to evaluate effectiveness
shifting to AI
This is reading one thing and writing another: cost-containment strategies in, a record out. That is the shape today's tools are built for.
importance 4 · Core
Source: “Track cost-containment strategies and programs to evaluate effectiveness.” (O*NET 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: Tracking whether cost-saving programs worked is number work on data the employer already holds.
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.
Evaluating fitness and wellness programs to determine their effectiveness
shifting to AI
This is reading one thing and writing another: fitness in, a record out. That is the shape today's tools are built for.
importance 4 · Core
Source: “Evaluate fitness and wellness programs to determine their effectiveness.” (O*NET 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: Judging whether a program worked is analysis of attendance and outcome data, which 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.
Using computer skills and software to manage Web sites or databases
shifting to AI
This is reading one thing and writing another: computer skills in, a record out. That is the shape today's tools are built for.
importance 3 · Core
Source: “Use computer skills and software to manage Web sites or databases, publish newsletters, or provide webinars.” (O*NET task statement)
How this row was scored
Exposure score: 70 out of 100 (66–74 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: Websites, newsletters and databases are screen work software drafts and maintains well; live webinars still need a host.
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.
Conducting needs assessments or surveys to determine interest
shifting to AI
This is reading one thing and writing another: needs assessments in, a record out. That is the shape today's tools are built for.
importance 4 · Core
Source: “Conduct needs assessments or surveys to determine interest in, or satisfaction with, wellness and fitness programs, events, or services.” (O*NET task statement)
How this row was scored
Exposure score: 64 out of 100 (60–68 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: Writing surveys and summarizing what members said is standard desk work software handles well.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Responding to customer, public or media requests for information about wellness programs or services
shifting to AI
This is reading one thing and writing another: customer, public or media requests in, a record out. That is the shape today's tools are built for.
importance 3 · Core
Source: “Respond to customer, public, or media requests for information about wellness programs or services.” (O*NET task statement)
How this row was scored
Exposure score: 64 out of 100 (60–68 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: Answering questions about programs is standard information work software can draft accurately.
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.
Scheduling staff or supervising scheduling
shifting to AI
This is reading one thing and writing another: staff in, a record out. That is the shape today's tools are built for.
importance 4 · Core
Source: “Schedule staff or supervise scheduling.” (O*NET task statement)
How this row was scored
Exposure score: 64 out of 100 (60–68 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: Staff rotas are a scheduling problem software solves quickly, though swaps and preferences still need a manager.
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 fitness or wellness classes
changing shape
The software now makes the first pass at fitness, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 4 · Core
Source: “Develop fitness or wellness classes, such as yoga, aerobics, strength training, or aquatics, ensuring a diversity of class offerings.” (O*NET 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: Designing a varied class timetable is planning work software can draft from the usual class types.
The five ratings: output a model can produce 3/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Performing accounting duties, such as recording daily cash flow, preparing bank deposits or generating financial statements
changing shape
The software now makes the first pass at duties, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 4 · Core
Source: “Perform accounting duties, such as recording daily cash flow, preparing bank deposits, or generating financial statements.” (O*NET task statement)
How this row was scored
Exposure score: 56 out of 100 (52–60 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: Cash records and statements are standard bookkeeping software handles; taking a deposit to the bank still needs a 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 0/4 · how much data exists 3/4.
Informing staff of job responsibilities
changing shape
The software now makes the first pass at staff of job responsibilities, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 4 · Core
Source: “Inform staff of job responsibilities, performance expectations, client service standards, or corporate policies and guidelines.” (O*NET 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: Policies and expectations can be written up by software, though telling the team lands better 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.
Inventorying products and ordering new supplies
staying human
This work happens in the physical world: products, in a real place. Software cannot follow it there.
importance 4 · Core
Source: “Inventory products and order new supplies.” (O*NET 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; work that happens in the physical world.
The rating behind it: Reordering from stock levels is routine software work, but counting what is on the shelf needs someone 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 0/4 · how much data exists 3/4.
Planning or directing spa services and programs
staying human
The ratings behind this row put spa services well outside what today's tools can do on their own.
importance 4 · Core
Source: “Plan or direct spa services and programs.” (O*NET task statement)
How this row was scored
Exposure score: 37 out of 100 (30–44 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Software can draft a service menu, but deciding what this spa offers depends on its staff and clients.
The five ratings: output a model can produce 2/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Developing staff service or retail goals and guiding staff in goal achievement
staying human
The value here is that a specific person handles staff service and stands behind it. That is earned, not computed.
importance 4 · Core
Source: “Develop staff service or retail goals and guide staff in goal achievement.” (O*NET 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: Targets are easy to draft, but getting staff to reach them depends on working with them day to day.
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, interviewing or hiring employees
staying human
The value here is that a specific person handles employees and stands behind it. That is earned, not computed.
importance 4 · Core
Source: “Recruit, interview, or hire employees.” (O*NET 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: Software can screen applications, but interviewing and choosing who to hire rests on meeting people.
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.
Monitoring operations to ensure compliance with applicable health
staying human
This work happens in the physical world: operations, in a real place. Software cannot follow it there.
importance 4 · Core
Source: “Monitor operations to ensure compliance with applicable health, safety, or hygiene standards.” (O*NET task statement)
How this row was scored
Exposure score: 29 out of 100 (22–36 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: Standards are written down, but checking that they are being met means walking through 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 0/4 · how much data exists 3/4.
Selecting or supervising contractors, such as event hosts or health, fitness and wellness practitioners
