{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/first-line-supervisors-of-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 Retail Sales Workers", "soc_code": "41-1011", "category": "Sales", "us_employment": 1121800, "median_annual_wage": 48520 }, "verdict": "EXPOSED", "risk_resistance": 47, "contested": false, "near_boundary": false, "dimensions": { "task_resistance": 11, "embodiment": 13, "liability_shield": 2, "trust_premium": 10, "judgment_accountability": 11 }, "reasoning": { "task_resistance": "Half the shift is scheduling in Kronos/UKG, running end-of-day register reconciliation, pulling sell-through reports and cutting replenishment orders — all of which the system now proposes and a supervisor merely approves — while the other half (walking a new hire through a return override during a holiday rush, physically rebuilding a collapsed endcap, stepping into a register when someone no-shows) has no software substitute, which is what holds it at 11 rather than down in single digits.", "embodiment": "The job is spent on the sales floor and in the stockroom, not at a desk: cycle counts, freight unloading, moving fixtures, walking the perimeter for concealment, standing at the counter during escalations — it lands at 13 rather than 17 because the environment is a climate-controlled store with fixed layouts, not a roof, a roadside, or a patient's home.", "liability_shield": "There is no license, no board, and no continuing-education requirement to run a sales floor; the only credential in the building is an alcohol- or tobacco-server permit and a food-handler card in some banners, and even those attach the citation to the corporate license holder, not to you — a 2 reflects those thin statutory hooks rather than none at all.", "trust_premium": "The relationships that matter are internal and short-lived — knowing which associate can be trusted to close, which regular customer to comp — and they transfer to the next supervisor in a week or two, but you are the escalation point customers ask for by name in the moment, and that in-person authority to say yes to a refund is why this sits at 10 instead of down near anonymous output.", "judgment_accountability": "Real calls get made without a script — whether to detain or let a suspected shoplifter walk, when to send someone home for attendance, how much markdown authority to use to save a sale — but loss-prevention policy, the associate handbook, and district manager sign-off on terminations and large voids cap the discretion, which is why this is 11 and not the 15+ of someone who owns the outcome alone." }, "rationale": "The paperwork half of this job — building schedules, reconciling registers, writing inventory and sales reports, drafting performance write-ups — is already being handled by workforce-management and replenishment software with AI layered on top, which is why corporate keeps widening spans of control. The half that survives is physically on the floor: covering call-outs, defusing an angry customer at the counter, catching a theft in progress, training a new hire on a Saturday rush. No license protects the role, so the real threat isn't replacement by a model but headcount compression — one supervisor covering what used to be two or three.", "outlook": "Store supervisor roles persist because someone must be physically present and accountable, but expect fewer of them per store as scheduling, ordering, and reporting get automated and spans of control widen.", "what_would_raise_it": { "levers": [ { "dimension": "task_resistance", "change": "Task-mix shift: once scheduling, replenishment and register reconciliation are fully automated, what remains is the ambiguous-judgment tier — de-escalating customers, loss-prevention calls, coaching and firing decisions, ad-hoc coverage. This genuinely has two tiers, and the residual is unusually AI-hostile. Recognisable if job postings drop 'proficiency with WFM/reporting systems' and foreground conflict resolution and team development.", "plausibility": "already happening", "would_add": 3 }, { "dimension": "judgment_accountability", "change": "Predictive-scheduling and fair-workweek ordinances (Oregon statewide, NYC, San Francisco, Chicago, Philadelphia, Los Angeles) impose per-incident penalty pay for late schedule changes; if enforcement makes a named store-level manager the required approver of any deviation from the posted schedule, the supervisor owns a decision with direct dollar consequences. Watch for retailer policies requiring manager sign-off codes on every algorithmic schedule override.", "plausibility": "already happening", "would_add": 3 }, { "dimension": "liability_shield", "change": "Not a license, but a functional equivalent: state laws on shopkeeper's privilege and detention of suspected shoplifters, plus retailer insurer requirements after false-arrest and civil-rights suits, could formalize that only a designated trained manager may authorize a detention or a facial-recognition match-based stop. Rite Aid's 2023 FTC consent order barring automated facial recognition without human verification is the visible template; if the human verifier is specified as the on-duty supervisor of record, this rises.", "plausibility": "plausible", "would_add": 4 }, { "dimension": "liability_shield", "change": "Age-restricted sales: state alcohol, tobacco and cannabis boards already license individual sellers/servers (e.g. Washington MAST permits, cannabis manager badges in CO/CA). Extension of named-manager-on-premises requirements to more retail categories, or personal license suspension for a clerk sale made on an AI age-estimation check, would attach personal liability to the supervisor.", "plausibility": "plausible", "would_add": 3 }, { "dimension": "embodiment", "change": "Physical demands rise mechanically under headcount compression — one supervisor covering three departments does more floor movement, unloading and unscripted physical intervention. No policy change needed; recognisable in scheduled hours-on-floor ratios and injury rates.", "plausibility": "already happening", "would_add": 2 }, { "dimension": "trust_premium", "change": "Narrow route only: in high-ticket or clienteling formats (jewelry, appliances, luxury, firearms, optical) where a named manager closes the sale or handles the escalation, and in union contracts (UFCW grocery) that bargain minimum staffing including supervisory coverage. Watch for staffing-ratio clauses in UFCW or RWDSU agreements. Does not extend to mass-market discount retail, where nothing plausible raises this.", "plausibility": "plausible", "would_add": 2 } ], "ceiling_note": "Even with every lever, this likely tops out in the low 60s. The binding constraint is not AI capability but span-of-control economics: none of these levers stop one supervisor covering three departments, and the liability routes attach to a *designated* manager, which reduces how many are needed rather than protecting the count. Store closures and format shift to smaller-footprint and online fulfillment cut demand independently of any of this." }, "adjudication": null, "employment_history": { "points": [ { "y": 2017, "emp": 1200180, "wage": 38550 }, { "y": 2018, "emp": 1181530, "wage": 39630 }, { "y": 2019, "emp": 1171900, "wage": 40350 }, { "y": 2020, "emp": 1063110, "wage": 41580 }, { "y": 2021, "emp": 1143260, "wage": 39230 }, { "y": 2022, "emp": 1097160, "wage": 45250 }, { "y": 2023, "emp": 1087890, "wage": 46730 }, { "y": 2024, "emp": 1113160, "wage": 47320 }, { "y": 2025, "emp": 1121800, "wage": 48520 } ], "from": 2017, "to": 2025, "change_pct": -6.5, "comparable_from": 2019, "spans_soc_revision": true }, "pivots": [ { "slug": "gambling-managers", "title": "Gambling Managers", "verdict": "EXPOSED", "risk_resistance": 61, "median_wage": 93220, "overlap": 77, "skills_to_close": [ "Complex Problem Solving", "Management of Personnel Resources", "Judgment and Decision Making", "Time Management" ] }, { "slug": "food-service-managers", "title": "Food Service Managers", "verdict": "EXPOSED", "risk_resistance": 61, "median_wage": 69390, "overlap": 68, "skills_to_close": [ "Equipment Maintenance", "Quality Control Analysis", "Equipment Selection", "Reading Comprehension" ] }, { "slug": "first-line-supervisors-of-gambling-services-workers", "title": "First-Line Supervisors of Gambling Services Workers", "verdict": "EXPOSED", "risk_resistance": 57, "median_wage": 63820, "overlap": 68, "skills_to_close": [ "Equipment Maintenance", "Equipment Selection", "Repairing", "Operation and Control" ] } ], "license": "https://cookedindex.com/terms" }