{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/dental-laboratory-technicians/", "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": "Dental Laboratory Technicians", "soc_code": "51-9081", "category": "Production", "us_employment": 34410, "median_annual_wage": 49610 }, "verdict": "EXPOSED", "risk_resistance": 39, "contested": false, "near_boundary": false, "dimensions": { "task_resistance": 10, "embodiment": 13, "liability_shield": 2, "trust_premium": 6, "judgment_accountability": 8 }, "reasoning": { "task_resistance": "Ceramic build-up on a PFM or zirconia layered anterior — stacking dentin and incisal porcelain, firing, and correcting shade under different light sources against a patient's adjacent teeth — still defeats automation, but that is maybe a third of a typical bench day when the rest is nesting files, running the mill, sprue removal and polishing full-contour zirconia, which is why this sits at 10 rather than 15.", "embodiment": "Everything that survives is done with hands on a physical object: articulating a case on a stone model, waxing and setting denture teeth to a bite registration, hand-finishing margins with rotary instruments, sandblasting and steam cleaning — none of it can be done remotely, which puts it well above desk work.", "liability_shield": "No state licenses dental lab technicians; CDT certification from the National Board is voluntary and no dentist requires it to send you a case, and when a crown fails clinically the prescribing dentist answers to the patient and the board, so the 2 reflects only that FDA registers the lab as a device manufacturer, not that anyone protects your job.", "trust_premium": "Your relationship is with a handful of dentists who keep sending cases because your anterior shade matches come back without remakes — real and worth something, but the patient never learns your name, and a practice that switches to an offshore or corporate lab for a 40% price cut loses nothing it can point to on the invoice.", "judgment_accountability": "You decide occlusal contact adjustments, how much to reduce for opposing wear, and whether a prep the dentist sent has an undercut serious enough to call the office about — genuine calls, but made inside a written prescription that specifies material, shade and design, with the dentist free to override anything at seat appointment." }, "rationale": "The design half of this job — reading intraoral scans, laying out margins, designing crown and bridge geometry — is already largely handled by CAD software with automated proposals, and milling and 3D printing have absorbed much of the fabrication. What survives is bench work: ceramic layering and shade matching, denture setup and fit adjustment, finishing and polishing to a dentist's case notes. No license protects the role, the dentist carries the clinical liability, and offshore digital labs already compete on the routine crown-and-bridge volume that is most of the median technician's day.", "outlook": "Employment keeps drifting down as digital design and printing consolidate volume into large and offshore labs, while a smaller tier of esthetic ceramists and implant specialists holds steady or gains pricing power.", "what_would_raise_it": { "levers": [ { "dimension": "task_resistance", "change": "Task-mix shift as automated CAD and milling absorb single-unit crown-and-bridge: what remains is anterior esthetic ceramic layering, complex full-arch implant cases, and removable denture setup/fit adjustment, where shade matching under varying light and characterization by hand still resists both software and offshore commodity pricing. This raises task_resistance only for technicians whose case book is already skewed that way — it does not save the volume-crown bench.", "plausibility": "already happening", "would_add": 4 }, { "dimension": "embodiment", "change": "Chairside/in-office roles where the technician does live intraoral shade verification, try-in adjustment and same-day characterization with the patient present — a workflow already used by some prosthodontic and full-arch implant practices, and unavoidably physical and unscripted.", "plausibility": "plausible", "would_add": 3 }, { "dimension": "liability_shield", "change": "State dental boards adopting a Certified Dental Technician (CDT) requirement for fabricating patient-specific restorations, plus FDA enforcing 21 CFR 820 device-manufacturer registration and design-history-file signoff on labs printing/milling custom devices. Registration is already required in principle; a named, personally accountable technician signoff would be new. Only Florida, Kentucky, Texas and South Carolina have any lab registration regime today, and none creates personal liability.", "plausibility": "unlikely", "would_add": 4 }, { "dimension": "trust_premium", "change": "Domestic-origin and technician-attribution disclosure — a state rule requiring the lab and country of fabrication be disclosed to the patient (proposed repeatedly in state legislatures and pushed by the National Association of Dental Laboratories' 'What's In Your Mouth?' campaign). Where patients see the origin, a named US ceramist can be billed as a premium line item.", "plausibility": "plausible", "would_add": 3 }, { "dimension": "judgment_accountability", "change": "Formal case-planning role in full-arch implant and complex prosthetic workflows, where the technician's call on occlusal scheme, vertical dimension and material selection drives the treatment plan and is documented as such in the lab prescription rather than the dentist's notes.", "plausibility": "plausible", "would_add": 3 } ], "ceiling_note": "Realistic ceiling is low-to-mid 50s, and only for the esthetic/complex-prosthetic minority. The dentist owns clinical liability by structure and no dental board has shown appetite to move it; the patient never chooses the lab, so trust premium has no direct buyer channel absent a disclosure mandate. Offshore digital labs cap pricing power independently of AI." }, "adjudication": { "method": "two independent runs agreed on the verdict", "outcome": "corroborated", "run_totals": [ 39, 35 ], "run_verdicts": [ "EXPOSED", "EXPOSED" ] }, "employment_history": { "points": [ { "y": 2017, "emp": 35630, "wage": 38670 }, { "y": 2018, "emp": 34480, "wage": 40440 }, { "y": 2019, "emp": 34460, "wage": 41340 }, { "y": 2020, "emp": 30800, "wage": 42110 }, { "y": 2021, "emp": 34150, "wage": 45770 }, { "y": 2022, "emp": 33330, "wage": 46050 }, { "y": 2023, "emp": 34190, "wage": 47690 }, { "y": 2024, "emp": 33920, "wage": 48310 }, { "y": 2025, "emp": 34410, "wage": 49610 } ], "from": 2017, "to": 2025, "change_pct": -3.4, "comparable_from": 2019, "spans_soc_revision": true }, "pivots": [], "license": "https://cookedindex.com/terms" }