EXPOSED
This is a catch-all bucket — spa and salon managers, fitness and wellness center directors, pet care and personal concierge operations managers — so the modal worker runs a small service site with staff, clients, and a physical floor. The paperwork half of the job (scheduling, payroll prep, booking systems, promotional copy, membership reporting, vendor invoices) is already being absorbed by scheduling platforms and AI back-office tools. What holds is the part that requires standing on the floor: hiring and coaching stylists or trainers, defusing an angry client, handling a service injury or hygiene complaint, and deciding what the business does when two staff quit on a Saturday.
Headcount grew steadily across the period.
This line is counted by the Bureau of Labor Statistics — the one figure on this page that isn't a judgement of ours. Headcount moves on demand, offshoring, demographics and the business cycle, and automation is one term among several, often not the loudest.
So a falling line is not evidence that AI did it, and a rising one is not evidence that it won't. Both happen in this register: some occupations resist automation and shrink anyway, others are highly automatable and keep growing.
BLS projection, 2024–2034
+6.5%
Percentage only. The projection counts a different population from the 10,450 above — it includes self-employed workers, which for this occupation is most of them, so the two headcounts are not comparable.
Growing, and only partly exposed
The BLS expects +6.5% more of these jobs by 2034, and at 50/100 the work is only partly exposed — some tasks are automatable, the core of the job is not. Nothing here is in tension.
Different clocks. The score is what current AI could do to this work today. The projection is how many of these jobs will exist in 2034. Everything between the two — how fast employers actually adopt, whether demand grows in the meantime — is why they can point opposite ways without either being wrong.
~2,100 openings a year on average, including replacing people who leave.
TrainerGym ManagerSpa ManagerSalon LeaderSpa DirectorSalon ManagerSpa SupervisorStudio ManagerWellness CoachDay Spa ManagerFitness ManagerMed Spa ManagerSpa CoordinatorFitness DirectorSalon SupervisorWellness ManagerSalon CoordinatorWellness DirectorHair Salon ManagerHealth Spa ManagerLifestyle DirectorFitness CoordinatorWellness AmbassadorWellness Coordinator
The BLS uses Personal Service Managers, All Other for work that doesn't fit any named occupation, so it covers roles that have little in common with each other. Two consequences worth knowing before you read anything below:
Holding it up: trust premium . Weakest point: liability shield .
Mixed — a routine tier and a judgment tier Booking, shift rosters, membership renewal reports, retail inventory reorders and promo emails — the bulk of a spa or gym manager's admin week — are already handled end-to-end by Mindbody, Zenoti or Vagaro, but running a floor shift-change, retraining a new stylist on client handling, and rebalancing a Saturday schedule after two no-shows still needs the manager present, which is why this sits at 11 and not down at 6.
Some physical or field component You are on the floor most of the day — walking treatment rooms for hygiene, checking equipment and chemical storage, covering the front desk, physically restraining or handling animals in a pet care site — but it is a controlled, owned, indoor premises with no ladders, weather or vehicles, so it lands mid-band rather than in trades territory.
Certification preferred, not legally required There is no manager licence: the establishment permit, the cosmetology or massage or CPR credential, and the personal-liability exposure sit with the individual practitioner or the owner, and a 5 rather than a 0 reflects only that many sites require you to hold the state facility permit, food-handler or first-aid card yourself as the responsible person on duty.
Meaningful discretion You decide who to fire after a client complaint, whether to refund or comp a botched service, when to close a room for a hygiene or injury incident, and what to do when payroll and a broken boiler compete for the same cash — real calls with no manual, but bounded by an owner or franchise brand standard above you, which keeps it at 11.
The verdict above describes this occupation as a whole. Almost nobody does the typical version of a job — tick what's actually in your week and see how your own mix sits.
Your task mix speaks to task resistance (11/20 here) — how much of the day's work current AI already does. That is the dimension the boxes above are about.
It cannot move the other three. Liability shield (5/20) is whether the law requires a licensed human to sign. Trust premium (12/20) is whether buyers specifically pay for a person. Judgment and accountability (11/20) is whether the role exists to own consequential calls. Those are facts about the occupation's standing, not about which tasks are in your week — a paralegal who does only trial exhibits still holds no licence. Together they are 28 of this occupation's 50 points (56%).
