{
  "source": "Cooked Index — occupational AI risk register",
  "page": "https://cookedindex.com/jobs/airfield-operations-specialists/",
  "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": "Airfield Operations Specialists",
    "soc_code": "53-2022",
    "category": "Transportation",
    "us_employment": 15190,
    "median_annual_wage": 56850
  },
  "verdict": "EXPOSED",
  "risk_resistance": 63,
  "contested": false,
  "near_boundary": false,
  "dimensions": {
    "task_resistance": 13,
    "embodiment": 17,
    "liability_shield": 10,
    "trust_premium": 8,
    "judgment_accountability": 15
  },
  "reasoning": {
    "task_resistance": "At 13 the job splits cleanly: the recurring Part 139 self-inspection checklist, NOTAM issuance, condition reporting (FICON), and wildlife log entries are structured enough to be templated and increasingly sensor-fed, while snow removal sequencing, disabled-aircraft coordination, and judging whether a pavement crack or rubber buildup warrants closure keep it out of the 6-and-below band.",
    "embodiment": "17 reflects that most of a shift is in a vehicle on the movement area in whatever weather the airport has — driving runway edges at night looking for unseated light fixtures, walking FOD off a taxiway, firing pyrotechnics at gulls, checking friction after freezing rain, and standing on a ramp during an aircraft emergency — with only the last few points withheld because the ops desk, radio work, and reporting still pull you inside.",
    "liability_shield": "10 is the ceiling for a role with no personal FAA certificate: you need an airfield driver's permit and movement-area authorization, and Part 139 makes the airport certificate holder — not you — the entity FAA inspectors cite, so your findings can end a career without ever attaching a licence number to a signature.",
    "trust_premium": "8 comes from the fact that tower controllers, airline ops, and snow crews work with you by callsign and know whether your calls hold up, but the relationship is interchangeable across a shift roster — the next specialist on days handles the same contractor escort with the same authority and nobody requests you by name.",
    "judgment_accountability": "15 is earned by the closure decision: you decide alone, in minutes, whether a runway comes out of service for a bird carcass, a fuel spill, or a braking action report, knowing a wrong call either strands diverting aircraft or lets one land on a surface it shouldn't, and the FAA reconstruction of that decision has your radio transmissions in it."
  },
  "rationale": "The core of this job is physically driving the airfield: runway and taxiway inspections, FOD sweeps, lighting and marking checks, wildlife hazard patrols, escorting contractor vehicles in movement areas, and coordinating live with the tower by radio. AI and sensor systems will eat the paperwork tier — NOTAM drafting, Part 139 inspection logs, wildlife strike reports, weather monitoring, shift handover summaries — and automated FOD/incursion detection will reduce how often a human must look. What persists is the person on the airfield during a snow event, a disabled aircraft, or an emergency, making a runway-closure call and owning it under FAA scrutiny.",
  "outlook": "Headcount likely flattens or slips modestly as sensors and automated reporting cut the administrative half of the job, but every certificated airport will still need humans on the airfield making condition and closure calls.",
  "what_would_raise_it": {
    "levers": [
      {
        "dimension": "liability_shield",
        "change": "FAA amends 14 CFR Part 139 (or its Advisory Circular 150/5200-18 inspection guidance) to require that a named, airport-certified operations person personally sign each self-inspection record and any runway condition (FICON/RCAM) assessment, with automated sensor output treated as advisory only — the FAA already requires trained personnel and RCAM assessments to be human-judged; codifying non-delegability to a certificated individual with personal enforcement exposure is the specific step",
        "plausibility": "plausible",
        "would_add": 5
      },
      {
        "dimension": "liability_shield",
        "change": "State or FAA rulemaking that makes movement-area vehicle escort and runway incursion prevention duties assignable only to a badged, certified human whose airfield driver certification can be suspended for a deviation — mirroring how ATC controller certificates work; airport incursion enforcement actions already name individuals",
        "plausibility": "plausible",
        "would_add": 3
      },
      {
        "dimension": "task_resistance",
        "change": "Task-mix shift: once NOTAM drafting, Part 139 logs, wildlife strike reporting and weather monitoring are automated, the residual day is snow-event runway closure calls, disabled-aircraft coordination, ARFF/emergency-plan activation and construction-phasing safety risk assessment under SMS (Part 139.301 SMS requirements) — the judgment tier is genuine and separable here",
        "plausibility": "already happening",
        "would_add": 3
      },
      {
        "dimension": "judgment_accountability",
        "change": "Part 139 SMS implementation deadlines force airports to designate an accountable individual for airfield hazard risk acceptance, with documented safety risk assessments naming the decision-maker; if operations specialists are named as risk-acceptance authorities rather than data collectors, ownership of ambiguous calls becomes formal",
        "plausibility": "already happening",
        "would_add": 3
      },
      {
        "dimension": "embodiment",
        "change": "Structurally near-ceiling already; only a broadening of duties into winter operations equipment command, wildlife depredation under USDA/USFWS permits, and hands-on emergency scene control would nudge it — the environment (weather, wildlife, live aircraft, construction) resists sensor-only substitution",
        "plausibility": "plausible",
        "would_add": 2
      }
    ],
    "ceiling_note": "No realistic trust_premium route: passengers and airlines never see or select this role, and airports are cost-center buyers of it — any claim that travelers would pay for a human airfield inspector is false comfort. Also, capability pressure is real: FOD detection radar, camera-based incursion alerting and automated FICON tooling are being deployed now, and the main displacement risk is headcount thinning per airfield rather than the role vanishing."
  },
  "adjudication": null,
  "employment_history": {
    "points": [
      {
        "y": 2017,
        "emp": 9590,
        "wage": 52360
      },
      {
        "y": 2018,
        "emp": 9960,
        "wage": 52200
      },
      {
        "y": 2019,
        "emp": 10680,
        "wage": 52650
      },
      {
        "y": 2020,
        "emp": 10590,
        "wage": 51330
      },
      {
        "y": 2021,
        "emp": 12610,
        "wage": 47880
      },
      {
        "y": 2022,
        "emp": 14760,
        "wage": 49600
      },
      {
        "y": 2023,
        "emp": 18320,
        "wage": 51140
      },
      {
        "y": 2024,
        "emp": 16640,
        "wage": 56750
      },
      {
        "y": 2025,
        "emp": 15190,
        "wage": 56850
      }
    ],
    "from": 2017,
    "to": 2025,
    "change_pct": 58.4,
    "comparable_from": 2019,
    "spans_soc_revision": true
  },
  "pivots": [
    {
      "slug": "transit-and-railroad-police",
      "title": "Transit and Railroad Police",
      "verdict": "SAFE",
      "risk_resistance": 73,
      "median_wage": 90230,
      "overlap": 67,
      "skills_to_close": []
    }
  ],
  "license": "https://cookedindex.com/terms"
}