{
  "source": "Cooked Index — occupational AI risk register",
  "page": "https://cookedindex.com/jobs/correspondence-clerks/",
  "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": "Correspondence Clerks",
    "soc_code": "43-4021",
    "category": "Office",
    "us_employment": 4290,
    "median_annual_wage": 46800
  },
  "verdict": "COOKED",
  "risk_resistance": 13,
  "contested": false,
  "near_boundary": false,
  "dimensions": {
    "task_resistance": 3,
    "embodiment": 2,
    "liability_shield": 1,
    "trust_premium": 4,
    "judgment_accountability": 3
  },
  "reasoning": {
    "task_resistance": "Composing a claim-denial explanation or a billing-adjustment letter from a customer's file and a library of approved paragraphs is a text-in/text-out task with the record already in the CRM — a 3 rather than a 10 because even the escalation letters follow standing language that legal or compliance pre-cleared, so there is no step in the workflow that requires leaving the screen or generating language nobody has approved before.",
    "embodiment": "The only physical element left is occasionally routing something to the mailroom or stuffing an enclosure; the 2 reflects that even that is print-and-fold in a climate-controlled office, and most correspondence now goes out as email or portal message.",
    "liability_shield": "No state licenses correspondence clerks, and the letters you draft go out over a department name or a manager's block signature — you are not the named party on anything, which is why this sits at 1 rather than the 5-6 a role with a voluntary certification would get.",
    "trust_premium": "Customers who write in are attached to resolving the complaint, not to you — the 4 rather than a 0 acknowledges that in smaller insurers, credit unions, and utilities you may handle the same repeat correspondents and internal account managers over months, so a name and a tone are recognized even though the letter is signed institutionally.",
    "judgment_accountability": "You decide which approved response fits, whether a case exceeds your adjustment authority, and when to hand it to a supervisor — real calls, but the dollar thresholds and escalation triggers are written down for you, which is what separates a 3 from the 8-10 of an adjuster who sets the settlement figure."
  },
  "rationale": "The core job is reading inbound customer letters and emails, pulling the relevant record, and composing a reply from templates or standard language — this is precisely the task current language models perform at usable quality and near-zero marginal cost. There is no license, no physical component, and no signature requirement; the discretion involved is choosing which approved response applies. Employment is already tiny (about 4,300 nationally) after decades of decline, and the remaining roles are concentrated in escalation and exception handling.",
  "outlook": "By the mid-2030s routine correspondence drafting is fully machine-handled; the surviving headcount sits in escalation, quality review, and regulated-complaint handling, and it is a fraction of today's already-small number.",
  "what_would_raise_it": {
    "levers": [
      {
        "dimension": "task_resistance",
        "change": "Task-mix shift already underway: as templated first-response volume moves to LLM deflection, the residual desk is regulated dispute correspondence — CFPB Reg E (12 CFR 1005.11) and Reg Z (1026.13) billing-error investigations, insurance-department complaint replies under state unfair-claims-practices acts, and FOIA/records-request responses — where the reply must be grounded in a specific investigation record and mis-wording creates a regulatory finding. That residual tier is genuinely harder than the median letter.",
        "plausibility": "already happening",
        "would_add": 4
      },
      {
        "dimension": "judgment_accountability",
        "change": "If the surviving roles are formally redefined as complaint-resolution or grievance officers who decide the disposition (refund, denial upheld, escalation to counsel) rather than transcribe an already-made decision — the pattern in bank complaint units and state Medicaid fair-hearing correspondence — the role owns a consequential call under ambiguity rather than selecting an approved paragraph.",
        "plausibility": "plausible",
        "would_add": 4
      },
      {
        "dimension": "liability_shield",
        "change": "Human-review mandates on automated adverse decisions attaching to the notice itself: GDPR Art. 22 and EU AI Act Art. 86 (right to explanation of high-risk automated decisions), Colorado SB 24-205's consequential-decision review duty, and NYC LL 144-style audit regimes. If a named employee must attest that an adverse-action or denial letter was reviewed by a person before dispatch, the correspondence step becomes a required human sign-off — though attestation without personal liability is a weak shield.",
        "plausibility": "plausible",
        "would_add": 3
      },
      {
        "dimension": "liability_shield",
        "change": "State insurance-department rules requiring that responses to Department of Insurance consumer complaints be signed by a licensed adjuster or compliance officer, or FINRA Rule 3110(b) supervisory review of member correspondence with the public — where an existing registered principal must approve outbound letters. Expansion of principal-review requirements to AI-drafted client correspondence would pull the function inside a licensed perimeter.",
        "plausibility": "plausible",
        "would_add": 2
      }
    ],
    "ceiling_note": "No realistic route to a meaningful trust premium: buyers of correspondence are recipients, not purchasers, and no one pays extra for a human-written denial letter. Embodiment is structurally fixed at floor. Even if every lever above lands, the occupation is 4,300 people and shrinking; the levers change the character of the remaining desk more than they change its size."
  },
  "adjudication": null,
  "employment_history": {
    "points": [
      {
        "y": 2017,
        "emp": 6370,
        "wage": 36620
      },
      {
        "y": 2018,
        "emp": 5460,
        "wage": 37290
      },
      {
        "y": 2019,
        "emp": 6250,
        "wage": 38140
      },
      {
        "y": 2020,
        "emp": 6150,
        "wage": 38400
      },
      {
        "y": 2021,
        "emp": 7060,
        "wage": 37920
      },
      {
        "y": 2022,
        "emp": 4970,
        "wage": 38700
      },
      {
        "y": 2023,
        "emp": 4650,
        "wage": 42120
      },
      {
        "y": 2024,
        "emp": 6260,
        "wage": 46740
      },
      {
        "y": 2025,
        "emp": 4290,
        "wage": 46800
      }
    ],
    "from": 2017,
    "to": 2025,
    "change_pct": -32.7,
    "comparable_from": 2019,
    "spans_soc_revision": true
  },
  "pivots": [
    {
      "slug": "tax-examiners-and-collectors-and-revenue-agents",
      "title": "Tax Examiners and Collectors, and Revenue Agents",
      "verdict": "EXPOSED",
      "risk_resistance": 34,
      "median_wage": 62370,
      "overlap": 78,
      "skills_to_close": [
        "Instructing",
        "Active Learning",
        "Critical Thinking",
        "Management of Financial Resources"
      ]
    },
    {
      "slug": "court-reporters-and-simultaneous-captioners",
      "title": "Court Reporters and Simultaneous Captioners",
      "verdict": "EXPOSED",
      "risk_resistance": 34,
      "median_wage": 72420,
      "overlap": 64,
      "skills_to_close": [
        "Troubleshooting",
        "Operation and Control",
        "Quality Control Analysis",
        "Equipment Maintenance"
      ]
    }
  ],
  "license": "https://cookedindex.com/terms"
}