{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/hairdressers-hairstylists-and-cosmetologists/", "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": "Hairdressers, Hairstylists, and Cosmetologists", "soc_code": "39-5012", "category": "Personal Care", "us_employment": 305710, "median_annual_wage": 35790 }, "verdict": "SAFE", "risk_resistance": 75, "contested": false, "near_boundary": false, "dimensions": { "task_resistance": 17, "embodiment": 19, "liability_shield": 12, "trust_premium": 17, "judgment_accountability": 10 }, "reasoning": { "task_resistance": "Every cut is a freehand adjustment to cowlicks, density changes, previous box dye, and a client who tilts their head mid-section — the only genuinely digitised parts of the day are the appointment book and the retail till, which is why this sits at 17 rather than in the mixed band.", "embodiment": "You stand seven to ten hours, work at shoulder height around a seated moving person, handle 40-volume peroxide and relaxer at the scalp, feel for elasticity and porosity with your fingers, and read scalp irritation by touch and smell — the 19 rather than 20 only because it happens in a fixed, lit salon rather than out in the field.", "liability_shield": "State boards license you individually, require 1,000-1,500 training hours and a practical exam, and can suspend you for a chemical burn or a sanitation violation found on inspection — but a 12 not an 18 because the malpractice exposure is cosmetic damage and dermatitis, not bodily harm carrying the personal negligence stakes a nurse or engineer signs for.", "trust_premium": "Clients hand you their phone number, not the salon's, and follow you across three chair rentals in a decade because you remember their gray coverage timing and their divorce — the 17 reflects that the booth-rent model literally prices this loyalty, though walk-in and chain work at the volume end still moves on price.", "judgment_accountability": "You decide whether hair that has been keratin-treated can take bleach today, and that call is irreversible within twenty minutes — but the 10 rather than 15 is because the decision space is bounded by strand tests, manufacturer timing charts, and the option to say no and rebook." }, "rationale": "Cutting, coloring, chemical straightening, and styling are fine-motor work on a living, moving head of hair with variable texture and scalp condition — no current robotics comes close. Every state requires a cosmetology license and salon sanitation compliance, and clients famously follow a specific stylist rather than a brand, which is the definition of a trust premium. AI touches only the periphery: booking, reminders, social-media marketing, and consultation mockups that show a client what a color might look like.", "outlook": "Demand stays local and physical through the 2030s; the squeeze comes from price competition and booth-rent economics, not from AI replacing the service.", "what_would_raise_it": { "levers": [ { "dimension": "liability_shield", "change": "State cosmetology boards tightening scope-of-practice around chemical services after injury claims — e.g. rules requiring a licensed cosmetologist to perform and document a patch test and scalp assessment before any formaldehyde-releasing smoothing or lightener application, with the license holder personally liable for chemical burns. Several boards already carry sanitation/chemical-safety rules and Brazilian-blowout formaldehyde litigation plus FDA's proposed ban on formaldehyde in hair smoothers is the visible mechanism.", "plausibility": "plausible", "would_add": 3 }, { "dimension": "liability_shield", "change": "Insurer-driven requirement: salon liability carriers conditioning coverage on documented licensed-stylist consultation records for color correction and chemical relaxing, effectively making the signature non-delegable to unlicensed assistants or app-generated recommendations.", "plausibility": "plausible", "would_add": 2 }, { "dimension": "judgment_accountability", "change": "Formalized scalp/skin screening duty — cosmetology curricula and board rules already trending toward requiring referral when lesions, alopecia patterns, or chemical damage are observed; if a documented refuse-and-refer duty becomes enforceable, the role owns a consequential call under ambiguity (proceed with bleach on compromised hair or not).", "plausibility": "plausible", "would_add": 3 }, { "dimension": "trust_premium", "change": "Texture-specific licensure and demand: state natural-hair/braiding license carve-outs plus growth in clients paying premiums for stylists credentialed in specific curl patterns and chemical histories deepens the follow-the-person effect beyond current levels.", "plausibility": "already happening", "would_add": 1 } ], "ceiling_note": "trust_premium and embodiment are already near ceiling; the realistic headroom is in liability and documented judgment duty, not capability. Note also that deregulation is the live opposite risk — Arizona, Iowa and other states have moved to reduce cosmetology hour requirements and exempt blow-dry/braiding services, which would lower liability_shield rather than raise it." }, "adjudication": null, "employment_history": { "points": [ { "y": 2017, "emp": 351910, "wage": 24850 }, { "y": 2018, "emp": 377210, "wage": 24730 }, { "y": 2019, "emp": 385960, "wage": 26090 }, { "y": 2020, "emp": 302410, "wage": 27380 }, { "y": 2021, "emp": 285980, "wage": 29670 }, { "y": 2022, "emp": 298050, "wage": 33290 }, { "y": 2023, "emp": 294840, "wage": 34970 }, { "y": 2024, "emp": 295460, "wage": 35250 }, { "y": 2025, "emp": 305710, "wage": 35790 } ], "from": 2017, "to": 2025, "change_pct": -13.1, "comparable_from": 2019, "spans_soc_revision": true }, "pivots": [], "license": "https://cookedindex.com/terms" }