{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/occupational-health-and-safety-specialists/", "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": "Occupational Health and Safety Specialists", "soc_code": "19-5011", "category": "Science", "us_employment": 140610, "median_annual_wage": 90150 }, "verdict": "EXPOSED", "risk_resistance": 51, "contested": false, "near_boundary": false, "dimensions": { "task_resistance": 10, "embodiment": 13, "liability_shield": 7, "trust_premium": 9, "judgment_accountability": 12 }, "reasoning": { "task_resistance": "The hazard-recognition walkthrough — noticing that a machine guard has been zip-tied open, that the lockout tag is dated three weeks back, that a worker is reaching over a running conveyor — has no digital substitute, but the paperwork half of the week (300/300A logs, SDS libraries, written respiratory protection and hazcom programs, LOTO procedure templates, annual refresher training decks) is exactly the structured-text generation LLMs do cheaply, which is what pins this at 10 rather than the 14+ of a purely field trade.", "embodiment": "You wear the calibrated pump on your own belt, do the pre- and post-shift flow checks, take noise dosimetry on the shop floor for a full shift, enter permit-required confined spaces to verify atmospheric testing, and climb to roof-mounted HVAC intakes — uncontrolled sites with real fall, heat and exposure risk — with a 13 rather than higher because a meaningful share of the month is spent at a desk writing up what you found.", "liability_shield": "CSP, CIH and CHST are hiring screens and insurer preferences, not practice licences: OSHA's General Duty Clause and the 1910/1926 standards put the citation on the employer, not on you personally, and only narrow work — some state-regulated asbestos and lead assessment, certain industrial hygiene exposure certifications — actually requires a credentialed signature, which is why this sits at 7 rather than the 11+ of a PE stamping a design.", "trust_premium": "Your leverage with a plant manager who does not want to stop the line rests on years of showing up, knowing which supervisors cut corners and being believed when you say the abatement is not optional — but the deliverables themselves (audit reports, compliance gap analyses, training records) travel fine without you, and clients regularly swap consultants between contract cycles, so the relationship is an amplifier rather than the product.", "judgment_accountability": "Deciding an atmosphere is IDLH, calling a stop-work on production, classifying an injury as recordable versus first-aid under 1904.7, or judging whether the engineering control is adequate or a respirator program is required are calls made with incomplete data and real consequences if wrong — held to 12 because most of these decisions run against written standards, PELs and TLVs, and the final accountability rests with the employer who can and sometimes does overrule you." }, "rationale": "Roughly half this job is document work AI already handles well — drafting OSHA 300 logs, mapping regulations to operations, writing JHAs, generating safety training content, summarizing incident reports. The other half is walking the plant floor, crawling into confined spaces, sampling air and noise, watching how workers actually behave versus what the SOP says, and telling a production manager to shut a line down. Certifications like CSP and CIH carry weight with clients and insurers but are rarely a legal signature requirement outside specific exposure-assessment work, so the regulatory moat is thinner than in nursing or engineering.", "outlook": "Headcount holds roughly flat as documentation and compliance-writing workload collapses, while the surviving work concentrates in field sampling, incident investigation, and being the accountable human when a regulator or plaintiff's attorney shows up.", "what_would_raise_it": { "levers": [ { "dimension": "liability_shield", "change": "OSHA or state plan rules that name a specific credentialed individual as required signatory — e.g. the existing requirement that a qualified industrial hygienist (CIH) interpret exposure assessments under the silica and beryllium standards being extended to heat illness prevention plans (Cal/OSHA indoor heat standard, federal heat NPRM) and to process safety management PHA certification. A rule requiring a named CSP/CIH to sign and personally attest to exposure monitoring