{
  "source": "Cooked Index — occupational AI risk register",
  "page": "https://cookedindex.com/jobs/power-distributors-and-dispatchers/",
  "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": "Power Distributors and Dispatchers",
    "soc_code": "51-8012",
    "category": "Production",
    "us_employment": 8520,
    "median_annual_wage": 106730
  },
  "verdict": "EXPOSED",
  "risk_resistance": 56,
  "contested": false,
  "near_boundary": false,
  "dimensions": {
    "task_resistance": 12,
    "embodiment": 5,
    "liability_shield": 14,
    "trust_premium": 8,
    "judgment_accountability": 17
  },
  "reasoning": {
    "task_resistance": "State estimation, contingency screening, and load forecasts already run automatically every few minutes, and alarm suppression logic files half your nuisance alarms before you see them — but writing a switching order for an unplanned outage on a reconfigured feeder, coordinating clearances with a line crew who just found something the model doesn't show, and deciding load-shed order during a capacity emergency are still hand-built each time, which is what puts this at 12 rather than in the automatable band.",
    "embodiment": "You work seated at a console for a 12-hour shift; the only physical elements are being bodily present in a hardened control room that cannot be staffed remotely under CIP requirements, and occasional relocation to a backup control center during drills or evacuations — no field work, so 5 rather than 0.",
    "liability_shield": "NERC certification as a Reliability Coordinator, Balancing, or Transmission Operator is a hard statutory prerequisite with continuing-education hours and exam renewal, and IRO/TOP standard violations attach to the certified operator's actions with penalties assessed against the entity — but you are an employee acting under an approved operating plan, not an independently licensed professional carrying your own exposure, which caps this at 14.",
    "trust_premium": "Field crews and neighboring balancing authorities take your switching instructions partly because they know your voice and your track record on the tie-line, and the seniority order desk relationships matter during a storm — but end-use customers never know your name and your authority comes from the console you're sitting at, not from anyone choosing you.",
    "judgment_accountability": "When a 345kV line trips and the next contingency would overload a parallel path, you have minutes to decide whether to redispatch, curtail firm load, or ride it out, with no procedure covering that exact system state — and the decision to shed load, or to delay shedding it, is logged in your name and reviewed in the post-event analysis."
  },
  "rationale": "This is screen-based work — SCADA/EMS monitoring, load forecasting, logging switching orders — and the routine layer of it (state estimation, contingency analysis, alarm triage, load-flow calculation, shift log documentation) is already heavily software-driven and getting more so. What holds the job is that NERC reliability standards require a certified human system operator making real-time restoration and switching decisions under contingency, and that operator personally owns the call when a line trips or a storm cascades. Embodiment is low (you sit in a control room), and the trust relationship is with field crews and neighboring balancing authorities rather than paying customers, so the moats are licensure, judgment, and accountability — not physical presence.",
  "outlook": "Headcount stays flat to slightly down as ADMS and automated switching absorb routine monitoring, while the remaining seats shift toward certified operators handling grid emergencies and a far more complex distributed-resource network.",
  "what_would_raise_it": {
    "levers": [
      {
        "dimension": "liability_shield",
        "change": "NERC revising PER (Personnel Performance, Training and Qualification) and TOP/IRO standards to explicitly require a NERC-certified System Operator to authorize any automated or AI-recommended switching, load-shed, or restoration action before execution — i.e. a named-certificate-holder attestation per real-time action, enforceable by FERC penalty (up to $1M/day/violation). A related route: FERC/NERC treating an AI advisory tool as a 'Real-time Assessment' input that a certified operator must independently validate, which is already the posture in TOP-001 R13 language on Real-time Assessments.",
        "plausibility": "plausible",
        "would_add": 4
      },
      {
        "dimension": "judgment_accountability",
        "change": "Post-event enforcement precedent naming individual operators, not just the registered entity — as in the pattern of FERC settlements after the 2003 Northeast blackout, Winter Storm Uri, and the 2011 Southwest outage, where operator decision quality under contingency became the focus. If NERC compliance findings or state PUC inquiries start attributing cascading-outage causation to a specific operator's failure to override an automated recommendation, the accountability weight of the seat rises even as tooling improves.",
        "plausibility": "plausible",
        "would_add": 2
      },
      {
        "dimension": "task_resistance",
        "change": "Task-mix shift: this job genuinely has two tiers. If state estimation, alarm triage, contingency analysis, and shift-log generation are fully automated, the residual job is storm/black-start restoration sequencing, coordination with neighboring balancing authorities under degraded telemetry, and DER/inverter-based-resource behavior nobody has a model for. The rising share of inverter-based generation and behind-the-meter DER means the operator increasingly works cases where the EMS model is wrong — that is judgment-tier work that expands rather than shrinks.",
        "plausibility": "already happening",
        "would_add": 3
      },
      {
        "dimension": "task_resistance",
        "change": "Cyber-incident operating posture: if CIP standards or a post-incident rule require operators to run the system manually with SCADA in a degraded or air-gapped state for a defined period after suspected compromise (the Ukraine 2015/2016 grid attacks are the reference case), manual switching-order construction and phone-based coordination become a maintained, drilled competency rather than a legacy skill.",
        "plausibility": "plausible",
        "would_add": 2
      }
    ],
    "ceiling_note": "Trust premium has no realistic route — there is no paying buyer choosing a human dispatcher; the counterparties are field crews and neighboring BAs, and the ratepayer never sees the seat. Embodiment is structurally capped: the work is a control-room chair and will stay one. The whole moat is NERC certification plus personal ownership of the contingency call, which means the occupation's fate rides on whether FERC/NERC keep the certified human in the authorization loop; consolidation of control rooms (fewer, larger balancing authorities, remote-operated substations) cuts headcount regardless of how well the moats hold per seat."
  },
  "adjudication": null,
  "employment_history": {
    "points": [
      {
        "y": 2017,
        "emp": 12110,
        "wage": 82510
      },
      {
        "y": 2018,
        "emp": 11620,
        "wage": 86410
      },
      {
        "y": 2019,
        "emp": 10770,
        "wage": 90700
      },
      {
        "y": 2020,
        "emp": 9940,
        "wage": 95100
      },
      {
        "y": 2021,
        "emp": 9660,
        "wage": 98530
      },
      {
        "y": 2022,
        "emp": 9380,
        "wage": 101650
      },
      {
        "y": 2023,
        "emp": 9040,
        "wage": 104750
      },
      {
        "y": 2024,
        "emp": 9180,
        "wage": 107240
      },
      {
        "y": 2025,
        "emp": 8520,
        "wage": 106730
      }
    ],
    "from": 2017,
    "to": 2025,
    "change_pct": -29.6,
    "comparable_from": 2019,
    "spans_soc_revision": true
  },
  "pivots": [],
  "license": "https://cookedindex.com/terms"
}