Embodiment (11/20) is also a property of the work rather than the worker, but we don't tag individual tasks as physical or not, so the picker can't tell you anything about it. That's a limit of this tool, not a claim.
Did we get the list right? Tell us what's missing — the tasks are written from the outside, and you're reading this from the inside.
The moves above are yours to make. This is the other half: what would have to change in the world for the occupation itself to score higher. None of it is in any one person's gift, but it is where the floor actually comes from. Scores here are not a one-way ratchet. Only two of the five dimensions — task resistance and embodiment — track what machines can do. The other three track law, what buyers will pay for, and who is answerable, and those move in both directions, often in response to the same pressure AI creates. If every lever below landed, this occupation would score around 68/100 — SAFE.
Task-mix shift: as booking, payroll prep, membership reporting and promo copy move fully into the platform (Mindbody/Boulevard AI features), the residual role is almost entirely contested calls — firing a popular stylist over a hygiene violation, comping a burned client, staffing a walkout. The role's average decision becomes higher-stakes without any external change.
Insurer-driven rather than statutory: general liability and workers' comp carriers for salons/gyms conditioning coverage on a named on-site manager who documents incident investigation and equipment inspection personally — already common in franchise gym operating agreements post-injury litigation.
Same two-tier collapse: the remaining tier is floor coaching, discipline documentation, and live incident handling, which current models cannot execute. Rises only in the sense that the automatable half stops counting.
State cosmetology/barber boards and health departments already require a named licensed establishment manager on premises (e.g. Florida DBPR salon licensure, NY nail salon supervisor rules). If states extend that model — a designated, personally sanctionable manager-of-record for infection control, minor-client consent, and injury reporting — to spas, med-spa-adjacent wellness centers, and pet grooming (California AB-1042-style pet grooming licensure attempts, Colorado's 2023 med-spa oversight law requiring a named accountable person), the sign-off becomes a legally located human.
Narrow route: high-end concierge and private-client wellness segments where the client is explicitly buying a named human's discretion and relationships (vendor access, celebrity privacy, NDA exposure). Membership contracts naming the manager as the point of contact are the observable marker.
The limit. Embodiment has no upward route — the physical floor presence is already priced in and won't get harder. The bucket is heterogeneous: licensure levers reach salon/spa/med-spa managers strongly and pet-care or concierge managers barely at all, so any liability gain will split the SOC code rather than lift it uniformly. Realistic ceiling around 62-66.
| Los Angeles-Long Beach-Anaheim, CA | 650 | $78,910 +13% |
| New York-Newark-Jersey City, NY-NJ | 370 | $74,320 +7% |
| Baltimore-Columbia-Towson, MD | 350 | $82,550 +18% |
| Miami-Fort Lauderdale-West Palm Beach, FL | 250 | $62,860 -10% |
| Tampa-St. Petersburg-Clearwater, FL | 210 | $61,460 -12% |
| San Diego-Chula Vista-Carlsbad, CA | 200 | $73,880 +6% |
| Orlando-Kissimmee-Sanford, FL | 150 | $60,720 -13% |
| Philadelphia-Camden-Wilmington, PA-NJ-DE-MD | 120 | — |
| Urban Honolulu, HI | 60 | $88,130 +26% |
| Cedar Rapids, IA | 40 | $86,170 +24% |
| Baltimore-Columbia-Towson, MD | 350 | $82,550 +18% |
We have no reported case of a named organisation automating this occupation. Not one deployment, not one announcement.
That is worth saying out loud next to a score of 50. The verdict above is about what the work exposes — what current AI could do to these tasks. It is not a claim that anyone has done it. For this occupation those two things have come apart completely: the capability argument is on this page, and the evidence column is empty.
Has AI actually changed your work? One tap, anonymous, and the running tally is public. Nothing else is asked of you.
Rather than check back: get the digest and we'll tell you what changed — or watch a single occupation from its own page.