{
  "source": "Cooked Index — occupational AI risk register",
  "page": "https://cookedindex.com/jobs/mail-clerks-and-mail-machine-operators-except-postal-service/",
  "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": "Mail Clerks and Mail Machine Operators, Except Postal Service",
    "soc_code": "43-9051",
    "category": "Office",
    "us_employment": 55230,
    "median_annual_wage": 39280
  },
  "verdict": "COOKED",
  "risk_resistance": 25,
  "contested": false,
  "near_boundary": false,
  "dimensions": {
    "task_resistance": 7,
    "embodiment": 11,
    "liability_shield": 1,
    "trust_premium": 3,
    "judgment_accountability": 3
  },
  "reasoning": {
    "task_resistance": "Feeding an inserter, clearing a jam, breaking down a pallet of inbound parcels and matching them to a name still needs hands, but the parts that used to take skill — knowing the postal rate table, looking up a suite number, keying the certified-mail log — are now a scale, a validation API, and a barcode scan, which is why this sits at the bottom of the mixed band rather than the middle.",
    "embodiment": "You are on your feet all shift lifting 40-lb parcel bins, pushing a cart across floors and into freight elevators, and reaching into a folder-inserter to pull a misfeed — real physical work, but all of it inside a heated mailroom on flat known floors with fixed drop points, not a truck route in February, which caps it well below the field-work range.",
    "liability_shield": "There is no licence, no exam, no continuing-education requirement; a company can put someone on the mail machine after a morning of training, and nothing you handle carries your personal legal exposure — even a mis-metered permit-imprint batch is the employer's account problem.",
    "trust_premium": "People recognize you and are glad to see the cart, but the deliverable is that the envelope reached the right desk; if a temp did the 2 p.m. run tomorrow, the mail would still be on the desk and nobody would escalate.",
    "judgment_accountability": "The decisions are 'no addressee found — return to sender or route to HR,' 'this is USPS not FedEx,' and 'this envelope is leaking, flag it' — bounded calls against a standing procedure, with the genuinely ambiguous items (suspicious packages, legal service, unclaimed mail) handed up to security or the office manager."
  },
  "rationale": "The job is sorting, metering, logging, and hand-delivering physical mail and packages inside a controlled office or warehouse — the physical handling is real, but the volume itself is shrinking as billing, statements, and correspondence go digital. Address lookup, routing decisions, tracking-log data entry, and shipping-label generation are already software; high-volume sorting is already machinery. What remains is a body walking a route in a building, which is cheap to keep but easy to fold into facilities or receptionist roles.",
  "outlook": "Employment keeps eroding through the 2030s as mail volume falls and remaining duties get absorbed into facilities, shipping/receiving, and front-desk roles.",
  "what_would_raise_it": {
    "levers": [
      {
        "dimension": "embodiment",
        "change": "Mailroom work concentrated into the parts robots handle worst: opening and inspecting irregular parcels, retrieving items from cluttered private offices, walking multi-tenant buildings with badge doors, elevators and locked suites. If the routine cart-push route is replaced by autonomous delivery robots (already piloted in hospitals and large campuses via Aethon/Relay), what remains is the exception handling in unpredictable interior space.",
        "plausibility": "plausible",
        "would_add": 3
      },
      {
        "dimension": "liability_shield",
        "change": "Chain-of-custody rules that name a specific trained handler. Concretely: legal-services mailrooms operating under court e-filing/service-of-process deadlines, or HIPAA-covered entities requiring a documented person to log receipt of PHI mail, or CFR-mandated screening after a threat incident (the 2001 anthrax response created exactly this kind of designated-handler requirement at federal facilities). A DHS/USPIS-driven mail-screening standard for large private facilities requiring a certified screener on site would be the checkable event.",
        "plausibility": "plausible",
        "would_add": 4
      },
      {
        "dimension": "judgment_accountability",
        "change": "Suspicious-package and hazardous-material triage becoming a named role rather than a task: the person who decides whether an unmarked parcel goes to the X-ray, the loading dock, or 911. Also custody decisions on subpoenas, certified mail, and controlled-substance samples where a wrong routing has legal consequence. Rises if employers formalize a Mail Security Coordinator designation with training and sign-off, as some universities and government contractors already do.",
        "plausibility": "plausible",
        "would_add": 3
      }
    ],
    "ceiling_note": "Even with all three levers, this tops out around 40. The binding constraint is not capability, it is volume: physical mail per office worker keeps falling, so the headcount shrinks regardless of how defensible any single role becomes. The likely path is a small number of upgraded mail-security/records-custody positions absorbing the defensible work, with the rest of the 55,000 folded into facilities and reception. No route to a trust premium exists — no buyer pays extra for a human to carry an envelope down a hall."
  },
  "adjudication": null,
  "employment_history": {
    "points": [
      {
        "y": 2017,
        "emp": 85800,
        "wage": 29620
      },
      {
        "y": 2018,
        "emp": 86150,
        "wage": 30430
      },
      {
        "y": 2019,
        "emp": 83580,
        "wage": 30960
      },
      {
        "y": 2020,
        "emp": 79310,
        "wage": 31920
      },
      {
        "y": 2021,
        "emp": 69400,
        "wage": 32550
      },
      {
        "y": 2022,
        "emp": 67750,
        "wage": 35070
      },
      {
        "y": 2023,
        "emp": 66600,
        "wage": 36880
      },
      {
        "y": 2024,
        "emp": 62730,
        "wage": 38150
      },
      {
        "y": 2025,
        "emp": 55230,
        "wage": 39280
      }
    ],
    "from": 2017,
    "to": 2025,
    "change_pct": -35.6,
    "comparable_from": 2019,
    "spans_soc_revision": true
  },
  "pivots": [
    {
      "slug": "couriers-and-messengers",
      "title": "Couriers and Messengers",
      "verdict": "EXPOSED",
      "risk_resistance": 41,
      "median_wage": 39200,
      "overlap": 81,
      "skills_to_close": [
        "Persuasion"
      ]
    },
    {
      "slug": "stockers-and-order-fillers",
      "title": "Stockers and Order Fillers",
      "verdict": "EXPOSED",
      "risk_resistance": 35,
      "median_wage": 37330,
      "overlap": 79,
      "skills_to_close": [
        "Management of Personnel Resources"
      ]
    },
    {
      "slug": "refuse-and-recyclable-material-collectors",
      "title": "Refuse and Recyclable Material Collectors",
      "verdict": "EXPOSED",
      "risk_resistance": 55,
      "median_wage": 49690,
      "overlap": 76,
      "skills_to_close": [
        "Equipment Maintenance",
        "Repairing"
      ]
    }
  ],
  "license": "https://cookedindex.com/terms"
}