staying human
The value here is that a specific person handles contractors and stands behind it. That is earned, not computed.
importance 4 · Core
Source: “Select or supervise contractors, such as event hosts or health, fitness, and wellness practitioners.” (O*NET 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: Software can shortlist contractors, but choosing and managing people you rely on rests on personal judgment.
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.
Assessing employee performance and suggest ways to improve work
staying human
The value here is that a specific person handles employee performance and stands behind it. That is earned, not computed.
importance 4 · Core
Source: “Assess employee performance and suggest ways to improve work.” (O*NET 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.
Providing individual support or counseling in general wellness or nutrition
staying human
The value here is that a specific person handles individual support and stands behind it. That is earned, not computed.
importance 3 · Core
Source: “Provide individual support or counseling in general wellness or nutrition.” (O*NET 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: General wellness advice is well documented, but people open up and follow through because a person is listening.
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.
Organizing and overseeing events, organized runs or walks
staying human
This work happens in the physical world: events, organized runs or walks, in a real place. Software cannot follow it there.
importance 3 · Core
Source: “Organize and oversee events such as organized runs or walks.” (O*NET 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: A run or walk can be planned on paper, but the day itself needs organizers on the ground.
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.
Direct facility maintenance or repair
staying human
This work happens in the physical world: facility maintenance, in a real place. Software cannot follow it there.
importance 4 · Core
Source: “Direct facility maintenance or repair.” (O*NET 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: Repairs can be scheduled on screen, but directing the work means being at the facility.
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.
Selling products, services or memberships
staying human
The value here is that a specific person handles products, services or memberships and stands behind it. That is earned, not computed.
importance 4 · Core
Source: “Sell products, services, or memberships.” (O*NET 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: Selling memberships face to face works because a person builds confidence in the moment.
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.
Organizing and overseeing fitness or wellness programs
staying human
This work happens in the physical world: fitness, in a real place. Software cannot follow it there.
importance 3 · Core
Source: “Organize and oversee fitness or wellness programs, such as information presentations, blood drives, or training in first aid or cardiopulmonary resuscitation (CPR).” (O*NET 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: Planning a blood drive or first-aid session can be done on screen, but running it means being there.
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.
Organizing and overseeing health screenings or other preventive measures
staying human
This work happens in the physical world: health screenings, in a real place. Software cannot follow it there.
importance 3 · Supplemental
Source: “Organize and oversee health screenings or other preventive measures, such as mammography, blood pressure, or cholesterol screenings or flu vaccinations.” (O*NET 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 same decision, made over and over; mistakes that are cheap to catch; work that happens in the physical world.
The rating behind it: Screening events can be planned on screen, though the health checks themselves need qualified people present.
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 3/4.
Conducting or facilitating training sessions or seminars for wellness and fitness staff
staying human
This work happens in the physical world: sessions, in a real place. Software cannot follow it there.
importance 4 · Core
Source: “Conduct or facilitate training sessions or seminars for wellness and fitness staff.” (O*NET 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: Software can build the training content, but running a session for staff means standing in front of 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 2/4 · how much data exists 3/4.
Training staff in the use or sale of products
staying human
This work happens in the physical world: staff, in a real place. Software cannot follow it there.
importance 4 · Core
Source: “Train staff in the use or sale of products, programs, or activities.” (O*NET 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: Training material writes easily enough, but showing staff how to use or sell a product happens 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.
Participating in continuing education classes to maintain current knowledge of industry
staying human
This work happens in the physical world: continuing education classes, in a real place. Software cannot follow it there.
importance 4 · Core
Source: “Participate in continuing education classes to maintain current knowledge of industry.” (O*NET 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 same decision, made over and over; work that happens in the physical world.
The rating behind it: Attending classes to keep your own knowledge current is something only the person can do.
The five ratings: output a model can produce 1/4 · needs a body in a room 2/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Checking spa equipment to ensure proper functioning
staying human
This work happens in the physical world: spa equipment, in a real place. Software cannot follow it there.
importance 4 · Core
Source: “Check spa equipment to ensure proper functioning.” (O*NET 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: work that happens in the physical world.
The rating behind it: Checking that gym equipment works properly means putting hands on it.
The five ratings: output a model can produce 1/4 · needs a body in a room 3/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Managing or overseeing fitness or recreation facilities
staying human
This work happens in the physical world: fitness, in a real place. Software cannot follow it there.
importance 4 · Core
Source: “Manage or oversee fitness or recreation facilities, ensuring safe and clean facilities and equipment.” (O*NET 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: Keeping a gym safe and clean means walking the floor and seeing the equipment yourself.
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.
Teaching fitness classes to improve strength
staying human
This work happens in the physical world: fitness classes, in a real place. Software cannot follow it there.
importance 4 · Core
Source: “Teach fitness classes to improve strength, flexibility, cardiovascular conditioning, or general fitness of participants.” (O*NET 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: Leading a class is done in the room with the participants in front of you.
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 3/4 · how much data exists 2/4.
Demonstrating proper operation of fitness equipment
staying human
This work happens in the physical world: proper operation of fitness equipment, in a real place. Software cannot follow it there.
importance 4 · Core
Source: “Demonstrate proper operation of fitness equipment, such as resistance machines, cardio machines, free weights, or fitness assessment devices.” (O*NET 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 value is that a specific person does it.
The rating behind it: Showing someone how to use a machine safely means being there with them and the equipment.
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 2/4 · how much data exists 3/4.

