← Risk register SOC 19-1021 · reviewed 2026-08-11

Biochemists and Biophysicists

33,830 US workers · median $127,410/yr · Science

EXPOSED

Roughly half the job is screen work AI now does well or better: literature synthesis, sequence and structure analysis, statistical modeling, figure generation, manuscript and grant drafting — and AlphaFold-class models erased much of the structure-prediction workload outright. What holds is the bench: designing and troubleshooting assays, purifying proteins, running cell culture and instrumentation, and deciding which result is real versus artifact. There is no license or signature requirement, so nothing regulatory protects the analytical tier, and lab automation plus AI compresses how many bodies a project needs.

10-year outlook: Headcount stays flat to shrinking as computational work consolidates into fewer, AI-augmented analysts, while bench-based method development and instrument expertise remain hard to hire for.

Score — 44/100 resistance

Five dimensions, 0–20 each, summed. Higher means more protected. The arithmetic is shown so you can check it: 10 + 12 + 3 + 6 + 13 = 44.

Task resistance 10/20

Mixed — a routine tier and a judgment tier. At 10 the split is real: the dry-lab half — homology searches, docking runs, kinetics curve-fitting in Prism, RNA-seq pipelines, methods sections — is already model-assisted, while the wet half (cloning a construct that won't ligate, chasing a Western that keeps ghosting, tuning an HPLC gradient for a protein that aggregates at pH 7) still needs a person at the hood, which is why it sits mid-band rather than at 5 or at 15.

Embodiment 12/20

Some physical or field component. 12 reflects hands that matter but in a controlled room: BSL-2 hoods, -80 freezers, ultracentrifuges, mass spec sample prep, plate readers and cryostats are physical and dexterity-dependent, but it's all bench-top in a climate-controlled facility with fixed protocols, not the uncontrolled field conditions that push a score past 13.

Liability shield 3/20

No licence, no signature requirement. 3 is nearly floor because no state licenses a biochemist — no PE stamp, no board certification, no signature on a regulatory filing; a PhD and a PI's approval get you to the bench, and GLP or IRB requirements attach to the institution and the study director, not to your personal credential.

Trust premium 6/20

Some relationship component. 6 is the low end of relationship value: your reviewers are anonymous, your papers are judged on data not on you, and reagent vendors are fungible — the only durable relationships are with the program officer funding the grant and long-term collaborators who know your assay works, which is enough to lift you off the anonymous-output floor but not much further.

Judgment & accountability 13/20

Meaningful discretion. 13 sits at the top of the discretion band because you decide whether an outlier is biology or a pipetting error, whether an off-target effect kills a candidate compound, and which mechanism the data actually supports — high-consequence calls, but ones that go through PI review, lab meeting, and peer review before anything irreversible happens, unlike a clinician's bedside decision.

Scored twice. An independent second run returned 44/100 — EXPOSED, agreeing with the verdict above.

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

Tasks already automatable

What survives

Active moats: embodiment, judgment

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.

Anesthesiologists SAFE · 89/100 · you already have ~70% of the skill profile

Skills to close: Operations Monitoring, Time Management, Service Orientation, Social Perceptiveness

Nuclear Medicine Technologists SAFE · 67/100 · you already have ~58% of the skill profile

Skills to close: Operation and Control, Service Orientation, Equipment Maintenance, Troubleshooting

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.