{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/atmospheric-and-space-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": "Atmospheric and Space Scientists", "soc_code": "19-2021", "category": "Science", "us_employment": 10000, "median_annual_wage": 99070 }, "verdict": "EXPOSED", "risk_resistance": 39, "contested": false, "near_boundary": false, "dimensions": { "task_resistance": 9, "embodiment": 5, "liability_shield": 3, "trust_premium": 9, "judgment_accountability": 13 }, "reasoning": { "task_resistance": "Model output post-processing, gridded forecast editing, and the aviation/marine product cycle are already largely machine-generated, which drags this well below 14 — but the 9 rather than a 5 reflects convective warning decisions, mesoscale discussion writing during a severe outbreak, and satellite/radar instrument calibration and field-campaign design that still require a human reading conflicting data in real time.", "embodiment": "Most of the work happens at a multi-monitor AWIPS or workstation setup indoors, but the 5 accounts for the minority who launch radiosondes, service ASOS and mesonet sites, deploy mobile radar or dropsonde aircraft during field campaigns, and stand up on a station roof or in a live truck during severe weather.", "liability_shield": "Nothing in the National Weather Service Act or FAA weather-dissemination rules requires a licensed individual to sign a forecast; the AMS Certified Consulting Meteorologist and CBM credentials matter for forensic testimony and broadcast hiring but no statute bars an unlicensed person or a model from issuing the product, and government forecasters are additionally covered by sovereign immunity rather than personal exposure.", "trust_premium": "Emergency managers and county officials act on warnings partly because they know the WFO forecaster by name from years of spotter training and conference calls, and broadcast meteorologists are hired for on-air credibility — but the 9 rather than 14 reflects that the majority of consumers of a TAF, a climate reanalysis, or a space-weather alert never learn who produced it.", "judgment_accountability": "Deciding at 2 a.m. whether a rotating storm with a marginal velocity couplet warrants a tornado warning — knowing a false alarm erodes future compliance and a miss kills people — plus geomagnetic storm scale calls that ground airline polar routes and utility operators' switching decisions, is genuine unbounded high-stakes discretion; it sits at 13 rather than higher because warning criteria, watch collaboration procedures, and NWS directives constrain the decision space more than in fully open-ended fields." }, "rationale": "Routine forecast production — the modal task — is already the most automated frontier in science: numerical weather prediction plus ML models (GraphCast, AIFS, Pangu) now match or beat human short-range skill, and text/graphic forecast products auto-generate. What survives is the warning decision under ambiguity (issuing a tornado or flash-flood warning at 2 a.m. on conflicting radar signatures), on-air and emergency-manager communication where a named human carries the credibility, and research design in climate and space weather. There is no licensure moat; AMS/NWA certification is preferred, not legally required, so protection rests on accountability and audience trust rather than regulation.", "outlook": "By 2035 routine forecasting headcount shrinks as AI models handle baseline prediction, while the surviving jobs concentrate in warning decisions, live communication, and client-embedded decision support.", "what_would_raise_it": { "levers": [ { "dimension": "judgment_accountability", "change": "NWS formalizing the warning decision as a named-human responsibility in its Warning Decision Training and directive series — i.e., a directive stating that tornado/flash-flood/marine warnings and their ML-suggested drafts must be issued by an on-duty meteorologist of record who logs the rationale. Similar in kind to the FAA's requirement that a certificated meteorologist sign aviation forecasts and to NWS's existing WFO warning-authority structure being made explicit against automated issuance.", "plausibility": "plausible", "would_add": 4 }, { "dimension": "task_resistance", "change": "Genuine two-tier structure: if routine gridded-forecast editing, product text generation and climatology summaries are fully absorbed by NBM plus ML guidance, the residual day is warning decisions on conflicting signatures, mesoanalysis in convective mode transitions, model-disagreement adjudication in space weather (SWPC geomagnetic storm escalation), and research design. That shift alone raises the fraction AI cannot do at usable quality without any new law.", "plausibility": "already happening", "would_add": 4 }, { "dimension": "liability_shield", "change": "A licensure or sign-off hook where forecasts carry financial/legal weight: state or FERC-adjacent rules requiring a certified consulting meteorologist (AMS CCM) to attest to forensic weather reports used in litigation, insurance claim adjudication, or wind/solar resource assessments underwriting project finance. Courts already prefer CCM-authored testimony under Daubert; a rule making CCM attestation mandatory for admissibility or for insurer acceptance would convert preference into requirement.", "plausibility": "plausible", "would_add": 4 }, { "dimension": "trust_premium", "change": "Broadcast and emergency-management channels where the named human is the product: FCC/state emergency-alert practice or station contracts requiring a live identified meteorologist during severe-weather cut-ins, and emergency managers contracting named private-sector meteorologists (e.g., dedicated on-call briefers for utilities, rail, aviation dispatch) rather than API feeds. Utility storm-restoration contracts already specify named meteorologist briefings.", "plausibility": "plausible", "would_add": 3 } ], "ceiling_note": "Even with all of these, the occupation is small (10k) and the levers protect a minority of roles — warning-desk operational forecasters, on-air talent, CCM forensic consultants. Research-side climate and space-weather scientists gain from judgment/task-mix but have no liability or trust route at all; their protection rests on grant funding, which is a political variable, not a moat. Nothing here restores routine forecast production." }, "adjudication": null, "employment_history": { "points": [ { "y": 2017, "emp": 8940, "wage": 92070 }, { "y": 2018, "emp": 9310, "wage": 94110 }, { "y": 2019, "emp": 9290, "wage": 95380 }, { "y": 2020, "emp": 10210, "wage": 99740 }, { "y": 2021, "emp": 8520, "wage": 94570 }, { "y": 2022, "emp": 9900, "wage": 83780 }, { "y": 2023, "emp": 9310, "wage": 92860 }, { "y": 2024, "emp": 8780, "wage": 97450 }, { "y": 2025, "emp": 10000, "wage": 99070 } ], "from": 2017, "to": 2025, "change_pct": 11.9, "comparable_from": 2019, "spans_soc_revision": true }, "pivots": [ { "slug": "atmospheric-earth-marine-and-space-sciences-teachers-postsecondary", "title": "Atmospheric, Earth, Marine, and Space Sciences Teachers, Postsecondary", "verdict": "EXPOSED", "risk_resistance": 54, "median_wage": 103170, "overlap": 80, "skills_to_close": [ "Instructing", "Learning Strategies", "Speaking", "Monitoring" ] }, { "slug": "physics-teachers-postsecondary", "title": "Physics Teachers, Postsecondary", "verdict": "EXPOSED", "risk_resistance": 51, "median_wage": 100310, "overlap": 67, "skills_to_close": [ "Instructing", "Repairing", "Equipment Maintenance", "Troubleshooting" ] } ], "license": "https://cookedindex.com/terms" }