{
  "source": "Cooked Index — occupational AI risk register",
  "page": "https://cookedindex.com/jobs/opticians-dispensing/",
  "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": "Opticians, Dispensing",
    "soc_code": "29-2081",
    "category": "Healthcare",
    "us_employment": 73530,
    "median_annual_wage": 47260
  },
  "verdict": "EXPOSED",
  "risk_resistance": 53,
  "contested": false,
  "near_boundary": false,
  "dimensions": {
    "task_resistance": 11,
    "embodiment": 14,
    "liability_shield": 8,
    "trust_premium": 12,
    "judgment_accountability": 8
  },
  "reasoning": {
    "task_resistance": "Frame styling, insurance benefit lookup, lab order entry and the lens-option upsell script are already handled end-to-end by Warby Parker-style flows with phone-camera PD, while single-vision PD/OC measurement, bench edging cleanup, and salvaging a mangled titanium frame still need a person at the counter — hence mixed, not resistant.",
    "embodiment": "You work inches from a stranger's face with pupillometer, pliers and hot-air frame warmer, then move to a lensometer/lens clock and sometimes an edger — uncontrolled in the sense that every skull, nose bridge and PAL corridor is different, though it's all indoors at a fixed dispensary rather than a field environment, which keeps it at 14 rather than 18.",
    "liability_shield": "About 20-odd states (NY, FL, NJ, MA among them) license dispensing opticians with ABO/NCLE-backed exams and continuing education, but the other half let anyone dispense under an OD's prescription, and even where licensed the refraction and the medical call belong to the optometrist you're filling for — a partial statutory wall, not a personal-liability moat.",
    "trust_premium": "Progressive wearers and parents of kids in polycarbonate come back to the person who got the seg height right last time and will re-adjust free for two years, which is genuine repeat relationship — but it is attached to the store and the vision plan network as much as to you, so it doesn't reach the 15+ of a role where the client follows the individual out the door.",
    "judgment_accountability": "You exercise real discretion — flagging a suspect Rx before it goes to the lab, refusing a frame too shallow for the ordered PAL, choosing base curve, index and A-B-ED for a +6.00 to control thickness and aberration — but the diagnostic and prescribing calls sit upstream with the OD/MD, and most decisions have a defensible right answer in ANSI Z80.1 tolerances rather than being genuinely ambiguous."
  },
  "rationale": "The core of the job is physical: taking pupillary distance and segment heights on a live face, adjusting temples and nose pads, verifying finished lenses on a lensometer, and fixing the pair a customer brings in broken. What automates is the paperwork and commerce layer — insurance verification, benefit lookup, order entry, lens-option explanation, and much of the frame-recommendation sales patter that online retailers already handle with app-based measurement. Licensure exists in roughly half of states, which is a real but uneven and erodible shield; the bigger threat is direct-to-consumer optical retail shrinking the number of dispensing counters, not a robot fitting frames.",
  "outlook": "Dispensing counters keep thinning as online eyewear absorbs simple single-vision sales, but the measurement, fitting, and remake-troubleshooting tier persists inside optometry practices and hospital eye clinics.",
  "what_would_raise_it": {
    "levers": [
      {
        "dimension": "liability_shield",
        "change": "State opticianry boards (e.g., NY, FL, NJ, which already license) extending scope rules to require a licensed optician to verify and sign off on any lens dispensed from app-based/self-reported PD or seg-height measurements, including mail-order fulfillment shipped into the state — mirroring how some boards have contested online refraction (the Warby Parker/Visibly-style disputes and the 2023 state fights over telerefraction). Adoption in additional states, plus board-imposed personal liability for verification, is the mechanism.",
        "plausibility": "plausible",
        "would_add": 5
      },
      {
        "dimension": "liability_shield",
        "change": "ANSI Z80.1 lens tolerance verification being written into insurer/vision-plan network contracts (VSP, EyeMed) as a condition of claim payment, with a named licensed dispenser attesting to the finished-pair check — turning a voluntary standard into a signature requirement.",
        "plausibility": "plausible",
        "would_add": 3
      },
      {
        "dimension": "task_resistance",
        "change": "Task-mix shift: the occupation genuinely has two tiers. If order entry, benefit lookup and frame patter are fully absorbed by retail software, the residual job concentrates on hard fits — high-plus/high-minus lens decentration, prism, progressive troubleshooting on non-adapting patients, pediatric and post-surgical fits, and low-vision aids. That residual is measured against a live face and is not currently doable at usable quality without a person.",
        "plausibility": "already happening",
        "would_add": 3
      },
      {
        "dimension": "judgment_accountability",
        "change": "Formalized non-adapt/remake protocols where the optician, not the prescriber, owns the call to re-measure, change lens design, or refer back to the OD/MD for prescription re-check — if boards or employer clinical policy make that referral decision a documented optician responsibility rather than a sales concession.",
        "plausibility": "plausible",
        "would_add": 3
      },
      {
        "dimension": "trust_premium",
        "change": "Narrow route only: independent dispensaries and specialty low-vision/pediatric practices where families pay out-of-pocket for hands-on fitting. This does not scale to chain or DTC retail, and the volume of counters is shrinking.",
        "plausibility": "plausible",
        "would_add": 2
      }
    ],
    "ceiling_note": "The binding constraint is channel, not capability: even a strengthened licensure shield does not stop the number of dispensing counters from falling as DTC and chain retail consolidate. A higher per-worker score can coexist with fewer workers. Roughly half of states license at all, and unlicensed states are where erosion runs fastest."
  },
  "adjudication": null,
  "employment_history": {
    "points": [
      {
        "y": 2017,
        "emp": 75450,
        "wage": 36250
      },
      {
        "y": 2018,
        "emp": 72250,
        "wage": 37010
      },
      {
        "y": 2019,
        "emp": 72330,
        "wage": 37840
      },
      {
        "y": 2020,
        "emp": 68180,
        "wage": 38530
      },
      {
        "y": 2021,
        "emp": 73270,
        "wage": 37570
      },
      {
        "y": 2022,
        "emp": 73460,
        "wage": 39610
      },
      {
        "y": 2023,
        "emp": 76770,
        "wage": 44170
      },
      {
        "y": 2024,
        "emp": 79690,
        "wage": 46560
      },
      {
        "y": 2025,
        "emp": 73530,
        "wage": 47260
      }
    ],
    "from": 2017,
    "to": 2025,
    "change_pct": -2.5,
    "comparable_from": 2019,
    "spans_soc_revision": true
  },
  "pivots": [],
  "license": "https://cookedindex.com/terms"
}