{
  "source": "Cooked Index — occupational AI risk register",
  "page": "https://cookedindex.com/jobs/health-and-safety-engineers-except-mining-safety-engineers-and-inspectors/",
  "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": "Health and Safety Engineers, Except Mining Safety Engineers and Inspectors",
    "soc_code": "17-2111",
    "category": "Engineering",
    "us_employment": 21450,
    "median_annual_wage": 115160
  },
  "verdict": "EXPOSED",
  "risk_resistance": 57,
  "contested": false,
  "near_boundary": false,
  "dimensions": {
    "task_resistance": 12,
    "embodiment": 11,
    "liability_shield": 11,
    "trust_premium": 9,
    "judgment_accountability": 14
  },
  "reasoning": {
    "task_resistance": "Hazard analyses, OSHA 300 log compilation, exposure-monitoring writeups and PPE hazard assessments are template-driven enough for a model to draft, but the walkthrough that finds an ungrounded panel or a modified guard that was never redlined, and the machine-specific risk assessment negotiated with the maintenance lead, still need a person on site — hence 12 rather than the 6 of a pure reporting role or the 16 of an inspector who is never at a desk.",
    "embodiment": "You spend real time on the floor with a sound level meter, doing lockout/tagout verification, fit-testing respirators and climbing to check fall-arrest anchorages, but most weeks the majority of hours go to program documents, design reviews and CAD/spec markups in an office — that split puts it at 11 rather than the 15+ of a field inspector living in refineries and trenches.",
    "liability_shield": "Many of these roles run on CSP/ASP certification rather than a state licence, but where you stamp a guarding design, a confined-space entry procedure or a ventilation calculation as a PE, your seal is personally attached and OSHA citations plus tort discovery land on it — 11 reflects that the licensed-and-liable version is common but not universal.",
    "trust_premium": "Line supervisors and workers have to trust you enough to report a near-miss instead of hiding it, and plant managers weigh your credibility when you recommend capital spend, but the deliverable is a compliance program and a signed assessment that any competent successor engineer could take over — the relationship helps the work, it isn't the product.",
    "judgment_accountability": "Deciding a residual risk is acceptable, calling a line down mid-shift, ruling a fatality's root cause as procedural versus design, and choosing engineering controls over administrative ones are calls made with incomplete data where being wrong kills someone and shows up in litigation — 14 places it at the entry of the top band because standards like ANSI B11 and NFPA 70E still bound the decision space."
  },
  "rationale": "Roughly half this job is document work AI already handles well — cross-referencing OSHA/ANSI/NFPA clauses, drafting written safety programs and JHAs, compiling incident statistics, generating training materials, and producing compliance reports. The other half requires walking the plant floor to see the unguarded nip point nobody logged, interviewing workers after an amputation, and personally signing off that a machine guarding design or confined-space plan is adequate — with real liability if it isn't. Judgment under ambiguity (is this risk acceptable, do we shut the line down) is the durable core.",
  "outlook": "Employment holds roughly flat, but the paperwork half of the job compresses hard — the engineers who thrive will be the ones in the field investigating, verifying, and signing, not the ones maintaining binders.",
  "what_would_raise_it": {
    "levers": [
      {
        "dimension": "liability_shield",
        "change": "State PE licensure enforcement extended to safety engineering deliverables: an ABET/NCEES-recognized Safety Engineering PE stamp (the NCEES PE Industrial & Systems / safety exam already exists) made mandatory by state rule or by OSHA-referenced consensus standard for machine guarding designs, confined-space entry plans, fall-protection anchorage certification (already required to be certified by a 'qualified person' under 1926.502) and Process Safety Management mechanical-integrity sign-offs. If OSHA's PSM rulemaking or an ASSP/ASME standard revision names a licensed individual as the signer with personal liability rather than 'a qualified person' designated by the employer, this rises materially.",
        "plausibility": "plausible",
        "would_add": 5
      },
      {
        "dimension": "judgment_accountability",
        "change": "Post-incident enforcement trend where OSHA/DOJ pursues named individual safety professionals rather than only the corporate entity — as in willful-violation criminal referrals and the UK's growing use of individual gross-negligence-manslaughter charges under the Corporate Manslaughter framework. If US case law or a state OSH plan establishes that the safety engineer who accepted a residual risk is personally the accountable decision-maker, the shutdown/accept-risk call becomes explicitly non-delegable to a model.",
        "plausibility": "plausible",
        "would_add": 3
      },
      {
        "dimension": "task_resistance",
        "change": "Genuine two-tier job: if clause cross-referencing, JHA drafting, incident statistics and training-material generation are absorbed by tools, the residual day is field hazard recognition, post-injury worker interviews, and risk-acceptance decisions — which raises the resistance score of what remains even with no regulatory change. Watch for employers cutting safety-engineer headcount while retitling survivors toward incident investigation and management-of-change review.",
        "plausibility": "already happening",
        "would_add": 4
      },
      {
        "dimension": "embodiment",
        "change": "Insurer-driven field verification: if workers' comp carriers and excess-liability underwriters condition premium credits on documented in-person walkthrough frequency by a named engineer (some carriers already require on-site loss-control visits), the plant-floor share of the job is contractually protected rather than optional.",
        "plausibility": "plausible",
        "would_add": 2
      }
    ],
    "ceiling_note": "Trust premium has no plausible route: the buyer is a corporate EHS budget purchasing compliance defensibility, not a human relationship, and it will accept whatever artifact survives an OSHA inspection or a deposition. Everything durable here routes through liability and licensure, not preference."
  },
  "adjudication": null,
  "employment_history": {
    "points": [
      {
        "y": 2017,
        "emp": 26130,
        "wage": 88510
      },
      {
        "y": 2018,
        "emp": 26230,
        "wage": 89130
      },
      {
        "y": 2019,
        "emp": 25860,
        "wage": 91410
      },
      {
        "y": 2020,
        "emp": 23780,
        "wage": 94240
      },
      {
        "y": 2021,
        "emp": 22870,
        "wage": 99040
      },
      {
        "y": 2022,
        "emp": 21520,
        "wage": 100660
      },
      {
        "y": 2023,
        "emp": 22510,
        "wage": 103690
      },
      {
        "y": 2024,
        "emp": 23220,
        "wage": 109660
      },
      {
        "y": 2025,
        "emp": 21450,
        "wage": 115160
      }
    ],
    "from": 2017,
    "to": 2025,
    "change_pct": -17.9,
    "comparable_from": 2019,
    "spans_soc_revision": true
  },
  "pivots": [
    {
      "slug": "mining-and-geological-engineers-including-mining-safety-engineers",
      "title": "Mining and Geological Engineers, Including Mining Safety Engineers",
      "verdict": "SAFE",
      "risk_resistance": 68,
      "median_wage": 106220,
      "overlap": 78,
      "skills_to_close": [
        "Programming",
        "Equipment Selection",
        "Mathematics",
        "Management of Material Resources"
      ]
    }
  ],
  "license": "https://cookedindex.com/terms"
}