{
  "source": "Cooked Index — occupational AI risk register",
  "page": "https://cookedindex.com/jobs/dispatchers-except-police-fire-and-ambulance/",
  "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": "Dispatchers, Except Police, Fire, and Ambulance",
    "soc_code": "43-5032",
    "category": "Office",
    "us_employment": 202810,
    "median_annual_wage": 50340
  },
  "verdict": "COOKED",
  "risk_resistance": 24,
  "contested": false,
  "near_boundary": false,
  "dimensions": {
    "task_resistance": 7,
    "embodiment": 2,
    "liability_shield": 1,
    "trust_premium": 6,
    "judgment_accountability": 8
  },
  "reasoning": {
    "task_resistance": "Assigning the next available driver, sequencing stops, and keying status updates into a CAD or TMS are already shipped features in Samsara, Verizon Connect, and Uber Freight, which is why this sits at 7 rather than 12 — the only tasks that genuinely resist are the multi-constraint reroutes (hours-of-service caps, hazmat routing, a utility crew that has to be pulled off one outage for a higher-priority one) that still need someone to negotiate with humans by voice.",
    "embodiment": "You work a console — multiple monitors, a radio headset, a phone queue — and the physical world you coordinate is entirely other people's trucks and crews; the 2 rather than 0 reflects walking the yard or handing keys and paperwork to drivers at shift change in some fleet and taxi operations.",
    "liability_shield": "No state licence gates this desk: utility and trucking dispatch hiring runs on a high school diploma plus on-the-job training, and where credentials exist at all they are voluntary (NAED's Emergency Number Professional, employer radio certs) and carry no personal statutory exposure — the motor carrier and the CDL holder absorb DOT liability, not you.",
    "trust_premium": "The 6 is earned by the standing relationships with your regular drivers and repeat commercial accounts — the owner-operator who takes your load because he knows you don't strand him, the customer who asks for you by name — but the person calling for a taxi or a service window does not care who picks up, and route assignments arrive at drivers as text on a tablet either way.",
    "judgment_accountability": "Most of the shift runs on posted priority rules, service-level windows, and escalation scripts, but the 8 recognises the calls that are actually yours: deciding whether to hold a load or reassign it, whether a crew's fatigue and overtime cost outweigh restoring service tonight, whether to pull a driver off a route in bad weather — real discretion, though a supervisor or the safety department signs off on anything expensive."
  },
  "rationale": "The modal worker here is a truck, taxi, utility, or service dispatcher assigning jobs, sequencing routes, logging calls, and relaying status by phone and radio — exactly the work that fleet telematics, automated dispatch engines, and Uber-style matching algorithms already do at scale. What survives is exception handling: a driver breaks down in a snowstorm, a customer escalates, a crew needs rerouting around an outage with safety and overtime constraints in play. That tier is real but thin, and it needs far fewer people than staffing a phone-and-radio desk did.",
  "outlook": "Expect steady headcount decline over ten years as automated dispatch and driver-app matching absorb routine assignment work, with the remaining roles concentrating into fewer, better-paid exception and incident coordinators.",
  "what_would_raise_it": {
    "levers": [
      {
        "dimension": "task_resistance",
        "change": "Routine assignment/logging is already automated; if the remaining desk is redefined as storm/outage restoration coordination — sequencing utility crews around de-energized lines, mutual-aid crews, and switching orders under FERC/NERC and state PUC restoration reporting — the residual job is ambiguity-tier work AI cannot close out. Watch utility storm-response staffing standards and IBEW system operator classifications.",
        "plausibility": "plausible",
        "would_add": 3
      },
      {
        "dimension": "liability_shield",
        "change": "Hazmat and utility switching dispatch already has named-person requirements in places: PHMSA/49 CFR hazmat carrier communication duties, and NERC-certified System Operator credentialing for switching and tagging orders. If gas/electric utilities or state PUCs extend named-certified-dispatcher sign-off to automated crew-dispatch decisions affecting energized work (post-incident rules after a lineman fatality are the usual trigger), a personally accountable human enters the loop.",
        "plausibility": "plausible",
        "would_add": 5
      },
      {
        "dimension": "judgment_accountability",
        "change": "If FMCSA or state rules make the dispatcher an accountable party for coercion violations (49 CFR 390.6 driver-coercion rule already names dispatchers) and hours-of-service pressure — enforced with civil penalties against the individual, as plaintiff firms in nuclear-verdict trucking cases increasingly plead dispatch records — the role owns consequential calls with personal exposure.",
        "plausibility": "already happening",
        "would_add": 4
      },
      {
        "dimension": "trust_premium",
        "change": "Narrow route: owner-operator and specialized freight (oversize, reefer, hazmat) brokers where carriers pay a premium for a named human dispatcher who negotiates rates and defends the driver against a shipper. Real but small and not a route for the utility/taxi/service majority.",
        "plausibility": "plausible",
        "would_add": 2
      }
    ],
    "ceiling_note": "Even with the liability and accountability levers, the headcount story doesn't reverse: these rules require *a* certified human per operation, not a room of them. Score could rise while employment keeps falling. No plausible route on embodiment."
  },
  "adjudication": {
    "method": "two independent runs agreed on the verdict",
    "outcome": "corroborated",
    "run_totals": [
      24,
      21
    ],
    "run_verdicts": [
      "COOKED",
      "COOKED"
    ]
  },
  "employment_history": {
    "points": [
      {
        "y": 2017,
        "emp": 198520,
        "wage": 38790
      },
      {
        "y": 2018,
        "emp": 199880,
        "wage": 39470
      },
      {
        "y": 2019,
        "emp": 199360,
        "wage": 40190
      },
      {
        "y": 2020,
        "emp": 188450,
        "wage": 40980
      },
      {
        "y": 2021,
        "emp": 194330,
        "wage": 44050
      },
      {
        "y": 2022,
        "emp": 206370,
        "wage": 44830
      },
      {
        "y": 2023,
        "emp": 206090,
        "wage": 46860
      },
      {
        "y": 2024,
        "emp": 211000,
        "wage": 48880
      },
      {
        "y": 2025,
        "emp": 202810,
        "wage": 50340
      }
    ],
    "from": 2017,
    "to": 2025,
    "change_pct": 2.2,
    "comparable_from": 2019,
    "spans_soc_revision": true
  },
  "pivots": [],
  "license": "https://cookedindex.com/terms"
}