{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/cartographers-and-photogrammetrists/", "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": "Cartographers and Photogrammetrists", "soc_code": "17-1021", "category": "Engineering", "us_employment": 14260, "median_annual_wage": 81390 }, "verdict": "EXPOSED", "risk_resistance": 34, "contested": false, "near_boundary": true, "dimensions": { "task_resistance": 6, "embodiment": 6, "liability_shield": 8, "trust_premium": 5, "judgment_accountability": 9 }, "reasoning": { "task_resistance": "Stereo compilation, feature digitizing, contour derivation, edge-matching and label placement are all now closed loops in ArcGIS Pro, SOCET GXP, Pix4D and Agisoft — you press a button on the point cloud and get breaklines and DEMs that used to take you a week, which is why this sits at 6 rather than mid-band; only ground-control planning and accuracy QC survive as genuinely manual.", "embodiment": "Most of the week is a dual-monitor stereo workstation, but field visits for control-point recovery, photo-ID of panel points, checking that a bridge deck or tree canopy in the imagery matches the ground, and occasional flight-planning or drone operation put a real physical tail on the job — enough for 6, not the 12 of someone who is outdoors weekly.", "liability_shield": "An 8 reflects the state patchwork: in Texas, Florida and others photogrammetric mapping for property or engineering purposes must be sealed by a licensed surveyor, but a GIS-track cartographer producing thematic or planning maps needs no licence at all, and CP/GISP certification carries no personal legal exposure.", "trust_premium": "Deliverables are orthomosaics, DEMs and map sheets that get consumed by an engineer or planner who will never learn your name — the metadata and accuracy report do the talking, so at 5 there is no client relationship to lose to a vendor pipeline.", "judgment_accountability": "You decide which of two conflicting parcel sources controls, whether a checkpoint residual is a blunder or terrain, and whether a deliverable meets ASPRS or NSSDA tolerances — real calls, but bounded by published standards and reviewed upstream, which is why it lands at 9 rather than in the ownership band." }, "rationale": "The core production work — digitizing features from aerial and satellite imagery, generating contours and DEMs from stereo pairs, symbolizing and labeling map sheets, georeferencing and mosaicking scans — is exactly what machine-learning feature extraction and automated cartographic generalization now do at usable quality and enormous scale. What holds is control-network and accuracy work: setting ground control, validating positional accuracy against standards, resolving conflicting source data, and signing off on deliverables that carry legal weight for boundaries, floodplains, or utility corridors. In several states photogrammetric mapping tied to property or engineering use must be performed under a licensed surveyor, which is a real but state-patchy shield.", "outlook": "Headcount shrinks as automated extraction absorbs production cartography, while the remaining jobs concentrate in licensed, accuracy-accountable geospatial roles tied to surveying and acquisition design.", "what_would_raise_it": { "levers": [ { "dimension": "liability_shield", "change": "More state boards explicitly bringing photogrammetric and lidar-derived mapping for property, boundary, or engineering-design use inside the definition of 'practice of surveying' under the NCEES Model Law, requiring a licensed PLS/certified photogrammetrist seal on the deliverable. Already law in states like Texas, North Carolina, and Florida; the specific checkable event is additional boards adopting it, or a board disciplinary case against an unlicensed firm delivering AI-extracted parcel mapping.", "plausibility": "already happening", "would_add": 5 }, { "dimension": "liability_shield", "change": "FEMA Risk MAP / Cooperating Technical Partner contract terms and the CFR flood-mapping requirements tightening so that hydraulic base terrain (DEM, breaklines, structure elevations) used in Flood Insurance Rate Maps and Elevation Certificates must carry an individually sealed accuracy certification naming the responsible licensee, not a corporate QA statement.", "plausibility": "plausible", "would_add": 3 }, { "dimension": "task_resistance", "change": "Task-mix shift: this occupation has a genuine two-tier structure — digitizing/mosaicking/labeling versus control-network design, ASPRS 2014 positional-accuracy testing, datum and epoch reconciliation (notably the NGS 2022+ NSRS modernization forcing rework of legacy control), and adjudicating conflicting cadastral sources. As the routine tier is absorbed, what remains is the accuracy-defensibility tier. Watch for job postings shifting from 'compilation technician' to 'geodetic QA/control lead'.", "plausibility": "already happening", "would_add": 4 }, { "dimension": "judgment_accountability", "change": "Growth in litigation and appeals where AI-derived elevation or feature data drove a consequential determination (flood zone designation, utility corridor encroachment, boundary retracement), making a named professional the person who must defend the decision under deposition. A checkable marker: state board rules requiring documented human adjudication logs for automated feature extraction used in survey-grade products.", "plausibility": "plausible", "would_add": 3 }, { "dimension": "embodiment", "change": "Accuracy regimes that require independent field-checked ground control and blind check-point surveys rather than vendor-supplied control — pushing the licensee back into GNSS field observation and monumentation, plus Part 107 UAS operation over sites with obstructed or poor-GNSS conditions. Modest ceiling: field control is a small share of the workweek and is itself partly automatable.", "plausibility": "plausible", "would_add": 2 } ], "ceiling_note": "No realistic route to a meaningful trust premium: buyers are agencies, engineering firms, and utilities purchasing to a written accuracy specification, and nobody pays extra to know a human drew the linework. The occupation's only durable defenses are statutory sealing authority and the accuracy-adjudication tier; both are narrow, and both concentrate work in fewer licensed seniors while eliminating the compilation-technician base — so a higher score for the role can coexist with a much smaller headcount." }, "adjudication": { "method": "two independent runs agreed on the verdict", "outcome": "corroborated", "run_totals": [ 34, 35 ], "run_verdicts": [ "EXPOSED", "EXPOSED" ] }, "employment_history": { "points": [ { "y": 2017, "emp": 11440, "wage": 63990 }, { "y": 2018, "emp": 11050, "wage": 64430 }, { "y": 2019, "emp": 11300, "wage": 65470 }, { "y": 2020, "emp": 12600, "wage": 68380 }, { "y": 2021, "emp": 12610, "wage": 68900 }, { "y": 2022, "emp": 13270, "wage": 71890 }, { "y": 2023, "emp": 12330, "wage": 76210 }, { "y": 2024, "emp": 12790, "wage": 78380 }, { "y": 2025, "emp": 14260, "wage": 81390 } ], "from": 2017, "to": 2025, "change_pct": 24.7, "comparable_from": 2019, "spans_soc_revision": true }, "pivots": [], "license": "https://cookedindex.com/terms" }