{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/soil-and-plant-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": "Soil and Plant Scientists", "soc_code": "19-1013", "category": "Science", "us_employment": 15730, "median_annual_wage": 78850 }, "verdict": "EXPOSED", "risk_resistance": 50, "contested": false, "near_boundary": false, "dimensions": { "task_resistance": 12, "embodiment": 12, "liability_shield": 6, "trust_premium": 9, "judgment_accountability": 11 }, "reasoning": { "task_resistance": "Running a three-year variety trial or a replicated fertility strip trial — laying out plots, calibrating the plot planter, harvesting and weighing by treatment, tracking treatment drift — is not compressible, but the ANOVA, the mixed-model output, the literature synthesis, and the extension bulletin draft are, and routine soil test interpretation to a fertilizer rate is already algorithmic under most state recommendation systems, which puts the split near even rather than into resistance territory.", "embodiment": "Probe work in a wet spring field, digging and describing a soil pit to horizon, scouting for nematode or Phytophthora symptoms in a standing crop, and greenhouse work are all genuinely physical, but much of it is scheduled sampling in mapped locations that sensor networks, drone imagery, and autonomous samplers increasingly cover — that's a 12, not the 16 you'd give a field agronomist who must respond to an unpredictable diagnosis call every day.", "liability_shield": "CPSS and CCA are credentials employers ask for, not permission slips, and only a small set of states (Texas, Wisconsin, Minnesota among them) register soil scientists — mostly for septic and wetland delineation work, which is the narrow slice where a signature and seal actually attach and why this isn't a 2.", "trust_premium": "Growers and co-op agronomists come back to the scientist who was right about the potassium response on their sandy knolls, and that history matters at contract renewal, but the deliverable is a report, a recommendation table, or a peer-reviewed paper that carries an institution's name — USDA-ARS, a land-grant experiment station, a seed company — and reads the same regardless of who wrote it.", "judgment_accountability": "Deciding to terminate a breeding line, calling a soil unsuitable for a proposed effluent application, or recommending against a $60/acre input on marginal data are real judgment calls with money attached, but they sit inside experiment station protocols, state recommendation frameworks, and peer or committee review, so almost none are made alone and irrevocably." }, "rationale": "The modal soil and plant scientist splits time between field sampling and greenhouse/plot trials on one side and literature review, statistical analysis, and report writing on the other — the second half is squarely in AI's wheelhouse, and satellite/sensor data plus predictive models are already replacing routine fertility recommendations and yield forecasting. What persists is physically getting into the field: pulling soil cores across variable terrain, diagnosing a wilting stand in person, running and troubleshooting multi-season breeding or agronomic trials. Licensure is thin (a handful of states register soil scientists; CCA and CPSS are voluntary), so there's no regulatory wall — the moat is embodied fieldwork and grower trust.", "outlook": "Employment holds roughly flat but the job shifts decisively toward field sampling, trial execution, and grower-facing advisory as AI absorbs the analysis-and-report half.", "what_would_raise_it": { "levers": [ { "dimension": "liability_shield", "change": "State-level mandatory licensure for soil scientists with statutory sign-off authority — the model already exists in the ~5 states (e.g., North Carolina's Soil Scientist Licensing Board, Texas, Tennessee) where a licensed soil scientist must seal septic/on-site wastewater suitability evaluations and wetland delineations. If more states adopt this, or if EPA/state agencies extend a seal requirement to nutrient management plans and CAFO permits under CWA, a personally-liable human signature attaches to work AI can otherwise draft.", "plausibility": "plausible", "would_add": 5 }, { "dimension": "liability_shield", "change": "Crop insurance and lender requirements: if RMA or farm credit institutions require a CCA/CPSS-certified professional to attest to yield-loss appraisals or prescription-based variable-rate plans used for actual production history claims, certification acquires legal teeth it currently lacks.", "plausibility": "plausible", "would_add": 3 }, { "dimension": "task_resistance", "change": "Genuine two-tier structure: routine fertility recs and yield forecasts fall to satellite/model pipelines, leaving the residual job as designing multi-season trials, diagnosing anomalous failures where model priors are wrong, and calibrating/ground-truthing the models themselves. If employers restructure roles around trial design and model validation rather than recommendation output, the remaining task mix is substantially less automatable.", "plausibility": "already happening", "would_add": 4 }, { "dimension": "judgment_accountability", "change": "Regulatory tightening on nutrient loading — e.g., Chesapeake Bay TMDL-style nutrient caps, or EU-style nitrate directives adopted at state level — puts a named scientist's professional call between a grower and enforcement exposure, making the recommendation a consequential decision under ambiguity rather than an advisory number.", "plausibility": "plausible", "would_add": 3 }, { "dimension": "embodiment", "change": "Soil carbon credit verification protocols (Verra VM0042, CAR Soil Enrichment) requiring in-person, chain-of-custody physical core sampling by a qualified professional rather than remote-sensed estimation. If registries harden against model-only quantification after fraud concerns, physical sampling volume rises.", "plausibility": "already happening", "would_add": 3 }, { "dimension": "trust_premium", "change": "Narrow route only: independent agronomists who take no input-vendor commission sell verifiable freedom from conflict of interest — something a retailer's AI recommendation engine structurally cannot claim. Growth of fee-for-service independent consulting (visible in the Independent Professional Seed Association / independent crop consultant associations) would raise this modestly, but the buyer is price-sensitive and this will not scale far.", "plausibility": "plausible", "would_add": 2 } ], "ceiling_note": "Realistic ceiling is mid-60s. The single largest available gain is licensure, and it is geographically fragmented — a handful of states, mostly tied to septic and wetland work, not to agronomy broadly. Absent a national licensing push (no professional body is currently mounting one at scale), the moat stays embodied fieldwork, and fieldwork is the part most exposed to sensor and autonomous-sampling hardware over a decade." }, "adjudication": null, "employment_history": { "points": [ { "y": 2017, "emp": 14180, "wage": 62430 }, { "y": 2018, "emp": 15010, "wage": 63950 }, { "y": 2019, "emp": 14150, "wage": 63200 }, { "y": 2020, "emp": 13950, "wage": 66120 }, { "y": 2021, "emp": 15610, "wage": 66750 }, { "y": 2022, "emp": 16010, "wage": 65730 }, { "y": 2023, "emp": 15800, "wage": 68240 }, { "y": 2024, "emp": 16600, "wage": 71410 }, { "y": 2025, "emp": 15730, "wage": 78850 } ], "from": 2017, "to": 2025, "change_pct": 10.9, "comparable_from": 2019, "spans_soc_revision": true }, "pivots": [ { "slug": "foresters", "title": "Foresters", "verdict": "EXPOSED", "risk_resistance": 60, "median_wage": 76400, "overlap": 63, "skills_to_close": [ "Equipment Selection", "Management of Material Resources", "Management of Financial Resources", "Operation and Control" ] } ], "license": "https://cookedindex.com/terms" }