What this job pays, and how many people do it

Median pay: $69,770a year, the middle of the range, so half earn more and half earn less.bls-oews, 2025 · May 2025 estimates (national_M2025_dl.xlsx)
How we know this
Source: bls-oews
Reference period: May 2025 estimates (national_M2025_dl.xlsx)
Rounding: Shown as published.
People doing this job: 10,450in the US, 2025.bls-oews · May 2025 estimates (national_M2025_dl.xlsx)

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: guest appointments in, a record out. The rows above are exactly that shape: scheduling guest appointments and maintaining wellness- and fitness-related schedules. What it cannot do is be there in the room, and that is still where proper operation of fitness equipment 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. Scheduling guest appointments is going; demonstrating proper operation of fitness equipment is not.

So, given all that: 34% of this job's task weight sits in rows the software is already learning, 15% in rows that change shape rather than disappear, and 50% in rows it is nowhere near. That is the position, measured across 45 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 (demonstrating proper operation of fitness equipment) 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 demonstrating proper operation of fitness equipment, 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, use CareerOneStop - Find local training. It is free, it is the Labor Department's own service, 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 US occupations to personal service managers, all other (nearest by the work that AI is not taking, not by job title), and none of them survived. The closest was financial managers: only about 5% of its durable work is work you already do and the 2.4× pay gap is the market pricing a barrier. Your own job splits about 34/66: 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 “respond to customer inquiries or complaints”, and let the exposed end go.

How that was checked: this job was compared against all 830 US 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.

Financial Managers
Why it looked obvious: It came up as a near neighbour on the work AI is not taking: you already respond to customer inquiries or complaints, and their equivalent is to prepare for and respond to regulatory inquiries. Across both published task lists that is about 5% of the durable work in that job.
Why I am not recommending it: Almost none of it is work you already do: about 5% of the durable side of that job. That is a different job, not a next step. The pay gap is the market pricing a barrier: $166,570 against your $69,770 is 2.39× (OEWS May 2025 (both)), and you would be crossing it holding about 5% of their durable work. A gap that size with an overlap that small is a wish, not a route.
Look at that job’s page anyway →
First-Line Supervisors of Housekeeping and Janitorial Workers
Why it looked obvious: It came up as a near neighbour on the work AI is not taking: you already check spa equipment to ensure proper functioning, and their equivalent is to check and maintain equipment to ensure that it is in working order. Across both published task lists that is about 3% of the durable work in that job.
Why I am not recommending it: Almost none of it is work you already do: about 3% of the durable side of that job. That is a different job, not a next step. It is a pay cut, in those words: $49,100 against your $69,770, 29.6% less (OEWS May 2025 (both)). Retraining to earn less is a decision, not advice.
Look at that job’s page anyway →
Exercise Trainers and Group Fitness Instructors
Why it looked obvious: It came up as a near neighbour on the work AI is not taking: you already maintain or arrange for maintenance of fitness equipment or facilities, and their equivalent is to maintain fitness equipment. Across both published task lists that is about 3% of the durable work in that job.
Why I am not recommending it: Almost none of it is work you already do: about 3% of the durable side of that job. That is a different job, not a next step. It is a pay cut, in those words: $47,160 against your $69,770, 32.4% less (OEWS May 2025 (both)). Retraining to earn less is a decision, not advice.
Look at that job’s page anyway →

What I’d stop worrying about

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

The headline number you read somewhere
The big “X% of jobs” figures are about the whole economy, not about you. The number that describes your job is on this page: 34% of its task weight, across 45 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 scheduling guest appointments, 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 States figures

The United Kingdom splits this work across more than one official group, of which Leisure and sports managers and proprietors is the closest. The pay and employment figures are not directly comparable, and we do not average them together.

