{
  "source": "Cooked Index — occupational AI risk register",
  "page": "https://cookedindex.com/jobs/sales-representatives-wholesale-and-manufacturing-except-technical-and-scientific-products/",
  "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": "Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products",
    "soc_code": "41-4012",
    "category": "Sales",
    "us_employment": 1238190,
    "median_annual_wage": 72080
  },
  "verdict": "EXPOSED",
  "risk_resistance": 43,
  "contested": false,
  "near_boundary": false,
  "dimensions": {
    "task_resistance": 10,
    "embodiment": 8,
    "liability_shield": 2,
    "trust_premium": 13,
    "judgment_accountability": 10
  },
  "reasoning": {
    "task_resistance": "Prospecting, quoting, order entry and follow-up cadences — the bulk of a territory rep's week on paper — are already automated by CRM sequencing and buyer self-service portals, but the in-person planogram walk, the rebate negotiation, and the recovery conversation after a short shipment still require a person in the room, which lands this at 10 rather than the 5 a pure inside-sales order desk would get.",
    "embodiment": "You drive a territory, walk warehouse floors and store backrooms, carry sample cases, check shelf facings and expiry dates, and occasionally help reset a display — real physical presence in uncontrolled sites, but it is travel and observation rather than the tool-in-hand work that would push past 12.",
    "liability_shield": "No state licence, no exam, no continuing education stands between anyone and this job; the manufacturer's contract terms and the credit department carry the legal exposure, and a rep who oversells capacity gets a quota conversation, not a regulatory one.",
    "trust_premium": "Purchasing managers in food, apparel and consumables give shelf space and forward-buy commitments to the rep they have known for six years and who fixed the last damaged pallet — that continuity is the product, though it sits at 13 not 18 because the buyer will still switch on a five-point price gap.",
    "judgment_accountability": "You decide which SKUs to push into a limited shelf allocation, where to spend deal money, when to walk from a low-margin demand, and how much to promise on a tight delivery window — real discretion inside a price list, approval matrix and quota structure that someone else set."
  },
  "rationale": "Roughly half this job — prospect lists, cold outreach emails, quote generation, catalog lookups, order entry, CRM notes, follow-up sequences — is already being absorbed by AI and e-procurement portals, which is why transactional order-taking headcount has been shrinking for a decade. What holds is the part buyers actually pay for: showing up at the distributor or store, reading a purchasing manager's mood, negotiating terms and rebates, and being the person who owns it when a shipment goes wrong. Score reflects the modal territory rep selling food, apparel, or industrial consumables, not the elite national-accounts closer.",
  "outlook": "Transactional reps get thinned out by procurement portals and AI outreach, while negotiation-heavy account managers keep their jobs and absorb larger territories.",
  "what_would_raise_it": {
    "levers": [
      {
        "dimension": "task_resistance",
        "change": "Task-mix shift is genuinely available here: once quoting, order entry, CRM logging and follow-up sequences are fully absorbed by e-procurement portals and AI SDR tools, the surviving headcount is the tier that does in-person category reviews, planogram/shelf negotiation, rebate and deduction disputes, and new-item launch sell-in. Watch for distributor job postings that drop 'order entry' and 'quote prep' from the duty list while adding 'trade spend management' and 'joint business planning' — the residual role scores higher even though the occupation shed workers.",
        "plausibility": "already happening",
        "would_add": 4
      },
      {
        "dimension": "embodiment",
        "change": "Retail-execution work migrating into the rep role: if grocery, c-store and hardware chains keep pushing reset, planogram compliance, display build and short-code/damaged-goods handling onto the DSD rep instead of dedicated merchandisers (already visible in DSD beverage and snack contracts), the day contains more unstructured in-store physical work.",
        "plausibility": "plausible",
        "would_add": 3
      },
      {
        "dimension": "trust_premium",
        "change": "Buyer-side procurement policy that requires a named human account owner reachable for allocation, recall and chargeback disputes — e.g. large grocery or foodservice group supplier agreements specifying a dedicated rep and escalation contact, or GPO contracts penalizing portal-only service. Post-2021 shortage experience made buyers explicitly pay for a person who can get product allocated.",
        "plausibility": "plausible",
        "would_add": 3
      },
      {
        "dimension": "judgment_accountability",
        "change": "Reps given real authority over trade spend and terms rather than routing to pricing desks — discretionary rebate, deduction settlement and allocation decisions inside a delegated dollar limit. If AI pricing engines instead centralize this into revenue-management teams, this falls instead; the lever is which side wins the authority fight.",
        "plausibility": "plausible",
        "would_add": 3
      },
      {
        "dimension": "liability_shield",
        "change": "Narrow route only, and it does not apply to most of this occupation: reps selling regulated goods (alcohol wholesale under state ABC solicitor permits, pesticides under state applicator/dealer-agent licensing, tobacco, food safety attestation under FSMA 204 traceability) sit behind a personal permit that can be revoked. Broader FSMA 204 recordkeeping enforcement putting a named human on traceability attestations would extend it modestly.",
        "plausibility": "plausible",
        "would_add": 2
      }
    ],
    "ceiling_note": "Even with every lever, this caps in the mid-50s. There is no licensure covering the modal food/apparel/consumables rep and no plausible route to one; the trust premium belongs to the relationship, not the occupation, so it transfers to whoever holds the account and does not protect headcount. The dominant force is buyer-side procurement automation, which shrinks the number of these jobs regardless of how the survivors score."
  },
  "adjudication": null,
  "employment_history": {
    "points": [
      {
        "y": 2017,
        "emp": 1391400,
        "wage": 56970
      },
      {
        "y": 2018,
        "emp": 1350180,
        "wage": 58510
      },
      {
        "y": 2019,
        "emp": 1344530,
        "wage": 59930
      },
      {
        "y": 2020,
        "emp": 1278670,
        "wage": 62070
      },
      {
        "y": 2021,
        "emp": 1242490,
        "wage": 61600
      },
      {
        "y": 2022,
        "emp": 1273400,
        "wage": 63230
      },
      {
        "y": 2023,
        "emp": 1288920,
        "wage": 65630
      },
      {
        "y": 2024,
        "emp": 1266860,
        "wage": 66780
      },
      {
        "y": 2025,
        "emp": 1238190,
        "wage": 72080
      }
    ],
    "from": 2017,
    "to": 2025,
    "change_pct": -11,
    "comparable_from": 2019,
    "spans_soc_revision": true
  },
  "pivots": [],
  "license": "https://cookedindex.com/terms"
}