{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/jewelers-and-precious-stone-and-metal-workers/", "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": "Jewelers and Precious Stone and Metal Workers", "soc_code": "51-9071", "category": "Production", "us_employment": 22440, "median_annual_wage": 52540 }, "verdict": "EXPOSED", "risk_resistance": 54, "contested": false, "near_boundary": false, "dimensions": { "task_resistance": 15, "embodiment": 16, "liability_shield": 3, "trust_premium": 11, "judgment_accountability": 9 }, "reasoning": { "task_resistance": "Retipping a worn prong on a customer's 60-year-old platinum mounting, cutting a bearing for an off-round old-European stone, or torch-soldering a shank without cooking the adjacent emerald are one-off judgments made at 10x magnification on objects that arrive in unknown condition — nothing that resists automation more than that, but the 15 rather than 18 reflects that CAD/CAM, printed waxes, and casting houses have taken the model-making and duplication work off the bench.", "embodiment": "You are at a bench pin with a graver, a flexshaft, a torch and a microscope, handling material that scratches, deforms, and cleaves if held wrong; the 16 rather than 20 is because it's a controlled, seated, indoor bench rather than a roof or a crawlspace.", "liability_shield": "There is no state license to set stones or size a ring — GIA GG, JA Certified Bench Jeweler, and CMBJ are all voluntary credentials, and when a stone is chipped in setting the shop's jewelers-block policy pays, not a personally liable licensee.", "trust_premium": "Repeat customers hand over grandmother's engagement ring specifically because they know the bench jeweler by name and will not mail it to a trade shop, but most bench work arrives through a retailer's take-in envelope with the maker never meeting the owner, which caps this well below the 13+ relationship-is-the-product tier.", "judgment_accountability": "Deciding whether a thin, porous cast shank can be laser-welded or must be replaced, or whether a heat-sensitive stone comes out before the torch, is a real call with a five-figure downside — but most tickets are routine sizings and repairs against established shop procedure, which is why this sits at the low end of genuine discretion rather than in the ambiguous-high-stakes band." }, "rationale": "The core of this job — sizing rings, retipping prongs, laser welding, setting stones under a microscope, polishing and rhodium plating — is fine-motor work on unique, high-value objects that today's robots cannot touch. What is eroding is the pre-bench and post-bench layer: CAD modeling and wax printing have replaced much hand carving, automated diamond grading and spectroscopy are displacing human stone identification, and AI handles the design renderings, quoting, and appraisal write-ups that used to justify bench-shop margins. No license protects the trade, and the retail sales tier of this title is far more exposed than the repair bench.", "outlook": "The bench survives and consolidates into fewer, more skilled repair and restoration specialists, while design, grading, and sales-adjacent work in the title keeps shrinking.", "what_would_raise_it": { "levers": [ { "dimension": "trust_premium", "change": "Sustained growth in the bespoke/'made by a named bench jeweler' segment, verifiable via maker's-mark hallmarking and provenance documentation — e.g. more US states or trade bodies (Jewelers of America, AGTA) pushing voluntary maker's-mark registries alongside consumer disgust at mass CAD sameness. Also: lab-grown diamond price collapse pushing retail value away from the stone and toward demonstrable handwork.", "plausibility": "already happening", "would_add": 3 }, { "dimension": "liability_shield", "change": "Insurer-driven requirement that replacement-value appraisals for scheduled personal property be signed by a credentialed appraiser (GIA GG / ASA / NAJA) with personal E&O exposure, explicitly excluding AI-generated valuations — analogous to USPAP's role in real estate appraisal. A state adoption of appraiser licensing for personal property, or Jewelers Mutual/Chubb underwriting rules rejecting unsigned automated appraisals, would be the checkable event.", "plausibility": "plausible", "would_add": 5 }, { "dimension": "liability_shield", "change": "Enforcement of conflict-minerals and anti-money-laundering rules on precious metal dealers (FinCEN's 31 CFR 1027 program requirements, plus any Kimberley Process successor covering lab-grown disclosure) requiring a named responsible person to attest to material origin and disclosure at the point of fabrication.", "plausibility": "plausible", "would_add": 2 }, { "dimension": "judgment_accountability", "change": "Task-mix shift at the bench: as quoting, rendering, and grading automate, what remains is the irreversible call — whether a 1920s platinum mounting survives retipping or must be rebuilt, whether to laser-weld near a heat-sensitive emerald, accepting liability for a client's irreplaceable stone. Shops that formalize this as a documented 'condition assessment and sign-off' step before work orders would make the accountability explicit rather than tacit.", "plausibility": "plausible", "would_add": 4 } ], "ceiling_note": "Realistic ceiling is roughly the mid-60s. The bench work is genuinely hard to automate, but the occupation has no licensing tradition and only 22k workers — too small a constituency to drive its own regulation. Any liability shield would arrive from outside, via insurers or FinCEN, and would cover only the appraisal tier, not the bench. The retail-sales portion of this SOC code has no route up at all and will keep dragging the aggregate score down." }, "adjudication": null, "employment_history": { "points": [ { "y": 2017, "emp": 25710, "wage": 37960 }, { "y": 2018, "emp": 25910, "wage": 39440 }, { "y": 2019, "emp": 23590, "wage": 40870 }, { "y": 2020, "emp": 18650, "wage": 41900 }, { "y": 2021, "emp": 24350, "wage": 46640 }, { "y": 2022, "emp": 26280, "wage": 47140 }, { "y": 2023, "emp": 24060, "wage": 47450 }, { "y": 2024, "emp": 23420, "wage": 49140 }, { "y": 2025, "emp": 22440, "wage": 52540 } ], "from": 2017, "to": 2025, "change_pct": -12.7, "comparable_from": 2019, "spans_soc_revision": true }, "pivots": [], "license": "https://cookedindex.com/terms" }