{
  "source": "Cooked Index — occupational AI risk register",
  "page": "https://cookedindex.com/jobs/bioengineers-and-biomedical-engineers/",
  "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": "Bioengineers and Biomedical Engineers",
    "soc_code": "17-2031",
    "category": "Engineering",
    "us_employment": 23480,
    "median_annual_wage": 109370
  },
  "verdict": "EXPOSED",
  "risk_resistance": 47,
  "contested": false,
  "near_boundary": false,
  "dimensions": {
    "task_resistance": 11,
    "embodiment": 10,
    "liability_shield": 7,
    "trust_premium": 7,
    "judgment_accountability": 12
  },
  "reasoning": {
    "task_resistance": "An 11 reflects that the tasks eating the most hours — DHF documentation, 510(k) predicate comparison tables, FMEA population, statistical analysis of bench and clinical test data, parametric CAD revisions — are exactly what generative tools now draft in a first pass, while designing a fixture to load a stent to 400 million cycles, debugging why a sensor drifts only in blood and not saline, and interpreting a failed sterilization validation still require someone in the lab; it sits above the mixed midpoint but not near 14 because most of what fills a workweek at a device company is documents and CAD, not benchwork.",
    "embodiment": "A 10 covers regular but scheduled physical presence — benchtop fatigue and burst testing, cadaver lab sessions, pilot-line builds, cleanroom entry, OR observation of a case using your implant — in environments that are still controlled and instrumented, unlike a field service engineer troubleshooting an installed MRI in a hospital basement, which is why this does not reach 13.",
    "liability_shield": "A 7 is set by FDA 21 CFR 820.30, which requires a named individual to sign design review, verification, and validation records and makes that signature discoverable in a recall or warning letter, but there is no state licence to lose and no personal PE seal on most device work, so the exposure is employment and enforcement risk rather than the revocable credential that puts anesthesiologists and structural PEs above 11.",
    "trust_premium": "A 7 reflects the internal, cross-functional nature of the relationships — surgeon advisors who will accept your prototype because they know you, QA and regulatory colleagues, contract manufacturers — but the deliverable that leaves the building is a device and a submission, not you, and a hiring manager can swap the engineer behind a finished technical file without a customer noticing.",
    "judgment_accountability": "A 12 comes from calls that have no procedural answer and real consequence — whether a design change is significant enough to trigger a new 510(k), whether a single anomalous test unit is a manufacturing artifact or a failure mode, where to set an acceptance criterion when no standard covers your device — but those calls go through design review boards, regulatory affairs, and clinical advisers before they bind anyone, which keeps it below the 14+ band held by people who decide alone and in the moment."
  },
  "rationale": "The modal biomedical engineer splits time between screen work that AI already does well — literature review, design-history-file documentation, 510(k)/technical-file drafting, risk analysis tables, test-data analysis, CAD iteration — and physical work that it cannot: benchtop prototyping, cadaver and animal lab testing, biocompatibility and sterilization validation, and sitting in an OR watching a surgeon fight your device. Design controls under FDA QSR require a named human to approve verification and validation, which is a real accountability hook even though PE licensure is rare in this field. The junior documentation-and-analysis tier is the most exposed; the design-owner and clinical-interface tier holds.",
  "outlook": "Headcount stays roughly flat but the work reshapes: documentation-heavy junior roles thin out while engineers who own lab validation, clinical translation, and regulatory sign-off become the core of the team.",
  "what_would_raise_it": {
    "levers": [
      {
        "dimension": "liability_shield",
        "change": "FDA's QMSR transition (harmonizing 21 CFR 820 with ISO 13485, effective Feb 2026) plus the draft guidance on AI used in device design/production: if FDA requires a named, qualified individual to attest that AI-generated design outputs, V&V protocols, and risk analyses were independently reviewed — with that attestation discoverable in enforcement and product-liability litigation — the design-owner signature becomes personally consequential rather than clerical",
        "plausibility": "plausible",
        "would_add": 4
      },
      {
        "dimension": "liability_shield",
        "change": "State PE licensure actually being enforced for biomedical/clinical engineering practice (e.g., a state board ruling that hospital-facing device modification and OR-deployed custom implants require a licensed PE seal, as NCEES's biomedical PE exam nominally supports); currently near-zero uptake, and the exam was discontinued for low volume",
        "plausibility": "unlikely",
        "would_add": 3
      },
      {
        "dimension": "judgment_accountability",
        "change": "Notified-body and FDA expectations under EU MDR Annex XIV and FDA's real-world-performance push assigning a named design owner continuing responsibility for post-market clinical follow-up decisions — recall vs. field-safety-notice vs. label change calls, made on ambiguous complaint signal. This is a consequential-call role AI can inform but cannot own",
        "plausibility": "already happening",
        "would_add": 3
      },
      {
        "dimension": "task_resistance",
        "change": "Genuine two-tier structure: if literature review, DHF assembly, 510(k)/technical-file drafting, risk-table population and test-data analysis are absorbed by tooling, the residual job is bench prototyping, human-factors/usability validation under IEC 62366, surgeon-interface iteration, and failure-mode adjudication — a task mix with materially lower automatability. Watch for headcount concentrating in senior design-owner titles while junior documentation roles disappear",
        "plausibility": "already happening",
        "would_add": 4
      },
      {
        "dimension": "embodiment",
        "change": "Growth in point-of-care and patient-specific manufacturing (3D-printed implants, hospital-based device fabrication under FDA's discussion paper on point-of-care manufacturing) putting engineers physically in sterile-processing, print-shop and OR settings for per-case verification",
        "plausibility": "plausible",
        "would_add": 2
      }
    ],
    "ceiling_note": "Trust premium has no plausible route: buyers are hospital procurement, notified bodies and OEM program managers who purchase validated designs and regulatory clearance, not a named human's judgment. No patient or purchaser selects a device because a person rather than a model drew it. Combined realistic upside leaves this occupation exposed — the levers protect the senior design-owner tier while the junior documentation tier is what the headcount actually is."
  },
  "adjudication": null,
  "employment_history": {
    "points": [
      {
        "y": 2019,
        "emp": 19780,
        "wage": 91410
      },
      {
        "y": 2020,
        "emp": 18660,
        "wage": 92620
      },
      {
        "y": 2021,
        "emp": 17190,
        "wage": 97410
      },
      {
        "y": 2022,
        "emp": 19210,
        "wage": 99550
      },
      {
        "y": 2023,
        "emp": 19320,
        "wage": 100730
      },
      {
        "y": 2024,
        "emp": 21860,
        "wage": 106950
      },
      {
        "y": 2025,
        "emp": 23480,
        "wage": 109370
      }
    ],
    "from": 2019,
    "to": 2025,
    "change_pct": 18.7,
    "comparable_from": 2019,
    "spans_soc_revision": false
  },
  "pivots": [
    {
      "slug": "nuclear-engineers",
      "title": "Nuclear Engineers",
      "verdict": "EXPOSED",
      "risk_resistance": 57,
      "median_wage": 133970,
      "overlap": 80,
      "skills_to_close": [
        "Operations Monitoring",
        "Coordination"
      ]
    }
  ],
  "license": "https://cookedindex.com/terms"
}