Switch to the United Kingdom page →partial match

The other groups this work is counted across:

In UK official statistics this job is counted as Leisure and sports managers and proprietors, Hairdressing and beauty salon managers and proprietors, Travel agency managers and proprietors, Senior officers in fire, ambulance, prison and related services, Garage managers and proprietors, Hire services managers and proprietors, Managers and proprietors in other services n.e.c. and Charitable organisation managers and directors. 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.

Anywhere in the US:
CareerOneStop - Find local training
Search what's running near you, from the Labor Department's own database, before anyone sells you a course.
Free to search; individual programs vary, and some are funded
Anywhere in the US:
American Job Center locator
An American Job Center will sit down with you for free. Find yours by ZIP code.
Free
- CareerOneStop local help hub
Anywhere in the US:
CareerOneStop - Licensed occupations finder
Check what your state actually requires before you pay for anything.
Free
Anywhere in the US:
CareerOneStop
Free

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

Nothing Collab365 runs is built for personal service managers / all other, 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 34% of the work on this page is already inside what they can do.

Try The AI Authority free →

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

The AI Authority is a general community about working with AI, not a course for personal service managers / all other. 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 personal service managers / all other launches. Nothing else.

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

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

No Space for personal service managers / all other yet. Should there be one?

Collab365 Spaces is built by the same people as this site. We find the problems that AI and automation are creating inside one kind of work, then solve them as short courses, briefings and Blueprints. Each Space is the community too, so the research and the people doing your job are in the same place.

What a Space actually is, in full

Collab365 launches new communities where the need is real. If one for personal service managers / all other existed, with researched problems, courses and people in the same boat, would you want in?

Your email

We use your email address for one thing: to tell you if a Space for personal service managers / all other launches. We never sell it, never use it for unrelated marketing, and every email has a one-click unsubscribe. Our privacy policy has the full version.

This unlocks nothing. Every figure, every row and every step on this page is already yours, whether you fill this in or not.

No deadline on any of this. The page will still be here, and the data is refreshed on a published schedule rather than when someone wants a headline.

Questions people ask about this job

Will AI replace Personal Service Managers, All Other?: Not as a job, but it is already doing parts of the work. Across the 45 official task statements scored for Personal Service Managers, All Other (United States, SOC 11-9179), 34% of the importance-weighted core work is made of tasks today's AI could already do most of. The overall exposure score is 44 out of 100 (range 39–50, 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 “Personal Service Managers, All Other” can AI already do?: The highest-scoring tasks in release 2026-q4.1 are: “Develop marketing campaigns to promote a healthy lifestyle or participation in fitness or wellness programs” (83/100, very high); “Develop or implement marketing strategies” (83/100, very high); “Schedule guest appointments” (79/100, high). Each score comes from five published 0–4 ratings turned into a number by a published formula, and each carries the model's one-sentence reason on the page.
Which tasks in “Personal Service Managers, All Other” stay human?: About 50% 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: “Demonstrate proper operation of fitness equipment, such as resistance machines, cardio machines, free weights, or fitness assessment devices” (0/100, minimal); “Teach fitness classes to improve strength, flexibility, cardiovascular conditioning, or general fitness of participants” (0/100, minimal); “Manage or oversee fitness or recreation facilities, ensuring safe and clean facilities and equipment” (7/100, 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 “Personal Service Managers, All Other” do about AI?: Start from the ledger rather than the headline: 34% of this job's weighted core work is exposed, and roughly 50% 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 Personal Service Managers, All Other 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 45 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

Worth knowing about these figures

The match between this job and its counterpart in the other country is partial, so the two pages count slightly different groups of people.
4 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: onet-dbProcessing: catalogue-bridge → onet-im-rt-weighting → task-scoring → score-aggregation
Task weights: onet-db (im-rt)
Scores: Rubric task_scoring_v1.0, model claude-opus-5, computed 2026-08-05.
Pay and employment: bls-oews (May 2025 estimates (national_M2025_dl.xlsx))bls-oews (May 2025 estimates (national_M2025_dl.xlsx))

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

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

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

How we score a job Download this release Look up another job

Using these figures?

Cite this

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

Plain text

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

BibTeX

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

Permalink

https://futureproof.collab365.com/data/2026-q4.1

Data as of release 2026-q4.1, published 2026-08-05. Releases never change after publication; when the figures move, a new dated release is published beside this one and this one stays exactly where it is.