{
  "source": "Cooked Index — occupational AI risk register",
  "page": "https://cookedindex.com/jobs/personal-service-managers-all-other/",
  "methodology": "https://cookedindex.com/methodology",
  "notice": "Verdicts are re-examined as evidence accumulates. Re-fetch before relying on this; the page above always carries the current score.",
  "scored_at": "2026-08-11",
  "model": "claude-opus-5",
  "occupation": {
    "title": "Personal Service Managers, All Other",
    "soc_code": "11-9179",
    "category": "Management",
    "us_employment": 10450,
    "median_annual_wage": 69770
  },
  "verdict": "EXPOSED",
  "risk_resistance": 50,
  "contested": false,
  "near_boundary": false,
  "dimensions": {
    "task_resistance": 11,
    "embodiment": 11,
    "liability_shield": 5,
    "trust_premium": 12,
    "judgment_accountability": 11
  },
  "reasoning": {
    "task_resistance": "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.",
    "embodiment": "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.",
    "liability_shield": "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.",
    "trust_premium": "Members and regular clients renew because they know the manager who fixed their last billing dispute or matched them to a trainer, and staff stay because of you specifically — but the product they buy is the stylist's or trainer's hands, not yours, which caps this at 12 rather than the 16+ of the practitioner they came for.",
    "judgment_accountability": "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."
  },
  "rationale": "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.",
  "outlook": "Headcount holds roughly flat because someone has to be physically present and accountable on the floor, but the administrative half of the job disappears into software and the role shifts toward staffing, client recovery, and site-level financial ownership.",
  "what_would_raise_it": {
    "levers": [
      {
        "dimension": "liability_shield",
        "change": "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.",
        "plausibility": "plausible",
        "would_add": 5
      },
      {
        "dimension": "liability_shield",
        "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.",
        "plausibility": "already happening",
        "would_add": 3
      },
      {
        "dimension": "judgment_accountability",
        "change": "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.",
        "plausibility": "already happening",
        "would_add": 4
      },
      {
        "dimension": "task_resistance",
        "change": "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.",
        "plausibility": "already happening",
        "would_add": 3
      },
      {
        "dimension": "trust_premium",
        "change": "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.",
        "plausibility": "plausible",
        "would_add": 3
      }
    ],
    "ceiling_note": "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."
  },
  "adjudication": null,
  "employment_history": {
    "points": [
      {
        "y": 2021,
        "emp": 7350,
        "wage": 60360
      },
      {
        "y": 2022,
        "emp": 8840,
        "wage": 56090
      },
      {
        "y": 2023,
        "emp": 11170,
        "wage": 57570
      },
      {
        "y": 2024,
        "emp": 10490,
        "wage": 61340
      },
      {
        "y": 2025,
        "emp": 10450,
        "wage": 69770
      }
    ],
    "from": 2021,
    "to": 2025,
    "change_pct": 42.2,
    "comparable_from": 2021,
    "spans_soc_revision": false
  },
  "pivots": [
    {
      "slug": "gambling-managers",
      "title": "Gambling Managers",
      "verdict": "EXPOSED",
      "risk_resistance": 61,
      "median_wage": 93220,
      "overlap": 78,
      "skills_to_close": [
        "Mathematics",
        "Complex Problem Solving"
      ]
    },
    {
      "slug": "funeral-home-managers",
      "title": "Funeral Home Managers",
      "verdict": "SAFE",
      "risk_resistance": 75,
      "median_wage": 78790,
      "overlap": 76,
      "skills_to_close": []
    }
  ],
  "license": "https://cookedindex.com/terms"
}