{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/conservation-scientists/", "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": "Conservation Scientists", "soc_code": "19-1031", "category": "Science", "us_employment": 25950, "median_annual_wage": 73010 }, "verdict": "EXPOSED", "risk_resistance": 56, "contested": false, "near_boundary": false, "dimensions": { "task_resistance": 12, "embodiment": 14, "liability_shield": 6, "trust_premium": 12, "judgment_accountability": 12 }, "reasoning": { "task_resistance": "A 12 rather than a 16 because half the job — drafting EQIP and CSP cost-share applications, running RUSLE2 and NRCS Field Office Technical Guide calculations, classifying NAIP or Sentinel imagery into cover maps, writing the plan narrative — is templated work AI already does faster, while the auger-hole soil texture calls, rangeland similarity-index transects and pasture walk-throughs still need someone standing on the site.", "embodiment": "Field days are spent on unfenced rangeland, streambanks and cropland in whatever weather the season brings — digging pits, running line-point intercept, checking gully headcuts after a storm — but a meaningful share of the week is back in a field office at a screen, which keeps it at 14 instead of the high-teens territory of a wildland fire or logging crew.", "liability_shield": "Nothing legally bars an unlicensed person from writing a conservation plan; the Society for Range Management CPRM and SSSA Certified Professional Soil Scientist credentials are resume assets, and the agency or the engineer who stamps a structural practice — not you — carries the sign-off, which is why this sits at 6 rather than in licensed-professional range.", "trust_premium": "Getting a fourth-generation producer to accept prescribed grazing or a riparian buffer depends on years of showing up on that specific operation and being remembered as the person who did not waste their time — but you are also the interchangeable agency contact for whoever walks into the county office, so the relationship carries the work without being the whole product.", "judgment_accountability": "You set stocking rates, decide whether a wetland determination is farmed wetland or prior converted, and pick which practice standard fits an odd field — real calls with money and resource consequences attached, but bounded by NRCS practice standards, ecological site descriptions and state technical guides that narrow the answer before you get to it." }, "rationale": "The modal conservation scientist — a soil or water conservationist or rangeland manager, often at NRCS or a state agency — splits time between on-site inspection of farms, pastures and watersheds and desk work writing conservation plans, grant paperwork and GIS-based erosion or grazing analyses. That desk half is squarely in reach of AI: remote-sensing classification, plan templating from field data, cost-share application drafting and technical report writing. What holds is walking the ground with a landowner, reading actual soil profiles and vegetation, and persuading a skeptical producer to change practices on their own land.", "outlook": "Headcount holds roughly flat as agencies lean on AI for plan drafting and satellite monitoring, but field verification, landowner persuasion and credentialed determinations keep the job intact — with less time at the desk and more in the truck.", "what_would_raise_it": { "levers": [ { "dimension": "liability_shield", "change": "NRCS conservation practice standards already require a certified Conservation Planner or a Professional Engineer to sign engineering job approvals (Job Approval Authority) for structural practices like waterways, terraces and waste storage facilities. If NRCS extends JAA-style personal certification requirements to AI-generated resource management system plans — i.e. a named certified planner must sign that they walked the site and concur with the plan — the shield rises. Similarly, state-level Certified Professional in Rangeland Management (SRM) or Certified Professional Soil Scientist licensure being written into state cost-share eligibility (as Texas and some Midwest states have debated for nutrient management plan writers) would do it.", "plausibility": "plausible", "would_add": 5 }, { "dimension": "liability_shield", "change": "Carbon and water-quality credit markets are moving toward mandatory third-party verification with named, personally accountable verifiers (Verra, Climate Action Reserve, and state nutrient trading programs). If verification bodies bar model-only attestation and require a credentialed individual to certify field baselines and additionality — as Verra's VM0042 soil carbon methodology's sampling requirements point toward — signature demand attaches to this occupation.", "plausibility": "already happening", "would_add": 3 }, { "dimension": "task_resistance", "change": "Genuine two-tier structure: if remote-sensing classification, plan templating and cost-share drafting are automated, what remains is site-specific ground truthing, resolving conflicts between model output and observed soil profiles or vegetation state, and negotiating practice adoption. The residual job is the judgment tier, which scores higher than the current blended average.", "plausibility": "already happening", "would_add": 3 }, { "dimension": "judgment_accountability", "change": "If audit findings on cost-share fraud (USDA OIG has repeatedly flagged EQIP and CSP payment errors) push agencies to name an individual planner as accountable for eligibility determinations and practice-failure calls, the role owns consequential contested decisions rather than routing them upward.", "plausibility": "plausible", "would_add": 3 }, { "dimension": "trust_premium", "change": "Narrow route only: landowner-facing trust is real but rarely priced, since most work is free federal technical assistance. A raise would require private conservation planning and carbon-project origination to grow enough that producers pay a fee specifically for a person who walks their ground — visible in TSP (Technical Service Provider) contracting volume.", "plausibility": "plausible", "would_add": 2 } ], "ceiling_note": "Federal employment is the dominant employer and a hiring or budget contraction at NRCS lowers headcount regardless of how any dimension scores; a signature requirement protects the task, not the job count. Trust premium is structurally capped because the service is mostly given away free." }, "adjudication": null, "employment_history": { "points": [ { "y": 2017, "emp": 22040, "wage": 61480 }, { "y": 2018, "emp": 22200, "wage": 61310 }, { "y": 2019, "emp": 22070, "wage": 62660 }, { "y": 2020, "emp": 22020, "wage": 64020 }, { "y": 2021, "emp": 22550, "wage": 63750 }, { "y": 2022, "emp": 22880, "wage": 64460 }, { "y": 2023, "emp": 22790, "wage": 68750 }, { "y": 2024, "emp": 25590, "wage": 67950 }, { "y": 2025, "emp": 25950, "wage": 73010 } ], "from": 2017, "to": 2025, "change_pct": 17.7, "comparable_from": 2019, "spans_soc_revision": true }, "pivots": [ { "slug": "chief-executives", "title": "Chief Executives", "verdict": "SAFE", "risk_resistance": 69, "median_wage": 213990, "overlap": 67, "skills_to_close": [ "Management of Financial Resources", "Systems Evaluation", "Systems Analysis", "Judgment and Decision Making" ] } ], "license": "https://cookedindex.com/terms" }