{
  "source": "Cooked Index — occupational AI risk register",
  "page": "https://cookedindex.com/jobs/first-line-supervisors-of-non-retail-sales-workers/",
  "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": "First-Line Supervisors of Non-Retail Sales Workers",
    "soc_code": "41-1012",
    "category": "Sales",
    "us_employment": 214390,
    "median_annual_wage": 87520
  },
  "verdict": "EXPOSED",
  "risk_resistance": 44,
  "contested": false,
  "near_boundary": false,
  "dimensions": {
    "task_resistance": 10,
    "embodiment": 6,
    "liability_shield": 3,
    "trust_premium": 12,
    "judgment_accountability": 13
  },
  "reasoning": {
    "task_resistance": "Roughly half your week — pipeline hygiene reviews, quota attainment reports, ride-along call scoring against a rubric, commission dispute math, weekly forecast roll-up — is already generated by Salesforce/Gong-class tooling, but the termination conversation, the PIP that has to hold up in an unemployment hearing, and the escalation call to a $2M account cannot be handed to a model, which is why this sits at 10 and not 5.",
    "embodiment": "You are on a screen and a phone for most of the day, but the job still puts you in cars and airports for joint sales calls, at trade-show booths, and physically walking a distributor's warehouse or a client's plant floor — enough recurring off-site presence to clear the desk-only band without approaching field-installation work.",
    "liability_shield": "No state licence gates supervising outside sales reps; the only credentials in play are employer-specific product certifications or an insurance/securities licence held by the reps themselves, and when a deal goes bad it is the company, not you personally, that answers for it.",
    "trust_premium": "Your reps stay because they trust your coaching and your fairness on territory and comp, and a handful of major buyers will only close if you personally show up — but most of the account relationships legally and practically belong to the employer and transfer to whoever holds the title next, which caps this at 12.",
    "judgment_accountability": "You decide who gets the fat territory, who gets cut in a reduction, how far to discount to save a quarter-end deal, and whether to escalate a rep's questionable expense or discount practice — high-consequence calls made on incomplete information with your name on them, though the comp plan and discount-approval matrix put real walls around how far you can go."
  },
  "rationale": "The analytical half of this job — pipeline reports, quota tracking, territory splits, call-quality scoring, commission reconciliation, forecast decks — is exactly what AI dashboards and LLM summarizers already produce, and CRM platforms are shipping it as a default feature. What survives is people accountability: hiring and firing reps, coaching a struggling closer through a bad quarter, walking into a key account when a deal is dying, and owning the number to the VP. Expect the same supervisor to run a bigger team with less admin staff, which shrinks headcount without eliminating the role.",
  "outlook": "Fewer supervisors managing larger teams, with the surviving role defined almost entirely by hiring, coaching, and deal-approval authority rather than reporting.",
  "what_would_raise_it": {
    "levers": [
      {
        "dimension": "task_resistance",
        "change": "Task-mix shift: once CRM-native AI (Salesforce Einstein/Agentforce, HubSpot Breeze) fully absorbs pipeline hygiene, forecast decks, commission reconciliation and call scoring, the residual day is hiring/firing, performance-management documentation, escalation into dying deals, and cross-team negotiation — work that current models cannot do at usable quality. The role narrows to the judgment tier rather than disappearing.",
        "plausibility": "already happening",
        "would_add": 4
      },
      {
        "dimension": "judgment_accountability",
        "change": "Employment-law exposure around AI-assisted personnel decisions concentrating the call on the named supervisor: NYC Local Law 144, Illinois HB 3773 (effective 2026) and the EU AI Act's 'high-risk' employment classification all require meaningful human review of automated hiring/termination scoring. If employers respond by making the first-line supervisor the documented human decision-maker of record on every rep termination and PIP, the role formally owns consequential calls under ambiguity.",
        "plausibility": "plausible",
        "would_add": 4
      },
      {
        "dimension": "liability_shield",
        "change": "Sector-specific supervisory licensing already exists in slices of this SOC and could broaden: FINRA Series 24/9-10 requires a registered principal to personally supervise and approve broker communications and correspondence, and state insurance codes require a licensed agency supervisor. If FINRA extends principal review-and-approval duties explicitly to AI-generated client outreach and suitability recommendations (a live topic in FINRA's 2024-25 Reg Notice on generative AI), the named supervisor becomes personally sanctionable and unremovable in those verticals.",
        "plausibility": "plausible",
        "would_add": 4
      },
      {
        "dimension": "trust_premium",
        "change": "Narrow route only: in large B2B and channel/distributor sales, buyers contractually name a human account escalation owner. If enterprise MSAs increasingly specify a named human sales manager as escalation point with a no-AI-only-contact clause, the premium is real — but it attaches to the account relationship, not to supervision as such.",
        "plausibility": "plausible",
        "would_add": 2
      }
    ],
    "ceiling_note": "Embodiment has no route — this is desk, call and travel work. Even with every lever, the headcount story dominates: the levers protect the role's content, not the number of people doing it, since one supervisor with AI admin can carry a much larger span of control. Realistic ceiling in the high 50s, and only for the regulated (FINRA/insurance) and large-account slices; unregulated inside-sales team leads have little to gain."
  },
  "adjudication": null,
  "employment_history": {
    "points": [
      {
        "y": 2017,
        "emp": 251830,
        "wage": 71650
      },
      {
        "y": 2018,
        "emp": 247570,
        "wage": 73390
      },
      {
        "y": 2019,
        "emp": 249090,
        "wage": 74760
      },
      {
        "y": 2020,
        "emp": 240290,
        "wage": 78560
      },
      {
        "y": 2021,
        "emp": 243920,
        "wage": 79680
      },
      {
        "y": 2022,
        "emp": 237520,
        "wage": 82850
      },
      {
        "y": 2023,
        "emp": 227150,
        "wage": 84570
      },
      {
        "y": 2024,
        "emp": 219010,
        "wage": 84130
      },
      {
        "y": 2025,
        "emp": 214390,
        "wage": 87520
      }
    ],
    "from": 2017,
    "to": 2025,
    "change_pct": -14.9,
    "comparable_from": 2019,
    "spans_soc_revision": true
  },
  "pivots": [
    {
      "slug": "gambling-managers",
      "title": "Gambling Managers",
      "verdict": "EXPOSED",
      "risk_resistance": 61,
      "median_wage": 93220,
      "overlap": 79,
      "skills_to_close": [
        "Service Orientation",
        "Troubleshooting",
        "Science"
      ]
    }
  ],
  "license": "https://cookedindex.com/terms"
}