{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/microbiologists/", "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": "Microbiologists", "soc_code": "19-1022", "category": "Science", "us_employment": 18940, "median_annual_wage": 87990 }, "verdict": "EXPOSED", "risk_resistance": 46, "contested": false, "near_boundary": false, "dimensions": { "task_resistance": 11, "embodiment": 12, "liability_shield": 6, "trust_premium": 6, "judgment_accountability": 11 }, "reasoning": { "task_resistance": "Streak plates, broth dilutions, gram stains, qPCR plate setup and colony enumeration are all now catalogue items on Hamilton/Tecan decks and automated colony counters, and 16S/WGS annotation plus draft methods sections are near-solved — an 11 rather than a 15 because designing a challenge study, troubleshooting why an anaerobe won't grow, or reading an atypical Gram morphology still needs someone at the bench who has seen it before.", "embodiment": "You are in BSL-2 containment handling live cultures, autoclaving, working a biosafety cabinet, swabbing environmental monitoring sites on a production floor — real physical work, but in a controlled, mapped room with fixed instruments, which is why this sits at 12 and not with field ecologists or line mechanics working in weather and rubble.", "liability_shield": "Most microbiologists hold a BS or PhD and no licence at all; ASCP/ASM certification and CLIA high-complexity testing personnel status apply only to the clinical subset, and even there the CLIA laboratory director signs off — a 6 reflects credential preference and QC training records, not a personal signature that carries statutory exposure.", "trust_premium": "A COA, a deviation report, or a published paper travels under the lab's accreditation and the institution's name, not yours; the 6 comes from the ongoing working relationships — with QA, with the plant, with an FDA or USDA inspector who has read your investigation files before — that make your findings land faster, not from clients who would leave if you did.", "judgment_accountability": "Deciding whether a sterility failure is a true positive or lab contamination, whether a lot is released or destroyed, whether an OOS root cause investigation closes — those are consequential calls made under real ambiguity, but they run through documented SOPs, USP/ISO methods and a QA approval chain, so you propose the conclusion rather than being the last word, which puts this at 11 not 16." }, "rationale": "The bench half of the job — culturing, plating, staining, PCR setup, colony counts, microscopy reads — is physical and still needs hands, but it is exactly the work high-throughput liquid handlers and automated imaging platforms have been eating for a decade, while AI handles the literature reviews, sequence annotation, statistical write-ups, and protocol drafting. The modal worker here is a research or industrial/QC microbiologist, not a clinical lab director; only the clinical and CLIA-regulated tier carries certification requirements that function as a shield. What persists is experimental design under ambiguity, contamination and out-of-spec investigations, and owning the call on whether a lot, a strain, or a result is trustworthy.", "outlook": "Headcount stays roughly flat but the job reshapes: fewer hours pipetting and counting, more hours designing studies, investigating failures, and validating the instruments that do the routine work.", "what_would_raise_it": { "levers": [ { "dimension": "liability_shield", "change": "Extension of CLIA-style personal sign-off to non-clinical tiers: FDA's Food Safety Modernization Act preventive-controls rules and USP <1223>/<1071> revisions already name a 'qualified individual' for microbiological method validation; if FDA or a state board required a named, credentialed microbiologist (ASCP/NRCM or equivalent) to personally attest to sterility-release and environmental-monitoring dispositions — as EU Annex 1 effectively does via the Qualified Person for sterile product release — the attestation becomes non-delegable to a software system", "plausibility": "plausible", "would_add": 5 }, { "dimension": "liability_shield", "change": "FDA guidance on AI in regulated laboratory decision-making (draft 2025 discussion paper on AI in drug/biologic manufacturing) requiring human attestation and documented rationale for any AI-assisted OOS/deviation closure under 21 CFR 211.192", "plausibility": "already happening", "would_add": 3 }, { "dimension": "task_resistance", "change": "Task-mix shift is genuine here: two tiers exist. If liquid handlers and automated colony counters absorb plating, enumeration and PCR setup, the residual role is contamination root-cause investigation, novel-organism identification where reference databases fail, and experimental design under ambiguity — none of which are template-completable. Watch for QC job postings that drop 'plating/enumeration' and add 'deviation investigation ownership'", "plausibility": "already happening", "would_add": 4 }, { "dimension": "judgment_accountability", "change": "Named-investigator requirements in FDA 483/warning-letter remediation and ISO 17025 clause 7.8 revisions that tie an individual, not a team, to result validity and OOS conclusions; also any court treatment of a microbiologist's disposition call as expert opinion in outbreak/product-liability litigation", "plausibility": "plausible", "would_add": 3 }, { "dimension": "embodiment", "change": "Growth of biosafety-level-3/4 and field environmental sampling work (wastewater surveillance programs funded via CDC's NWSS, outbreak response) where sampling occurs in unpredictable, non-benchtop environments that automated platforms are not deployed into", "plausibility": "plausible", "would_add": 2 } ], "ceiling_note": "Trust premium has no plausible route: buyers of microbiology are regulators, hospitals and manufacturers who pay for a validated result, not a human one, and nobody in the chain asks the organism's identity to be human-determined. Total realistic ceiling is roughly the high 50s to low 60s — and the liability levers apply mainly to the pharma/food QC tier, not to academic or industrial research microbiologists, who have no comparable route." }, "adjudication": null, "employment_history": { "points": [ { "y": 2017, "emp": 21870, "wage": 69960 }, { "y": 2018, "emp": 20030, "wage": 71650 }, { "y": 2019, "emp": 18270, "wage": 75650 }, { "y": 2020, "emp": 19710, "wage": 84400 }, { "y": 2021, "emp": 19430, "wage": 79260 }, { "y": 2022, "emp": 19710, "wage": 81990 }, { "y": 2023, "emp": 21540, "wage": 85470 }, { "y": 2024, "emp": 19760, "wage": 87330 }, { "y": 2025, "emp": 18940, "wage": 87990 } ], "from": 2017, "to": 2025, "change_pct": -13.4, "comparable_from": 2019, "spans_soc_revision": true }, "pivots": [ { "slug": "agricultural-sciences-teachers-postsecondary", "title": "Agricultural Sciences Teachers, Postsecondary", "verdict": "EXPOSED", "risk_resistance": 56, "median_wage": 98700, "overlap": 67, "skills_to_close": [ "Instructing", "Coordination", "Learning Strategies" ] }, { "slug": "nuclear-medicine-technologists", "title": "Nuclear Medicine Technologists", "verdict": "SAFE", "risk_resistance": 67, "median_wage": 101370, "overlap": 57, "skills_to_close": [ "Equipment Maintenance", "Repairing", "Equipment Selection", "Operation and Control" ] } ], "license": "https://cookedindex.com/terms" }