{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/environmental-science-and-protection-technicians-including-health/", "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": "Environmental Science and Protection Technicians, Including Health", "soc_code": "19-4042", "category": "Science", "us_employment": 34670, "median_annual_wage": 55090 }, "verdict": "EXPOSED", "risk_resistance": 45, "contested": false, "near_boundary": false, "dimensions": { "task_resistance": 10, "embodiment": 15, "liability_shield": 5, "trust_premium": 6, "judgment_accountability": 9 }, "reasoning": { "task_resistance": "Splitting a 40-hour week between chain-of-custody sampling at active industrial sites and writing up EPA Method 200.8 results against MCLs puts this at 10 — the field trips still require a person walking a monitoring well transect, but continuous telemetry from datalogged sondes and automated report generation have already absorbed the routine quarterly rounds and the narrative sections you used to draft by hand.", "embodiment": "A 15 reflects that you are in Level C on a brownfield in July, augering to five feet, changing PM2.5 filters on a rooftop, and crawling attics for asbestos bulk samples — uncontrolled sites with variable weather and access, though you are not doing structural work or operating heavy equipment, which is what keeps it out of the 18-20 range.", "liability_shield": "At 5, credentials like state-accredited asbestos building inspector, 40-hour HAZWOPER, and lead risk assessor gate specific tasks and can be revoked, but the Phase II report, the remediation recommendation, and the regulatory submittal carry a PE or licensed geologist's stamp, so the enforcement exposure sits above you.", "trust_premium": "A 6 recognizes that plant EHS managers and municipal operators come to know you by name after years of quarterly visits and will call you directly about a spill, but the client is buying the lab-defensible dataset and the seal on the report, and the firm can send a different technician next quarter without losing the contract.", "judgment_accountability": "Method 9 visible-emissions calls, deciding a well needs redevelopment before sampling, flagging a duplicate that blew its RPD, or deciding a friable material warrants a stop-work — real on-site discretion at 9, but bounded by SOPs, QAPPs, and prescriptive EPA and OSHA methods that specify what to do when a reading exceeds the trigger." }, "rationale": "The field half of this job — collecting soil, water, air, and asbestos/lead samples, calibrating monitors, setting up sensors at industrial sites and contaminated properties — is physically real and cheap robotics won't touch it this decade. The desk half — logging data, running standard calculations against regulatory thresholds, drafting sampling reports and permit paperwork — is exactly what AI now does at usable quality, and sensor networks plus automated telemetry are already thinning the routine monitoring rounds. No general license shields the role; certifications (asbestos inspector, HAZWOPER, state sampler credentials) matter for specific tasks but the signing professional is usually the environmental engineer or scientist above you.", "outlook": "Report writing and routine data rounds shrink toward automation while sampling, inspection, and incident response hold; expect flat-to-modest employment with the job's center of gravity shifting further into the field.", "what_would_raise_it": { "levers": [ { "dimension": "liability_shield", "change": "State-mandated accredited-sampler credentials with personal chain-of-custody attestation: e.g., EPA/state drinking-water programs and the Lead and Copper Rule Improvements requiring a named, certified sampler to sign each sample's custody form, and state asbestos/lead (AHERA, EPA RRP) rules already requiring a licensed inspector's personal signature on clearance results. If more media (PFAS sampling under state programs, vapor intrusion, Phase II ESA field work) get equivalent named-certified-sampler requirements rather than firm-level accreditation, the technician becomes an unsubstitutable signatory.", "plausibility": "already happening", "would_add": 5 }, { "dimension": "liability_shield", "change": "Court/enforcement treatment of AI-assisted data as inadmissible without a human field witness — a Daubert-style or state-enforcement ruling that automated telemetry logs need a certified technician's sworn attestation of calibration and siting to support a penalty or a cost-recovery claim.", "plausibility": "plausible", "would_add": 3 }, { "dimension": "task_resistance", "change": "Task-mix shift: as report drafting and threshold checks automate, the residual job is the genuinely hard field tier — deciding where to place a sensor, recognizing a compromised sample, diagnosing drift and matrix interference, adapting a sampling plan when site conditions differ from the work plan. Two tiers genuinely exist here; the surviving role is the second one, and it is a smaller headcount.", "plausibility": "already happening", "would_add": 3 }, { "dimension": "judgment_accountability", "change": "Formal QA/QC sign-off authority pushed down to the technician under NELAP/state lab accreditation and EPA data-validation guidance: if the field technician is the named party who rejects or accepts a sample batch and documents deviations that determine whether a cleanup is declared complete, the role owns a consequential call.", "plausibility": "plausible", "would_add": 3 }, { "dimension": "embodiment", "change": "Expansion of sampling into environments hostile to fixed sensors and automation — post-disaster response, PFAS and lead service line inventories requiring physical excavation/inspection, indoor air and mold assessment inside occupied buildings, illicit discharge tracing in sewer systems. More statutory inventory and inspection mandates means more irreducibly physical, unpredictable-site work.", "plausibility": "already happening", "would_add": 2 } ], "ceiling_note": "Trust premium has no realistic route: buyers are regulators and property transactions purchasing compliance, not a human touch, and they will accept whatever the rule permits. The liability levers are also real but narrow — they attach to specific media (asbestos, lead, drinking water), so the shield protects credentialed subspecialties rather than the occupation as a whole. Even with every lever, automated telemetry continues to thin routine monitoring headcount; the score rises for the survivors while the job count falls." }, "adjudication": null, "employment_history": { "points": [ { "y": 2019, "emp": 32620, "wage": 46540 }, { "y": 2020, "emp": 31860, "wage": 46850 }, { "y": 2021, "emp": 34110, "wage": 47370 }, { "y": 2022, "emp": 33920, "wage": 48380 }, { "y": 2023, "emp": 32390, "wage": 50660 }, { "y": 2024, "emp": 39390, "wage": 49490 }, { "y": 2025, "emp": 34670, "wage": 55090 } ], "from": 2019, "to": 2025, "change_pct": 6.3, "comparable_from": 2019, "spans_soc_revision": false }, "pivots": [ { "slug": "conservation-scientists", "title": "Conservation Scientists", "verdict": "EXPOSED", "risk_resistance": 56, "median_wage": 73010, "overlap": 70, "skills_to_close": [ "Management of Personnel Resources" ] }, { "slug": "nuclear-engineers", "title": "Nuclear Engineers", "verdict": "EXPOSED", "risk_resistance": 57, "median_wage": 133970, "overlap": 69, "skills_to_close": [ "Technology Design", "Operations Analysis", "Troubleshooting", "Mathematics" ] }, { "slug": "foresters", "title": "Foresters", "verdict": "EXPOSED", "risk_resistance": 60, "median_wage": 76400, "overlap": 65, "skills_to_close": [ "Management of Material Resources", "Management of Financial Resources", "Management of Personnel Resources", "Complex Problem Solving" ] } ], "license": "https://cookedindex.com/terms" }