{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/museum-technicians-and-conservators/", "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": "Museum Technicians and Conservators", "soc_code": "25-4013", "category": "Education", "us_employment": 12310, "median_annual_wage": 51440 }, "verdict": "EXPOSED", "risk_resistance": 52, "contested": false, "near_boundary": false, "dimensions": { "task_resistance": 13, "embodiment": 16, "liability_shield": 3, "trust_premium": 8, "judgment_accountability": 12 }, "reasoning": { "task_resistance": "At 13 the score sits at the top of the mixed band because bench treatment — inpainting losses, reducing a discolored varnish under the microscope, humidification-and-flattening of a warped print — has no digital substitute, but the same job title also covers accessioning, condition-report drafting, and object photography with metadata entry, and those are the hours that shrink first.", "embodiment": "16 reflects that the work happens with scalpels, swabs, suction tables and solvent fume extraction on objects that are unique, dimensionally irregular, and destroyed by a wrong touch — plus crate-building, gallery installation on ladders, and courier trips where you unpack in someone else's loading dock under whatever conditions exist there.", "liability_shield": "3 is correct: AIC membership and the Professional Associate designation are peer credentials, not licences, and nothing in law stops a museum from assigning a treatment to an unqualified staffer — your protection is the institution's insurance policy and your director's judgment, not a statute.", "trust_premium": "8 accounts for the fact that lenders, private clients, and curators do choose specific conservators by reputation for a Rothko or a Han dynasty bronze, but most collections work is internal, credited in a treatment report rather than to the public, and the visitor who sees your reintegrated losses never learns your name.", "judgment_accountability": "12 fits because you decide how much original material to remove, whether a treatment is reversible, and when to refuse an intervention entirely — real discretion with irreversible consequences — but those calls are documented, reviewed by senior conservators and curators, and constrained by AIC's Code of Ethics rather than owned alone." }, "rationale": "The conservator half of this title is deeply hands-on: solvent testing on a flaking paint layer, consolidating a cracked ceramic, building a custom mount for a fragile textile — irreversible physical work on unique objects that no current robot touches. The technician half is more exposed: cataloging, condition-report drafting, provenance research, photographing and metadata-tagging collections, and label copy are exactly the text-and-image tasks AI now does at usable quality. There is no licensure protecting either tier, and museum budgets are thin, so the cataloging-heavy roles compress while treatment specialists hold.", "outlook": "By 2035 collections-management and cataloging headcount shrinks as AI handles description and metadata, while hands-on treatment conservators stay scarce, in demand, and increasingly work as contractors across multiple underfunded institutions.", "what_would_raise_it": { "levers": [ { "dimension": "task_resistance", "change": "Task-mix shift: as AI absorbs cataloging, metadata tagging, condition-report drafting and label copy, the surviving positions are treatment-bench roles — solvent testing, consolidation, mount-making, structural repair on unique objects. This occupation genuinely has two tiers, and the residual tier is nearly all hands-and-judgment. Watch for job postings that drop 'collections database' duties and require AIC-PA/Fellow status plus a treatment portfolio.", "plausibility": "already happening", "would_add": 3 }, { "dimension": "embodiment", "change": "Already near ceiling at 16; the remaining headroom is disaster-response and site work — post-flood/fire salvage, archaeological field conservation, outdoor monument treatment under weather. If FEMA/Heritage Emergency National Task Force response contracting expands and more positions are written around deployable field conservation, the physical-unpredictability share rises.", "plausibility": "plausible", "would_add": 2 }, { "dimension": "liability_shield", "change": "No licensure exists, but a real proxy: fine-art insurers (AXA XL, Chubb) and lenders increasingly name an approved conservator in loan agreements and claims. If standard loan contracts and insurance riders require a named AIC-credentialed conservator to sign the condition report and treatment proposal, with the individual carrying professional indemnity, personal accountability attaches without any statute. Watch AAM/AIC standard loan-agreement templates and NAGPRA/repatriation documentation requirements naming a responsible conservator.", "plausibility": "plausible", "would_add": 4 }, { "dimension": "trust_premium", "change": "Private-market provenance and authentication work: collectors and auction houses pay specifically for a named human's signed technical examination because an AI-generated condition or authenticity opinion is worthless at litigation and unusable for title insurance. If art-market disclosure norms (or state consignment law, as in NY Arts & Cultural Affairs Law) push toward named-examiner attribution, the premium sharpens.", "plausibility": "plausible", "would_add": 3 }, { "dimension": "judgment_accountability", "change": "Irreversibility is the lever: treatment decisions on unique objects cannot be rolled back, and ethics codes (AIC Code of Ethics, reversibility and minimum-intervention principles) already place the call on a named conservator. If institutional review — a documented treatment-approval committee with a signing conservator of record, mirroring how deaccessioning approvals work — becomes standard practice, ownership of the ambiguous call formalizes.", "plausibility": "plausible", "would_add": 3 } ], "ceiling_note": "Practical ceiling is bounded by headcount, not scores: 12,310 workers split between a resistant treatment tier and a compressing collections-technician tier. Levers can push the conservator half toward the high 60s/low 70s while the technician half falls regardless — the register score for the title as a whole may barely move even if every lever fires, because the exposed half shrinks out of the count rather than getting protected." }, "adjudication": null, "employment_history": { "points": [ { "y": 2017, "emp": 12290, "wage": 40670 }, { "y": 2018, "emp": 13100, "wage": 43020 }, { "y": 2019, "emp": 13190, "wage": 44430 }, { "y": 2020, "emp": 11930, "wage": 45710 }, { "y": 2021, "emp": 10960, "wage": 47630 }, { "y": 2022, "emp": 12240, "wage": 47270 }, { "y": 2023, "emp": 12670, "wage": 48670 }, { "y": 2024, "emp": 13070, "wage": 47460 }, { "y": 2025, "emp": 12310, "wage": 51440 } ], "from": 2017, "to": 2025, "change_pct": 0.2, "comparable_from": 2019, "spans_soc_revision": true }, "pivots": [], "license": "https://cookedindex.com/terms" }