plans, confined-space entry permits, or PSM revalidations would convert advisory work into signature work.", "plausibility": "plausible", "would_add": 5 }, { "dimension": "liability_shield", "change": "Insurer/underwriting requirement rather than law: workers' comp carriers and excess liability underwriters conditioning premium credits on a named CIH/CSP of record who signs off on the site's hazard assessment — analogous to how property insurers require a licensed fire protection engineer's sign-off on sprinkler design. Already partially visible in construction OCIP programs.", "plausibility": "already happening", "would_add": 3 }, { "dimension": "task_resistance", "change": "Genuine two-tier job: if AI absorbs the OSHA 300 logging, JHA drafting, regulation mapping and training-content tiers, the residual role is instrumented field sampling, behavioral observation, incident root-cause interviewing and stop-work authority — the tier where the score is measured. Task-mix shift alone raises this without any regulatory change, though it also shrinks headcount.", "plausibility": "already happening", "would_add": 4 }, { "dimension": "judgment_accountability", "change": "Explicit written stop-work authority vested in the safety specialist by contract or union agreement — already standard in many building-trades project labor agreements and owner-contractor safety specs on large industrial capital projects. Where the specialist, not the production manager, owns the shutdown call and is named in the incident investigation record, accountability is structural rather than advisory.", "plausibility": "already happening", "would_add": 3 }, { "dimension": "judgment_accountability", "change": "Post-incident criminal and civil exposure attaching to the safety professional personally — as in OSHA willful-violation referrals to DOJ and state manslaughter prosecutions of site safety managers (NY DOB site safety manager cases). Naming the specialist in charging documents makes the role's calls consequential in a way an AI recommendation cannot substitute for.", "plausibility": "plausible", "would_add": 2 }, { "dimension": "embodiment", "change": "Standards that require in-person, personally witnessed verification rather than remote or camera-based monitoring — e.g. confined space attendant and entry supervisor duties under 1910.146, LOTO verification under 1910.147, and respirator fit testing under 1910.134, if boards and OSHA explicitly reject remote/AI-attested substitutes. Conversely, approval of video-based remote attendants lowers this.", "plausibility": "plausible", "would_add": 2 } ], "ceiling_note": "Trust premium has no plausible route here: the buyer is an employer minimizing premium and citation cost, not a consumer choosing a human. CSP/CIH letters matter to underwriters, not to anyone paying extra for human judgment per se. Even with every lever above, the document tier is gone; the levers protect a smaller, more senior field-and-signature job, not the current headcount." }, "adjudication": null, "employment_history": { "points": [ { "y": 2019, "emp": 92780, "wage": 74100 }, { "y": 2020, "emp": 95960, "wage": 76340 }, { "y": 2021, "emp": 106340, "wage": 77560 }, { "y": 2022, "emp": 109430, "wage": 78570 }, { "y": 2023, "emp": 122300, "wage": 81140 }, { "y": 2024, "emp": 128430, "wage": 83910 }, { "y": 2025, "emp": 140610, "wage": 90150 } ], "from": 2019, "to": 2025, "change_pct": 51.6, "comparable_from": 2019, "spans_soc_revision": false }, "pivots": [ { "slug": "civil-engineers", "title": "Civil Engineers", "verdict": "EXPOSED", "risk_resistance": 63, "median_wage": 100840, "overlap": 69, "skills_to_close": [ "Mathematics", "Time Management", "Technology Design", "Management of Personnel Resources" ] }, { "slug": "construction-managers", "title": "Construction Managers", "verdict": "EXPOSED", "risk_resistance": 65, "median_wage": 114990, "overlap": 67, "skills_to_close": [ "Management of Financial Resources", "Management of Personnel Resources", "Management of Material Resources", "Coordination" ] }, { "slug": "first-line-supervisors-of-firefighting-and-prevention-workers", "title": "First-Line Supervisors of Firefighting and Prevention Workers", "verdict": "SAFE", "risk_resistance": 80, "median_wage": 93530, "overlap": 55, "skills_to_close": [ "Management of Personnel Resources", "Equipment Maintenance", "Coordination", "Operation and Control" ] } ], "license": "https://cookedindex.com/terms" }