{
  "source": "Cooked Index — occupational AI risk register",
  "page": "https://cookedindex.com/jobs/customer-service-representatives/",
  "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": "Customer Service Representatives",
    "soc_code": "43-4051",
    "category": "Office",
    "us_employment": 2595750,
    "median_annual_wage": 44770
  },
  "verdict": "COOKED",
  "risk_resistance": 20,
  "contested": false,
  "near_boundary": false,
  "dimensions": {
    "task_resistance": 4,
    "embodiment": 4,
    "liability_shield": 1,
    "trust_premium": 7,
    "judgment_accountability": 4
  },
  "reasoning": {
    "task_resistance": "Intent classification, order lookup, refund issuance under a dollar threshold, and after-call CRM notes are the four things that fill the shift, and all four are already shipping in production deflection stacks — the 4 rather than a 10 reflects that even the harder variants (multi-system account reconciliation, warranty eligibility) are lookups against documented rules, not novel work.",
    "embodiment": "Headset, two monitors, and a seated queue is the job for most of the 2.6 million; the 4 rather than a 0 is the branch teller and utility counter minority who hand over paperwork, verify ID in person, and swap out equipment at a service desk.",
    "liability_shield": "Nothing you say on a call requires a credential — the exception is the insurance and securities CSR who needs a state producer license or Series 6/7 to quote or bind, and at roughly a slice of the title that pulls the score to 1 instead of 0.",
    "trust_premium": "Inbound queues route by availability, not by name, so almost no customer asks for you again — the 7 credits the assigned-rep model in B2B account support and insurance service where the same person handles a renewal cycle and the customer notices when they're gone.",
    "judgment_accountability": "Your discretion is bounded by a refund ceiling, a retention offer matrix, and an escalation trigger written by someone else; the 4 covers the real judgment in reading whether a caller is about to churn or file a CFPB complaint and deciding to escalate rather than close."
  },
  "rationale": "The modal customer service rep answers inbound calls, chats, and emails against a scripted knowledge base, looks up order and account status, processes returns and credits, and logs the interaction in a CRM — the exact loop that LLM agents with tool access now handle at acceptable quality and a fraction of the cost. A minority of the title works in-person (bank branches, utility counters, retail service desks) or handles escalations where an angry customer needs a human who can bend policy and own the outcome; that tier is real but small relative to 2.6 million jobs. There is no license, no signature requirement, and no personal liability to slow deployment.",
  "outlook": "Expect a large, ongoing contraction in headcount over the next decade, with the surviving jobs concentrated in escalation handling, AI oversight, and in-person counters — the same interactions, but fewer people handling more difficult ones.",
  "what_would_raise_it": {
    "levers": [
      {
        "dimension": "task_resistance",
        "change": "Tier collapse: once bots absorb order-status, returns, and password resets, the surviving headcount is escalation/retention work — de-escalating abuse, reconstructing what the bot got wrong, exception handling outside policy. This raises the average difficulty of the remaining job even as headcount falls sharply. Already visible at Klarna, which cut agents then rehired for a 'human always available' escalation tier.",
        "plausibility": "already happening",
        "would_add": 5
      },
      {
        "dimension": "liability_shield",
        "change": "Enforcement extension of existing sectoral rules to AI channels: e.g. CFPB/state UDAP actions or FCC TCPA rulings holding that debt-collection, insurance-claim, or utility-shutoff conversations require an identified human agent of record; several state insurance departments already require licensed producers for anything touching coverage advice. Would force a named human on regulated-vertical queues.",
        "plausibility": "plausible",
        "would_add": 4
      },
      {
        "dimension": "liability_shield",
        "change": "AI-disclosure and human-escalation statutes: Utah's AI Policy Act (2024) already requires disclosure when a consumer asks if they're talking to AI; California SB 1018-style bills and the EU AI Act Art. 50 push the same. A mandatory 'right to a human on request' clause — proposed in several state bills and in Colorado's SB 24-205 framework — would statutorily preserve a human queue.",
        "plausibility": "plausible",
        "would_add": 3
      },
      {
        "dimension": "trust_premium",
        "change": "Union contract language: CWA has bargained for staffing floors and AI-consultation clauses at AT&T and in the 2023-25 cycle; a ratified minimum-human-agent headcount or no-displacement-by-automation clause at a major telco/airline would convert trust into a contractual floor. Also marketable 'talk to a real person' positioning as a differentiator in banking and airlines.",
        "plausibility": "plausible",
        "would_add": 3
      },
      {
        "dimension": "judgment_accountability",
        "change": "Formal authority expansion: giving retained reps binding goodwill-credit and policy-exception limits (a real dollar authority documented in the CRM) rather than script adherence, because the bot cannot be given spend authority insurers or auditors will accept. Makes the human the accountable decision point on refunds, fraud holds, and retention offers.",
        "plausibility": "plausible",
        "would_add": 4
      }
    ],
    "ceiling_note": "Even with every lever, this stays a low-score occupation and the headcount collapse is largely independent of the score: the levers protect the character of a much smaller surviving tier, not the 2.6 million. No licensure exists to build a shield on, and there is no plausible route to broad consumer willingness to pay for a human on routine transactions."
  },
  "adjudication": null,
  "employment_history": {
    "points": [
      {
        "y": 2017,
        "emp": 2767790,
        "wage": 32890
      },
      {
        "y": 2018,
        "emp": 2871400,
        "wage": 33750
      },
      {
        "y": 2019,
        "emp": 2919230,
        "wage": 34710
      },
      {
        "y": 2020,
        "emp": 2833250,
        "wage": 35830
      },
      {
        "y": 2021,
        "emp": 2787070,
        "wage": 36920
      },
      {
        "y": 2022,
        "emp": 2879840,
        "wage": 37780
      },
      {
        "y": 2023,
        "emp": 2858710,
        "wage": 39680
      },
      {
        "y": 2024,
        "emp": 2725930,
        "wage": 42830
      },
      {
        "y": 2025,
        "emp": 2595750,
        "wage": 44770
      }
    ],
    "from": 2017,
    "to": 2025,
    "change_pct": -6.2,
    "comparable_from": 2019,
    "spans_soc_revision": true
  },
  "pivots": [
    {
      "slug": "first-line-supervisors-of-retail-sales-workers",
      "title": "First-Line Supervisors of Retail Sales Workers",
      "verdict": "EXPOSED",
      "risk_resistance": 47,
      "median_wage": 48520,
      "overlap": 64,
      "skills_to_close": [
        "Management of Material Resources",
        "Management of Financial Resources",
        "Quality Control Analysis",
        "Operations Analysis"
      ]
    }
  ],
  "license": "https://cookedindex.com/terms"
}