{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/geographers/", "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": "Geographers", "soc_code": "19-3092", "category": "Science", "us_employment": 1400, "median_annual_wage": 102040 }, "verdict": "COOKED", "risk_resistance": 32, "contested": true, "near_boundary": true, "dimensions": { "task_resistance": 8, "embodiment": 6, "liability_shield": 2, "trust_premium": 6, "judgment_accountability": 10 }, "reasoning": { "task_resistance": "An 8 reflects that the bread-and-butter deliverables — geocoding, raster reclassification, weighted-overlay suitability models, choropleth map production, remote-sensing land-cover classification — are already scripted in ArcPy/GEE or handled by AI-assisted pipelines, while the parts that hold (specifying a spatial model that survives a peer or commission challenge, deciding what the census tract boundary artifact is doing to your result) are a minority of billable hours rather than the whole day.", "embodiment": "A 6 is for the field weeks that punctuate an otherwise screen-bound year: GPS ground-truthing of classified imagery, site reconnaissance for a land-use study, survey administration in the study area — real but seasonal, and much of the observational work is being displaced by higher-cadence satellite and drone imagery you never leave the office to collect.", "liability_shield": "A 2, not 0, because some geographers carry GISP certification or work under a PE/PLS who seals survey-derived products, but no state requires a licensed geographer to sign a suitability analysis or hazard map, so nothing legally blocks an employer from replacing your workflow with software.", "trust_premium": "A 6 covers the repeat-client and agency relationships — the planning department that calls you because you know their parcel data's quirks and their commission's history — but the deliverable is a map and a report that another analyst could produce, and procurement often treats it that way.", "judgment_accountability": "A 10 is right because you genuinely choose the spatial weights, the scale of analysis, and which uncertainty to disclose in a hazard or siting conclusion, but the decision itself is made by the planning commission, agency, or client who takes your map as one input among many and bears the consequences." }, "rationale": "The daily reality of this job is GIS work at a screen: cleaning spatial datasets, running buffer/overlay/suitability analyses, producing cartographic outputs, and writing up findings for planners, agencies, or clients — and AI plus automated geoprocessing pipelines now do large parts of that at usable quality. What resists is research design (choosing the right spatial model and defending it), fieldwork and ground-truthing, and being the person who stands behind a land-use or hazard conclusion in front of a commission. There is no license and no signature requirement, so the occupation has no regulatory floor, and at 1,400 US jobs it is small enough that modest productivity gains absorb hiring.", "outlook": "By the mid-2030s the analyst tier of geography is largely absorbed into automated geospatial pipelines run by planners and data engineers; the surviving geographers are credentialed domain experts who design studies and defend them publicly.", "what_would_raise_it": { "levers": [ { "dimension": "liability_shield", "change": "Several states (TX, CA, NC) already require a licensed Professional Land Surveyor or licensed geologist/engineer to seal maps and hazard delineations; if FEMA Risk MAP or state hazard-mapping programs extended sealing requirements to flood/landslide/wildfire delineation products — or if a state adopted a 'certified geospatial professional' credential tied to GISCI with statutory signature authority for regulatory maps — geographers doing that work would sit behind a personal seal.", "plausibility": "unlikely", "would_add": 5 }, { "dimension": "judgment_accountability", "change": "If expert-witness and commission-testimony work grows as the defensible core — e.g. Daubert challenges to AI-generated suitability or flood models forcing a named human to author and defend the spatial method — the role becomes the accountable analyst of record rather than the map producer.", "plausibility": "plausible", "would_add": 4 }, { "dimension": "task_resistance", "change": "Genuine two-tier structure: buffer/overlay/cartography is the routine tier and is going. If the residual job concentrates in research design (choosing spatial weights, MAUP and edge-effect decisions, defending a model to a skeptical board) plus ground-truthing that automated pipelines mis-specify, measured task_resistance rises with no law change — but headcount is what shrinks in that scenario.", "plausibility": "already happening", "would_add": 4 }, { "dimension": "embodiment", "change": "If agency data-quality rules require documented field verification of remotely-sensed classifications (e.g. USDA/NRCS or state wetland delineation protocols mandating on-site ground-truth samples per map unit), the fieldwork share of the job becomes non-optional.", "plausibility": "plausible", "would_add": 3 } ], "ceiling_note": "At 1,400 US jobs the occupation is too small to attract its own licensure regime; realistic paths run through absorption into surveying, geology, or planning licensure rather than a geographer credential. Trust premium has no plausible route — buyers purchase maps and conclusions, not the identity of the mapmaker." }, "adjudication": { "method": "two independent runs disagreed; merge is rounding-dependent", "outcome": "unresolved — published score left unchanged", "run_totals": [ 32, 35 ], "run_verdicts": [ "COOKED", "EXPOSED" ] }, "employment_history": { "points": [ { "y": 2017, "emp": 1400, "wage": 76860 }, { "y": 2018, "emp": 1390, "wage": 80300 }, { "y": 2019, "emp": 1400, "wage": 81540 }, { "y": 2020, "emp": 1450, "wage": 85430 }, { "y": 2021, "emp": 1440, "wage": 85220 }, { "y": 2022, "emp": 1360, "wage": 88900 }, { "y": 2023, "emp": 1460, "wage": 90880 }, { "y": 2024, "emp": 1380, "wage": 97200 }, { "y": 2025, "emp": 1400, "wage": 102040 } ], "from": 2017, "to": 2025, "change_pct": 0, "comparable_from": 2019, "spans_soc_revision": true }, "pivots": [ { "slug": "anthropology-and-archeology-teachers-postsecondary", "title": "Anthropology and Archeology Teachers, Postsecondary", "verdict": "EXPOSED", "risk_resistance": 51, "median_wage": 99650, "overlap": 79, "skills_to_close": [ "Instructing", "Learning Strategies", "Monitoring", "Speaking" ] }, { "slug": "physical-scientists-all-other", "title": "Physical Scientists, All Other", "verdict": "EXPOSED", "risk_resistance": 42, "median_wage": 122570, "overlap": 74, "skills_to_close": [ "Programming", "Quality Control Analysis", "Operation and Control", "Operations Monitoring" ] }, { "slug": "political-science-teachers-postsecondary", "title": "Political Science Teachers, Postsecondary", "verdict": "EXPOSED", "risk_resistance": 42, "median_wage": 98070, "overlap": 71, "skills_to_close": [ "Instructing", "Learning Strategies", "Speaking", "Persuasion" ] } ], "license": "https://cookedindex.com/terms" }