EXPOSED
The modal worker here runs the floor of a salon, spa, fitness studio, or concierge/guest-services operation: scheduling staff, handling upset clients, training new hires, tracking retail inventory, and covering shifts hands-on. The paperwork half of the job — shift rosters, payroll prep, supply reordering, sales reporting, policy write-ups — is exactly what scheduling software plus AI already absorbs. What doesn't automate is standing on the floor at 6pm when a stylist no-shows, reading a client's mood before they escalate, and being the person the staff and the owner both hold responsible.
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
+6.7%
Percentage only. The projection counts a different population from the 114,110 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 +6.7% more of these jobs by 2034, and at 51/100 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.
~16,300 openings a year on average, including replacing people who leave.
Care GuideBell CaptainSpa CoordinatorSalon CoordinatorAquatics SupervisorBarber Shop ManagerBeauty Shop ManagerHospitality ManagerClinical CoordinatorHair Salon SupervisorHome Care CoordinatorDirect Care SupervisorSummer Camp SupervisorBellhop Service CaptainCompanion Animal LeaderHousekeeping SupervisorResident Care SupervisorAnimal Trainer SupervisorClinical Care CoordinatorResident Care CoordinatorBar and Restaurant ManagerComfort Station SupervisorChild Care Worker SupervisorHospitality House Supervisor
Holding it up: embodiment . Weakest point: liability shield .
Mixed — a routine tier and a judgment tier Roughly half the week — building rosters, prepping payroll hours, reordering shampoo and retail stock, writing the weekly sales recap — is already handled end-to-end by Mindbody, Booker, or Zenoti with AI demand forecasting, which pulls this below 14; what holds it at 11 is the live floor work: rebalancing a full book when a stylist calls out, coaching a new nail tech through a client complaint in real time, and walk-in triage that no queue algorithm resolves.
Hands-on in uncontrolled environments You are physically in the salon, spa, or club — walking the floor to check station sanitation and towel supply, demonstrating a service technique on an actual client, unlocking at 6am and closing the till at 9pm, and stepping into the chair or the front desk when someone doesn't show — but it's a controlled indoor site with predictable hazards, not a roof or a roadside, which is what separates 13 from an 18.
No licence, no signature requirement No supervisory licence exists for this role; the individual cosmetology, massage, or personal-training licence sits with the worker performing the service, and where a state requires a salon establishment licence it names the owner, so at most you hold a personal practitioner licence you may not even use daily — hence 4 rather than 0.
Meaningful discretion You decide who gets sent home, whether to comp a $200 service, whether to fire a popular technician over a hygiene violation, and how to handle a client alleging inappropriate touch — real calls with real cost — but the owner sets the pricing, the discount ceiling, and the termination policy you execute within, which is what puts this at 12 instead of 16.
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 (4/20) is whether the law requires a licensed human to sign. Trust premium (11/20) is whether buyers specifically pay for a person. Judgment and accountability (12/20) 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 27 of this occupation's 51 points (53%).
Embodiment (13/20) 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.
Coaches and Scouts SAFE
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 67/100 — SAFE.
Predictive-scheduling ordinances (Oregon statewide, Seattle, NYC Fair Workweek, Chicago) plus emerging state bills restricting automated employment decisions (Colorado AI Act, NYC LL144, Illinois) make a human the required decision-maker of record for shift changes, discipline and hiring — the supervisor becomes the accountable signer for outputs a tool suggests.
Scheduling, payroll prep, reorder and sales reporting are already largely absorbed by Mindbody/Booker/Zenoti plus AI assistants; once that tier is gone the residual day is escalation handling, on-floor coverage, hiring and discipline — a genuine two-tier job where the remaining tier is judgment. Watch for the shift showing up as fewer supervisors each covering more locations rather than a higher score for the same headcount.
Med-spa scope-of-practice bills requiring an on-site designated supervisor accountable for delegated cosmetic procedures (injectables, lasers) — active in multiple state legislatures and pushed by AmSpa/dermatology boards. Applies only to the med-spa slice of this SOC.
State cosmetology/barbering boards requiring a named licensed manager physically present and personally accountable for sanitation and infection-control violations — already the structure in states with 'salon manager license' or establishment-license rules (e.g., Texas TDLR salon licensing, Florida DBPR). Extension of that named-person rule to spa/med-spa adjacent services, or to fitness facilities under state health-club statutes, would raise it.
Narrow route only: high-end salon/spa/concierge brands marketing a named on-floor manager as part of the service (the 'ask for the manager' relationship), plus franchise agreements mandating a certified on-site manager per location. This is a real but small premium and does not extend to mid-market chains.
The limit. The embodiment score is near its ceiling — the physical work is covering someone else's shift, which is real but not the occupation's core. And the biggest risk isn't AI doing this job, it's span-of-control expansion: software lets one supervisor run four sites instead of one, so scores per worker can rise while total employment falls. Licensing levers only touch the cosmetology/med-spa portion; fitness and hospitality concierge supervisors have essentially no liability-shield route.
| New York-Newark-Jersey City, NY-NJ | 8,970 | $58,720 +21% |
| Philadelphia-Camden-Wilmington, PA-NJ-DE-MD | 3,730 | $51,560 +6% |
| Houston-Pasadena-The Woodlands, TX | 3,330 | $46,350 -5% |
| Los Angeles-Long Beach-Anaheim, CA | 3,210 | $56,280 +16% |
| Dallas-Fort Worth-Arlington, TX | 3,100 | $47,160 -3% |
| Washington-Arlington-Alexandria, DC-VA-MD-WV | 3,010 | $53,310 +10% |
| Chicago-Naperville-Elgin, IL-IN | 2,240 | $49,240 +1% |
| Miami-Fort Lauderdale-West Palm Beach, FL | 2,140 | $51,590 +6% |
| Athens-Clarke County, GA | 80 | $71,840 +48% |
| San Jose-Sunnyvale-Santa Clara, CA | 420 | $64,490 +33% |
| Atlantic City-Hammonton, NJ | 230 | $63,900 +32% |
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 51. 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.