{
  "source": "Cooked Index — occupational AI risk register",
  "page": "https://cookedindex.com/jobs/airline-pilots-copilots-and-flight-engineers/",
  "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": "Airline Pilots, Copilots, and Flight Engineers",
    "soc_code": "53-2011",
    "category": "Transportation",
    "us_employment": 103560,
    "median_annual_wage": 232140
  },
  "verdict": "SAFE",
  "risk_resistance": 75,
  "contested": false,
  "near_boundary": false,
  "dimensions": {
    "task_resistance": 13,
    "embodiment": 14,
    "liability_shield": 18,
    "trust_premium": 13,
    "judgment_accountability": 17
  },
  "reasoning": {
    "task_resistance": "Autoland and FMS-coupled RNAV approaches have automated the repeatable parts of the flight, but the manual, un-proceduralised residue is real work — hand-flying a raw-data circling approach into a non-precision field, negotiating a re-route with ATC while running a QRH abnormal, deciding to take contaminated-runway braking action reports at face value or not — which is why this sits at 13 and not down with dispatch paperwork.",
    "embodiment": "You are strapped into the machine you are operating, working rudder and thrust levers in turbulence, doing exterior walkarounds in ramp weather, and physically commanding an evacuation — but the flight deck is a climate-controlled, standardised cockpit with everything within arm's reach, which keeps this at 14 rather than up with linemen on poles.",
    "liability_shield": "An ATP certificate with type rating, a first-class medical, 14 CFR 91.3 giving the PIC final authority over the aircraft, and personal exposure to FAA certificate action or NTSB findings after any deviation — the captain's name is on the airworthiness release acceptance and the logbook, and no software can hold that certificate.",
    "trust_premium": "Crew-pairing trust matters operationally — a first officer must be willing to challenge a captain and a captain must be flyable-with under CRM — plus long-standing relationships with dispatch and check airmen, but passengers board without knowing who is up front.",
    "judgment_accountability": "Continue or divert with 45 minutes of fuel and a thunderstorm cell over the destination, accept or refuse an aircraft with a deferred MEL item, reject a takeoff at 130 knots — these are unrepeatable calls made in seconds with incomplete information and hundreds of lives attached, and they are yours alone under 91.3(b)."
  },
  "rationale": "Autopilot already flies most of the cruise phase, and flight planning, fuel calculation, weight-and-balance and weather briefing are increasingly software-generated — but the pilot exists to handle the off-nominal case: engine failure, windshear, a diversion with a medical emergency and a closing weather window. Single-pilot and remote operations are technically plausible and are being studied, yet FAA certification, ALPA, insurers and passenger tolerance make crew reduction a decade-plus regulatory fight, not a software update. Median worker here is a regional or narrowbody first officer/captain holding an ATP with type ratings and personal legal responsibility for the aircraft.",
  "outlook": "Through the 2030s pilots keep flying with two in the cockpit; expect fights over single-pilot cruise on cargo and regional aircraft, with the captain's seat the last to be touched.",
  "what_would_raise_it": {
    "levers": [
      {
        "dimension": "liability_shield",
        "change": "Codification of two-pilot minimum crew in statute rather than operations specifications — e.g. an FAA reauthorization amendment barring certification of reduced-crew (eMCO/single-pilot) Part 121 operations absent a rulemaking, of the kind ALPA has pushed since the 2023 reauthorization cycle; also EASA's eMCO workstream being closed out rather than advanced. Would lock the licensed-signatory requirement (PIC signs the dispatch release, holds 14 CFR 91.3 final authority) against erosion.",
        "plausibility": "already happening",
        "would_add": 2
      },
      {
        "dimension": "liability_shield",
        "change": "Insurer/lessor covenants: hull and liability underwriters (Lloyd's aviation syndicates, AIG) or aircraft lessors writing two-crew and minimum-experience clauses into policies and lease agreements, making reduced crew uninsurable regardless of certification status.",
        "plausibility": "plausible",
        "would_add": 1
      },
      {
        "dimension": "judgment_accountability",
        "change": "Post-incident regulatory reaction that formally expands PIC authority over automation — e.g. an NTSB recommendation after an automation-related event requiring documented pilot override authority and pilot sign-off on any AI-generated diversion, fuel or dispatch recommendation, mirroring the post-MAX MCAS rulemaking on flight-crew alerting.",
        "plausibility": "plausible",
        "would_add": 2
      },
      {
        "dimension": "task_resistance",
        "change": "Genuine two-tier structure: as EFB software, ATC datalink and predictive dispatch absorb the routine tier (fuel, W&B, route, weather), the residual role concentrates in off-nominal handling, checklist arbitration under conflicting failures, and crew resource management. No law required; the measured task mix shifts toward the tier current systems cannot do.",
        "plausibility": "already happening",
        "would_add": 2
      },
      {
        "dimension": "trust_premium",
        "change": "Contractual passenger-facing guarantees — corporate travel policies or charter/fractional (NetJets, Flexjet) contracts specifying two ATP-rated humans aboard, plus any high-profile carrier marketing crew qualification. Narrow route: leisure passengers do not shop on crew size.",
        "plausibility": "plausible",
        "would_add": 1
      }
    ],
    "ceiling_note": "Liability shield is near its practical maximum at 18; the realistic contest is defending it, not raising it. Trust premium is capped low because the buyer is the airline, not the passenger — fare-driven demand has never rewarded crew staffing, and cargo (where no passenger opinion exists) is where reduced crew will be tested first. Total realistic headroom is a few points, and the register is already SAFE."
  },
  "adjudication": null,
  "employment_history": {
    "points": [
      {
        "y": 2017,
        "emp": 84070,
        "wage": 137330
      },
      {
        "y": 2018,
        "emp": 82890,
        "wage": 140340
      },
      {
        "y": 2019,
        "emp": 84520,
        "wage": 147220
      },
      {
        "y": 2020,
        "emp": 83550,
        "wage": 160970
      },
      {
        "y": 2021,
        "emp": 81310,
        "wage": 202180
      },
      {
        "y": 2022,
        "emp": 89580,
        "wage": 211790
      },
      {
        "y": 2023,
        "emp": 93670,
        "wage": 219140
      },
      {
        "y": 2024,
        "emp": 99300,
        "wage": 226600
      },
      {
        "y": 2025,
        "emp": 103560,
        "wage": 232140
      }
    ],
    "from": 2017,
    "to": 2025,
    "change_pct": 23.2,
    "comparable_from": 2019,
    "spans_soc_revision": true
  },
  "pivots": [],
  "license": "https://cookedindex.com/terms"
}