{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/insulation-workers-mechanical/", "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": "Insulation Workers, Mechanical", "soc_code": "47-2132", "category": "Construction", "us_employment": 25660, "median_annual_wage": 58340 }, "verdict": "SAFE", "risk_resistance": 67, "contested": false, "near_boundary": true, "dimensions": { "task_resistance": 20, "embodiment": 20, "liability_shield": 8, "trust_premium": 9, "judgment_accountability": 10 }, "reasoning": { "task_resistance": "Fitting removable blanket insulation around a valve body that already has three hangers and a conduit run through the clearance means field-measuring, scribing, and re-cutting on the spot — there is no digitisable version of shoving a mitred fiberglass gore into a 90-degree elbow at 220°F, which is why this sits at the ceiling rather than in the mixed band.", "embodiment": "The work happens on ladders and scaffolds in live boiler rooms, in crawl spaces and pipe chases, kneeling on cold decks with mastic and banding tools, and sometimes inside an asbestos containment under a respirator — uncontrolled environments where the temperature, dust, and access change every day, which is exactly what a 20 describes.", "liability_shield": "There is no state licence to insulate a chiller line, but OSHA 1926.1101 asbestos work requires documented training and Class I/II competent-person status, plus lead/asbestos abatement certification in many states and EPA/state cards for removal work — real credentials that gate the job without making any individual personally liable for the finished system, hence 8 rather than 15.", "trust_premium": "Repeat call-backs come from the mechanical contractor and plant maintenance chief who know your crew won't leave a wet-insulation sweating line or a torn jacket in a food plant audit, but the bid still goes to the low number on the spec, so the relationship helps you get invited and doesn't win the award — a 9.", "judgment_accountability": "You decide vapour-barrier orientation on a cold line, whether an existing jacket is asbestos and needs a stop-work call, and how to detail a penetration so it holds a fire rating — decisions with consequences, but the spec sheet and ASTM/insulation thickness tables set most of them, which keeps this in the mid discretion band rather than the top." }, "rationale": "The job is measuring, cutting, fitting, and wiring or banding fiberglass, calcium silicate, and foam onto hot pipes, chillers, boilers, and ductwork — often in crawl spaces, mechanical rooms, and on ladders in live plants. None of that is screen work, and no robot handles the geometry of a 4-inch elbow behind existing pipe hangers. The exposure here is economic (construction cycles, prefab jacketing) and physical (asbestos, confined spaces), not AI.", "outlook": "Steady demand through 2035 from energy-efficiency retrofits, industrial process piping, and data center mechanical rooms; the trade's main constraint stays the shortage of trained hands, not AI.", "what_would_raise_it": { "levers": [ { "dimension": "liability_shield", "change": "Mechanical insulation is largely unlicensed craft work; the realistic route is asbestos/lead abatement and confined-space entry certification becoming mandatory for a wider share of retrofit jobs (EPA/OSHA-accredited AHERA worker+supervisor cards, state abatement licensing), plus energy-code compliance sign-off on pipe insulation thickness under ASHRAE 90.1 / IECC mechanical inspections where a certified installer's affidavit is required for the permit close-out. If jurisdictions add insulation to third-party commissioning sign-off lists, the named installer carries personal certification risk.", "plausibility": "plausible", "would_add": 4 }, { "dimension": "trust_premium", "change": "Owner-side specification of union-signatory or NIA-certified (National Insulation Association / Thermal Insulation Inspector) crews in industrial maintenance contracts, and PLAs on federal projects over $35M under EO 14063, mean buyers are effectively paying for identified, credentialed human crews rather than the lowest bid. Growth of insurer/boiler-inspector-driven requalification after CUI (corrosion-under-insulation) failures pushes the same way.", "plausibility": "already happening", "would_add": 3 }, { "dimension": "judgment_accountability", "change": "Field calls on vapor-barrier continuity, CUI risk, and whether to re-jacket versus strip-and-replace on live process piping are made by the lead insulator with real consequence (moisture intrusion, pipe failure, burn hazard). If foreman-level roles absorb more of this as prefab jacketing removes routine fabrication, the remaining job concentrates in diagnosis and sequencing around live equipment.", "plausibility": "plausible", "would_add": 3 } ], "ceiling_note": "task_resistance and embodiment are already at 20 and cannot rise. The genuine threat vector here is prefabrication and construction-cycle demand, neither of which any of these levers addresses; a higher register score would not protect against a shop in another state shipping pre-cut jacketing." }, "adjudication": { "method": "two independent runs agreed on the verdict", "outcome": "corroborated", "run_totals": [ 67, 67 ], "run_verdicts": [ "SAFE", "SAFE" ] }, "employment_history": { "points": [ { "y": 2017, "emp": 24840, "wage": 45550 }, { "y": 2018, "emp": 24610, "wage": 47740 }, { "y": 2019, "emp": 26670, "wage": 48690 }, { "y": 2020, "emp": 27700, "wage": 50030 }, { "y": 2021, "emp": 28010, "wage": 48260 }, { "y": 2022, "emp": 25660, "wage": 50590 }, { "y": 2023, "emp": 22850, "wage": 53920 }, { "y": 2024, "emp": 25640, "wage": 57250 }, { "y": 2025, "emp": 25660, "wage": 58340 } ], "from": 2017, "to": 2025, "change_pct": 3.3, "comparable_from": 2019, "spans_soc_revision": true }, "pivots": [], "license": "https://cookedindex.com/terms" }