{
  "source": "Cooked Index — occupational AI risk register",
  "page": "https://cookedindex.com/jobs/telephone-operators/",
  "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": "Telephone Operators",
    "soc_code": "43-2021",
    "category": "Office",
    "us_employment": 3430,
    "median_annual_wage": 41740
  },
  "verdict": "COOKED",
  "risk_resistance": 11,
  "contested": false,
  "near_boundary": false,
  "dimensions": {
    "task_resistance": 3,
    "embodiment": 1,
    "liability_shield": 0,
    "trust_premium": 4,
    "judgment_accountability": 3
  },
  "reasoning": {
    "task_resistance": "Connecting callers, consulting directories for extensions, paging staff overhead, taking and relaying messages, and quoting toll or connection charges are all lookup-and-route steps that were scripted into PBX auto-attendants decades ago and are now handled end-to-end by conversational voice systems, leaving almost nothing in the daily queue that requires a person at the console.",
    "embodiment": "The whole shift happens seated at a console with a headset and a directory screen; the only physical acts are keying transfers and, at most, walking to a backup handset when the switch fails, which is why this sits at 1 rather than anywhere near a facilities or field role.",
    "liability_shield": "There is no state licence, no board, no continuing-education requirement, and no certificate an employer must verify — even hospital switchboard operators running code pages work under the facility's own policy, so nothing legally requires the seat to be filled by a credentialed human.",
    "trust_premium": "Callers dial the main number, not you; the 4 reflects the narrow reality that regular internal staff at a hospital or campus come to know which operator gets a STAT page out fastest and which one will find an on-call physician who isn't answering their pager, but no caller chooses the institution because of the operator.",
    "judgment_accountability": "Nearly all calls follow a posted transfer list and a scripted greeting; the 3 covers the genuine but rare moments — deciding a caller describing chest pain gets routed to 911 rather than to scheduling, or pushing a code page while the paging system is degraded — where you exercise discretion but do not own the outcome or write it into a record."
  },
  "rationale": "The core work — answering inbound calls, looking up numbers and extensions, transferring or paging, relaying messages, quoting charges — is the exact task set that IVR, directory automation, and now conversational voice AI perform at usable quality and near-zero marginal cost. Employment has already collapsed from hundreds of thousands to roughly 3,400 nationally, which is the market's verdict, not a forecast. The surviving pocket is the hospital or campus switchboard operator who runs overhead code pages, escalates during system outages, and handles distressed callers under pressure — real judgment, but a thin and shrinking tier with no licensure behind it.",
  "outlook": "By the mid-2030s the remaining positions will be almost entirely hospital and emergency communications posts with paging and escalation duties; the general-purpose switchboard operator role will be effectively gone.",
  "what_would_raise_it": {
    "levers": [
      {
        "dimension": "task_resistance",
        "change": "Task-mix shift in the surviving hospital/campus switchboard tier: as routine directory and transfer traffic moves fully to conversational IVR, the remaining role becomes overhead code paging (Code Blue/Stroke/Silver), disaster-mode manual paging during EHR or telecom outage, and de-escalating distressed or suicidal callers. Joint Commission Environment of Care emergency-communication standards and hospital downtime-procedure policies already require a manual human paging path that must function when systems are down. If accreditors continue to require a staffed manual fallback, the residual job is nearly all judgment tier.",
        "plausibility": "already happening",
        "would_add": 4
      },
      {
        "dimension": "liability_shield",
        "change": "Not licensure, but a near equivalent: state 911/PSAP telecommunicator certification (e.g. APCO/NENA-aligned rules, and states like Texas and Virginia mandating certified telecommunicators) extending to hospital operators who receive emergency line traffic, plus the wave of state laws reclassifying 911 dispatchers as first responders. If a hospital-operator console is designated an emergency answering point requiring a certified human, a shield exists where there is none now.",
        "plausibility": "unlikely",
        "would_add": 4
      },
      {
        "dimension": "judgment_accountability",
        "change": "Formal designation of the switchboard as the incident-command communication node in hospital emergency operations plans — the operator owning the call to activate mass-notification, initiate infant-abduction (Code Pink) lockdown, or declare a communications downtime. Some health systems already name the PBX operator in HICS activation trees; written designation converts an informal duty into an owned consequential call.",
        "plausibility": "plausible",
        "would_add": 3
      },
      {
        "dimension": "trust_premium",
        "change": "Crisis and suicide-line adjacency: 988 and hospital behavioral-health routing rules that bar fully automated handling of a caller in distress. If CMS or state behavioral health rules require a live human on any call flagged as crisis, buyers are paying specifically for a human voice.",
        "plausibility": "plausible",
        "would_add": 3
      }
    ],
    "ceiling_note": "Even with every lever, the occupation stays small and low-scoring: 3,430 workers is already the residue, and the surviving duties are increasingly absorbed into nurse, security dispatch, or unit-secretary job codes rather than staffed as 'telephone operator'. A higher score for the role may coincide with the SOC title disappearing entirely."
  },
  "adjudication": {
    "method": "two independent runs agreed on the verdict",
    "outcome": "corroborated",
    "run_totals": [
      11,
      11
    ],
    "run_verdicts": [
      "COOKED",
      "COOKED"
    ]
  },
  "employment_history": {
    "points": [
      {
        "y": 2017,
        "emp": 6310,
        "wage": 36320
      },
      {
        "y": 2018,
        "emp": 5160,
        "wage": 37240
      },
      {
        "y": 2019,
        "emp": 4740,
        "wage": 35750
      },
      {
        "y": 2020,
        "emp": 4630,
        "wage": 37710
      },
      {
        "y": 2021,
        "emp": 3870,
        "wage": 37630
      },
      {
        "y": 2022,
        "emp": 4030,
        "wage": 38330
      },
      {
        "y": 2023,
        "emp": 4600,
        "wage": 38080
      },
      {
        "y": 2024,
        "emp": 3950,
        "wage": 39130
      },
      {
        "y": 2025,
        "emp": 3430,
        "wage": 41740
      }
    ],
    "from": 2017,
    "to": 2025,
    "change_pct": -45.6,
    "comparable_from": 2019,
    "spans_soc_revision": true
  },
  "pivots": [
    {
      "slug": "orderlies",
      "title": "Orderlies",
      "verdict": "EXPOSED",
      "risk_resistance": 56,
      "median_wage": 38290,
      "overlap": 71,
      "skills_to_close": [
        "Troubleshooting",
        "Quality Control Analysis",
        "Operation and Control",
        "Negotiation"
      ]
    }
  ],
  "license": "https://cookedindex.com/terms"
}