{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/forensic-science-technicians/", "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": "Forensic Science Technicians", "soc_code": "19-4092", "category": "Science", "us_employment": 19120, "median_annual_wage": 72060 }, "verdict": "EXPOSED", "risk_resistance": 56, "contested": false, "near_boundary": false, "dimensions": { "task_resistance": 11, "embodiment": 15, "liability_shield": 9, "trust_premium": 9, "judgment_accountability": 12 }, "reasoning": { "task_resistance": "Crawling a scene grid at 2am, swabbing a bloodstain pattern on textured drywall, and casting a tire impression in mud resist automation entirely, but the tasks that eat the other half of the week — running the sample through the CE instrument, uploading minutiae to AFIS, comparing candidate lists, and typing the standardized report language — are already substantially machine-assisted, which is why this sits at 11 rather than the 15+ a pure crime-scene role would earn.", "embodiment": "You work outdoor scenes in weather, decomposition, and traffic, handle sharps and biohazards, do post-mortem prints at the morgue, and operate benchtop instruments requiring manual extraction and pipetting — 15 not 18 only because a real share of your hours are spent at a comparison scope and a keyboard in a climate-controlled lab.", "liability_shield": "No state licence gates the job; what protects you is ISO 17025/ANAB accreditation, proficiency testing, and the fact that a named human analyst must sign the report and survive a Daubert challenge and cross-examination — real but institutional, and a lab can reassign that signature or narrow it to a technical reviewer, which caps this at 9.", "trust_premium": "Detectives and ADAs come to request the analyst they've watched hold up on the stand, and defense-bar familiarity with your name matters at trial, but the underlying product is a report that stands or falls on the data, and evidence gets reassigned across the section without the requester objecting — hence 9, not the mid-teens of a consulting expert who is retained personally.", "judgment_accountability": "You decide what at a scene is evidence and what is left behind, whether a mixture is interpretable, and whether a comparison is an identification, inconclusive, or exclusion — irreversible calls with liberty consequences — but SWGDE/OSAC guidelines, SOPs, stochastic thresholds, and mandatory technical review constrain those decisions far more than in an unstructured expert role, placing it at 12." }, "rationale": "The modal forensic science technician splits time between physical evidence work — processing scenes, photographing, lifting prints, packaging and logging samples, running bench instruments — and screen work that AI and automated pipelines already do well: AFIS and facial candidate ranking, DNA mixture deconvolution and probabilistic genotyping, firearms/toolmark image comparison, digital-evidence triage, and report drafting. Physical evidence handling, chain-of-custody integrity, and defending a conclusion under cross-examination are the durable core; the comparison-and-write-up middle is thinning. Court admissibility standards and lab accreditation (ANAB/ISO 17025) create a human-signature requirement, but that is a regulatory and evidentiary shield, not a licensure one, and it can erode.", "outlook": "Headcount holds roughly flat as automated pipelines absorb comparison and reporting volume, but the job re-centers on scene response, evidence integrity, and testifying to conclusions software produced.", "what_would_raise_it": { "levers": [ { "dimension": "liability_shield", "change": "A codified rule that an accredited examiner must personally verify, sign, and be available for cross-examination on any algorithmic comparison result — e.g. a Federal Rule of Evidence 702 amendment or state analogue requiring the proponent of AI-derived latent print/firearms/probabilistic genotyping conclusions to produce the human analyst who independently confirmed them; NIST OSAC standards being made mandatory conditions of ANAB/ISO 17025 accreditation would do the same operationally. Confrontation Clause litigation (post-Smith v. Arizona, 2024) pushing courts to require the actual analyst, not a surrogate or a tool output, is the live mechanism.", "plausibility": "already happening", "would_add": 5 }, { "dimension": "liability_shield", "change": "State-level licensure or certification-to-practice for forensic analysts (as Texas does through the Texas Forensic Science Commission's licensing program, and New York's crime-lab accreditation regime) extended to more states, with individual license revocation as the sanction for unsupported conclusions.", "plausibility": "plausible", "would_add": 3 }, { "dimension": "task_resistance", "change": "Task-mix shift as probabilistic genotyping, AFIS ranking, and toolmark image comparison consume the routine tier: the residual job becomes scene reconstruction, contamination and mixture-interpretation calls, validation studies for new algorithms, error-rate and proficiency documentation, and Daubert/Frye testimony preparation. Recognisable if lab job postings shift toward technical-leader/validation roles and analyst headcount per case falls while per-analyst testimony hours rise.", "plausibility": "already happening", "would_add": 3 }, { "dimension": "judgment_accountability", "change": "Defense-side algorithmic challenges (discovery of source code, e.g. the ongoing litigation over TrueAllele and STRmix validation) making the human examiner the named party who owns the conclusion, its uncertainty statement, and any disclosure of tool limitations under Brady — plus expanded conflict-of-interest and blind-verification requirements from OSAC that place the interpretive call on a specific accountable analyst.", "plausibility": "plausible", "would_add": 3 }, { "dimension": "embodiment", "change": "Contamination and chain-of-custody rules that bar remote or robot-assisted scene processing for capital and violent-crime scenes, keeping physical collection, packaging, and continuity attestation with a person who must later testify to it. Erosion route runs the other way: patrol-officer collection kits and automated bench robotics reduce technician scene time.", "plausibility": "plausible", "would_add": 2 } ], "ceiling_note": "Trust premium has no realistic route — the buyer is a government lab budget or a prosecutor's office, not a client choosing a human, and cost pressure runs toward fewer analysts per case. The liability gains are evidentiary rather than licensure-based in most states, so they attach to the lab's accreditation as much as to the individual, and a single appellate ruling accepting tool output with a surrogate witness reverses much of it." }, "adjudication": null, "employment_history": { "points": [ { "y": 2017, "emp": 15070, "wage": 57850 }, { "y": 2018, "emp": 15970, "wage": 58230 }, { "y": 2019, "emp": 16520, "wage": 59150 }, { "y": 2020, "emp": 16640, "wage": 60590 }, { "y": 2021, "emp": 17020, "wage": 61930 }, { "y": 2022, "emp": 17590, "wage": 63740 }, { "y": 2023, "emp": 17520, "wage": 64940 }, { "y": 2024, "emp": 19450, "wage": 67440 }, { "y": 2025, "emp": 19120, "wage": 72060 } ], "from": 2017, "to": 2025, "change_pct": 26.9, "comparable_from": 2019, "spans_soc_revision": true }, "pivots": [ { "slug": "detectives-and-criminal-investigators", "title": "Detectives and Criminal Investigators", "verdict": "SAFE", "risk_resistance": 69, "median_wage": 93790, "overlap": 51, "skills_to_close": [ "Negotiation" ] } ], "license": "https://cookedindex.com/terms" }