← Risk register SOC 17-2031 · reviewed 2026-08-11

Bioengineers and Biomedical Engineers

23,480 US workers · median $109,370/yr · Engineering

EXPOSED

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.

10-year 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.

Score — 47/100 resistance

Five dimensions, 0–20 each, summed. Higher means more protected. The arithmetic is shown so you can check it: 11 + 10 + 7 + 7 + 12 = 47.

Task resistance 11/20

Mixed — a routine tier and a judgment tier. 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 10/20

Some physical or field component. 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 7/20

Certification preferred, not legally required. 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 7/20

Some relationship component. 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 12/20

Meaningful discretion. 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.

Confidence: medium · reviewed 2026-08-11 · how scoring works

Tasks already automatable

What survives

Active moats: liability, judgment, embodiment

How to future-proof this job

Escape hatches — adjacent fields with better verdicts

Computed from U.S. Dept. of Labor O*NET skill profiles: high overlap with what you already do, materially higher resistance score.

Orthotists and Prosthetists SAFE · 75/100 · you already have ~69% of the skill profile

Skills to close: Service Orientation, Social Perceptiveness

Nurse Anesthetists SAFE · 89/100 · you already have ~67% of the skill profile

Skills to close: Service Orientation, Operation and Control, Social Perceptiveness

Orthodontists SAFE · 83/100 · you already have ~56% of the skill profile

Skills to close: Coordination, Social Perceptiveness, Time Management, Persuasion

Field report — do you do this job?

Has AI actually changed your work?

Self-reported and unverified — a sentiment signal, not a survey. One response per person per occupation; you can change your answer.

From people who do this job

Nobody has filed one yet. If you do this work, you know things the rubric can't see.

What has actually changed in your work?

Concrete beats general: a tool that arrived, a task that moved, a headcount decision you watched happen. Don't include anything that identifies you or your employer if that would put you at risk.