{
  "source": "Cooked Index — occupational AI risk register",
  "page": "https://cookedindex.com/jobs/skincare-specialists/",
  "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": "Skincare Specialists",
    "soc_code": "39-5094",
    "category": "Personal Care",
    "us_employment": 72890,
    "median_annual_wage": 45330
  },
  "verdict": "SAFE",
  "risk_resistance": 72,
  "contested": false,
  "near_boundary": false,
  "dimensions": {
    "task_resistance": 16,
    "embodiment": 18,
    "liability_shield": 13,
    "trust_premium": 15,
    "judgment_accountability": 10
  },
  "reasoning": {
    "task_resistance": "Manual extractions, waxing strips, lash isolation with tweezers, and monitoring frosting during a glycolic peel are all done by fingers on a specific person's face — the only tasks a model can take over are intake notes, product upsell suggestions, and booking, which is why this sits at 16 rather than a full 20.",
    "embodiment": "You work in a treatment room with a client reclined under a mag lamp, steamer, wax pot, and machine handpieces, contorting over a face for 60-90 minutes and reading skin by touch and feel — an 18 reflects that the environment is at least a controlled room you set up yourself, not a client's home or a construction site.",
    "liability_shield": "Nearly every state board requires 600-1500 hours of esthetician training and a license that can be suspended for a burn or infection, and the person holding that license is the one who applied the acid — it stops short of 15+ because scope is capped at the epidermis, with anything deeper pushed to a medical director or NP whose license absorbs the real risk.",
    "trust_premium": "Clients rebook the specific esthetician who knows their rosacea triggers, their wax pain tolerance, and where they break out before a wedding, and they follow that person when she changes spas — a 15 rather than 18 because walk-in facials at hotel spas and chains do get filled by whoever is on shift.",
    "judgment_accountability": "You decide whether to skip extractions on inflamed skin, drop peel strength, or refuse service on active cold sores or recent Accutane use, but those calls run against contraindication checklists and consultation forms rather than being open-ended, which puts it at 10 and not 15."
  },
  "rationale": "The core of this job is hands on skin: cleansing, extractions, chemical peels, waxing, microdermabrasion, lash and brow work, and applying product to a specific face in a specific chair. AI can already handle the paperwork tier — intake forms, product recommendations from a photo, rebooking reminders, social content — but it cannot perform a manual extraction or judge how a client's skin is reacting mid-peel. Nearly every state requires an esthetician license to touch a client's skin, which adds a real regulatory floor, and repeat clients book a specific person, not a service.",
  "outlook": "Demand keeps rising with the med-spa boom; AI takes over product-matching and front-desk work while the licensed hands-on treatment tier — especially advanced clinical modalities — grows in value.",
  "what_would_raise_it": {
    "levers": [
      {
        "dimension": "liability_shield",
        "change": "State boards creating or expanding a tiered 'master esthetician' / medical-esthetics license that is legally required for energy-based devices (IPL, laser hair removal, RF microneedling, deeper peels) — the pattern already in Washington, Utah, Virginia and DC, plus state rules restricting laser hair removal to licensed personnel under physician delegation. If more states adopt tiering, the licensed human becomes the mandatory signer for the highest-margin services rather than a device technician.",
        "plausibility": "already happening",
        "would_add": 4
      },
      {
        "dimension": "liability_shield",
        "change": "Med-spa liability legislation of the kind pushed by the American Med Spa Association and enacted in states tightening ownership/supervision rules: a named licensed practitioner personally responsible for the pre-treatment contraindication assessment and the treatment record, with malpractice carriers requiring a signed human assessment before device use.",
        "plausibility": "plausible",
        "would_add": 3
      },
      {
        "dimension": "judgment_accountability",
        "change": "Board rules or insurer conditions making the treating esthetician the accountable party for documented contraindication screening (Accutane, actives, autoimmune conditions, Fitzpatrick-based settings) and for adverse-event reporting after burns or PIH — turning an informal judgment into an owned, auditable call.",
        "plausibility": "plausible",
        "would_add": 4
      },
      {
        "dimension": "task_resistance",
        "change": "Task-mix shift: photo-based skin analysis, product regimen building, intake and rebooking move to software, leaving a day composed almost entirely of hands-on procedural work and mid-treatment reaction judgment. The routine tier here is thin, so the shift is real but small.",
        "plausibility": "already happening",
        "would_add": 2
      },
      {
        "dimension": "trust_premium",
        "change": "Continued client preference for a named provider in an intimate, touch-based, injury-capable service; a visible route upward would be salon norms or state rules requiring disclosure when an AI system, not the practitioner, generated the treatment plan, which reprices the human recommendation.",
        "plausibility": "plausible",
        "would_add": 2
      }
    ],
    "ceiling_note": "Already at 72 with embodiment near maximum; the honest ceiling is around 80. Downward pressure is the more likely movement: at-home device sales and retail AI skin diagnostics shrinking the consultation and mid-tier treatment market, and med-spa consolidation converting independent providers into device operators on protocol."
  },
  "adjudication": null,
  "employment_history": {
    "points": [
      {
        "y": 2017,
        "emp": 44940,
        "wage": 30080
      },
      {
        "y": 2018,
        "emp": 50740,
        "wage": 31290
      },
      {
        "y": 2019,
        "emp": 56660,
        "wage": 34090
      },
      {
        "y": 2020,
        "emp": 46640,
        "wage": 36510
      },
      {
        "y": 2021,
        "emp": 50580,
        "wage": 37300
      },
      {
        "y": 2022,
        "emp": 61990,
        "wage": 38060
      },
      {
        "y": 2023,
        "emp": 65270,
        "wage": 43200
      },
      {
        "y": 2024,
        "emp": 70240,
        "wage": 41560
      },
      {
        "y": 2025,
        "emp": 72890,
        "wage": 45330
      }
    ],
    "from": 2017,
    "to": 2025,
    "change_pct": 62.2,
    "comparable_from": 2019,
    "spans_soc_revision": true
  },
  "pivots": [],
  "license": "https://cookedindex.com/terms"
}