{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/environmental-engineers/", "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 Engineers", "soc_code": "17-2081", "category": "Engineering", "us_employment": 38340, "median_annual_wage": 107110 }, "verdict": "EXPOSED", "risk_resistance": 54, "contested": false, "near_boundary": false, "dimensions": { "task_resistance": 10, "embodiment": 9, "liability_shield": 13, "trust_premium": 9, "judgment_accountability": 13 }, "reasoning": { "task_resistance": "AERMOD and MODFLOW runs, Title V permit renewals, Phase I ESA records reviews, and DMR/quarterly monitoring reports are templated enough that a model plus a script covers the first draft, which is why this sits at 10 rather than 15 — the remaining half is sizing a pump-and-treat system or an SVE array against site conditions no dataset describes.", "embodiment": "You are on site for tank pulls, soil boring oversight, outfall and stack-test observation, and post-remediation confirmation sampling, but that is weeks a year in steel toes and a hard hat rather than daily — the bulk of the work happens back at a desk, which puts it at 9 instead of the 14+ a field geologist or industrial hygienist would earn.", "liability_shield": "The PE stamp on a remediation design, a stormwater or landfill closure plan, or a treatment-system spec is a personal legal exposure under state engineering practice acts, and NPDES and RCRA filings name a responsible engineer — 13 not higher because plenty of environmental engineering work (ESAs, permit support, compliance auditing) is legally performed unstamped by staff who never sit for the PE.", "trust_premium": "Agency reviewers and plant managers come back to the engineer who has run the last three inspections at their facility and knows which state DEQ reviewer will accept an alternate compliance schedule, but the deliverable is a signed and sealed report reviewed on its technical content, not the name on the cover, so it lands at 9.", "judgment_accountability": "Calling a site closed under a risk-based cleanup standard, choosing MNA over active remediation, or deciding a release is reportable under CERCLA 103 are consequential judgments with imperfect data and real downside — 13 rather than 17 because most of these choices are bounded by promulgated cleanup levels, state guidance documents, and a client and agency who both sign off before anything moves." }, "rationale": "A large share of the day is document and screen work — permit applications, NEPA and EIS narrative sections, Phase I ESA desk reviews, regulatory citation lookups, air/water dispersion model runs, and monitoring-data QA — and language models plus modeling automation already handle much of the drafting and summarizing at usable quality. What persists is the stamped remediation design, the site walk where the actual soil, tank, or outfall doesn't match the drawings, and the negotiation with EPA or a state agency over what a compliance path will be. The PE license and personal liability for signed designs are the strongest moat, and they are regulatory rather than technical.", "outlook": "Report-and-permit production shrinks sharply per project; demand holds for licensed engineers who stamp designs, walk sites, and answer to regulators.", "what_would_raise_it": { "levers": [ { "dimension": "liability_shield", "change": "State engineering boards adopting explicit rules that AI-generated design or model output must be reviewed and sealed by a PE who performs independent verification — NCEES and several state boards (e.g., Texas, North Carolina) have opened rulemaking on 'responsible charge' and AI tools; a rule barring AI output from counting as the engineer's own work product, plus EPA/state DEQ permit forms requiring a named PE-of-record for dispersion modeling and remedial design submittals, would tighten the seal requirement", "plausibility": "plausible", "would_add": 4 }, { "dimension": "liability_shield", "change": "Professional liability insurers (Victor/AXA XL, Beazley E&O for A/E firms) adding endorsements that exclude coverage for deliverables where AI tools were used without documented engineer verification, making a signing human contractually mandatory on every remediation design and Phase I ESA — AI exclusions are already appearing in 2024-25 E&O renewals", "plausibility": "already happening", "would_add": 2 }, { "dimension": "judgment_accountability", "change": "CERCLA/RCRA and state voluntary cleanup programs increasingly requiring a Licensed Site Professional-style role that personally certifies closure — the Massachusetts LSP and Connecticut LEP models — expanded to more states, placing the no-further-action call and its reopener risk on a named individual", "plausibility": "plausible", "would_add": 3 }, { "dimension": "task_resistance", "change": "Task-mix shift is genuine here: if the permit-narrative, citation-lookup, and monitoring-data QA tier is automated, the residual job is stamped remediation design, agency negotiation over compliance paths, and site-walk reconciliation where as-builts are wrong. That raises measured resistance while shrinking headcount", "plausibility": "already happening", "would_add": 3 }, { "dimension": "embodiment", "change": "ASTM E1527 Phase I revisions or state cleanup programs requiring documented in-person site reconnaissance by the environmental professional (not a subcontracted technician or drone/imagery substitute), plus PFAS and vapor-intrusion sampling protocols that require judgment-driven on-site sampling point selection", "plausibility": "plausible", "would_add": 2 } ], "ceiling_note": "Trust premium has no plausible route: clients are corporate real-estate and industrial buyers who purchase a stamp and a defensible file, not a human relationship, and they price-shop consultants. Practical ceiling is roughly high-60s, driven almost entirely by license and personal-certification rules, not by anything AI cannot do." }, "adjudication": null, "employment_history": { "points": [ { "y": 2017, "emp": 52640, "wage": 86800 }, { "y": 2018, "emp": 53070, "wage": 87620 }, { "y": 2019, "emp": 53150, "wage": 88860 }, { "y": 2020, "emp": 50260, "wage": 92120 }, { "y": 2021, "emp": 42660, "wage": 96820 }, { "y": 2022, "emp": 45440, "wage": 96530 }, { "y": 2023, "emp": 39880, "wage": 100090 }, { "y": 2024, "emp": 37950, "wage": 104170 }, { "y": 2025, "emp": 38340, "wage": 107110 } ], "from": 2017, "to": 2025, "change_pct": -27.2, "comparable_from": 2019, "spans_soc_revision": true }, "pivots": [ { "slug": "mining-and-geological-engineers-including-mining-safety-engineers", "title": "Mining and Geological Engineers, Including Mining Safety Engineers", "verdict": "SAFE", "risk_resistance": 68, "median_wage": 106220, "overlap": 78, "skills_to_close": [ "Equipment Selection", "Programming", "Technology Design", "Management of Material Resources" ] }, { "slug": "construction-managers", "title": "Construction Managers", "verdict": "EXPOSED", "risk_resistance": 65, "median_wage": 114990, "overlap": 70, "skills_to_close": [ "Management of Financial Resources", "Management of Personnel Resources", "Management of Material Resources", "Negotiation" ] } ], "license": "https://cookedindex.com/terms" }