{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/retail-salespersons/", "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": "Retail Salespersons", "soc_code": "41-2031", "category": "Sales", "us_employment": 3897860, "median_annual_wage": 35410 }, "verdict": "EXPOSED", "risk_resistance": 36, "contested": false, "near_boundary": false, "dimensions": { "task_resistance": 10, "embodiment": 13, "liability_shield": 1, "trust_premium": 8, "judgment_accountability": 4 }, "reasoning": { "task_resistance": "Half the shift can't be scripted away — unboxing and steaming a garment, walking a customer to aisle 12, fitting a shoe, clearing a jammed register, recovering a ransacked display — but the part customers actually ask for, \"which of these two TVs is better and do you have it in stock,\" is already answered by the phone in their hand, which is why this sits at 10 rather than in the resistant teens.", "embodiment": "The work is on your feet for a full shift moving real merchandise — reaching stock, hauling boxes from the back, dressing mannequins, handling a public floor where spills, crowds and shoplifters change conditions minute to minute — but it's still an enclosed, lit, mapped building rather than a roof or a roadside, which puts it at the bottom edge of the hands-on band instead of the top.", "liability_shield": "There is no state licence, no continuing-education requirement and no exam to sell a sofa or a sweater; the store's corporate entity carries the consumer-protection and warranty exposure, and the only credential in play is a company POS training module, so there is effectively nothing personal standing between you and a staffing decision.", "trust_premium": "Regulars who ask for you by name at a jewelry counter, a paint desk or a men's suiting department are real and are the reason this isn't a 3 — clienteling books and commission structures exist because that repeat relationship converts — but most transactions are with a stranger who compared prices online first and would have bought the same item from whoever was standing there.", "judgment_accountability": "Discounts, price matches, return exceptions and holds run off a written policy with a manager override for anything outside it, and the daily calls — which size to suggest, whether to open a new register — are reversible within minutes, so the 4 reflects the small real latitude on the floor rather than any authority over consequential outcomes." }, "rationale": "The floor work — greeting customers, pulling sizes, demonstrating a product, cleaning and facing shelves, ringing up and processing returns — is physical and happens in a messy public space that robots handle poorly, which is the main thing holding this job in place. But the informational half of the job (product comparisons, availability lookups, recommendations, upsell scripting) is already what search, chatbots and app-based assistants do, and the real pressure on headcount comes from e-commerce, self-checkout and scan-and-go rather than from AI replacing a salesperson one-for-one. There is no license, no sign-off, and little consequential discretion, so nothing shields the routine tier.", "outlook": "Employment keeps grinding down as e-commerce and self-checkout absorb transactions, while the jobs that remain concentrate in stores where touching, fitting or demonstrating the product is the reason the customer showed up.", "what_would_raise_it": { "levers": [ { "dimension": "embodiment", "change": "Store formats that keep goods behind glass or in locked cases (already spreading across CVS, Walgreens, Target for theft control) force an associate to physically unlock, retrieve and escort for each transaction; if loss-prevention insurance underwriters make locked-fixture staffing a condition of coverage, the in-aisle physical component becomes structural rather than optional", "plausibility": "already happening", "would_add": 3 }, { "dimension": "trust_premium", "change": "Categories where fit, feel or one-off provenance drives the purchase — bridal, mattresses, hearing-adjacent audio, jewelry, high-end footwear, guitar shops — already sell the human as the product; if e-commerce return-rate costs push more chains toward commissioned specialist floors (as Warby Parker, Nordstrom personal styling and Best Buy's in-home advisor programs did) the paid-for-a-human share of the occupation rises", "plausibility": "plausible", "would_add": 4 }, { "dimension": "task_resistance", "change": "Genuine two-tier split: as lookups, comparisons and checkout move to the customer's phone, the residual role becomes de-escalation, fraud-sniffing on returns, fitting, and closing hesitant high-ticket buyers. This raises the score only for the surviving headcount — it is a task-mix effect on a shrinking base, not protection for the occupation's size", "plausibility": "already happening", "would_add": 3 }, { "dimension": "judgment_accountability", "change": "Return-fraud and organized-retail-crime pressure pushing discretionary authority down to the floor — associate-level override on refunds, ID checks, refusal of service — plus state age-verification enforcement (tobacco, vape, alcohol, cannabis, aerosol paint) where the clerk personally absorbs the citation", "plausibility": "plausible", "would_add": 3 }, { "dimension": "liability_shield", "change": "Narrow route only: state-mandated seller certification with personal penalties, as in cannabis dispensary agent licensing (CO, IL), firearms counter staff under ATF Form 4473, and pharmacy-adjacent pseudoephedrine logs. Expansion of such per-clerk licensing to more restricted categories would shield those sub-segments — but it cannot reach general merchandise floor staff, which is the bulk of the 3.9M", "plausibility": "unlikely", "would_add": 2 } ], "ceiling_note": "The binding threat here is not AI capability but channel shift — e-commerce, self-checkout, scan-and-go. Every lever above protects a subset (locked-case, specialist, licensed-category) while the general merchandise floor keeps thinning; a higher score for the survivors is compatible with far fewer of them." }, "adjudication": null, "employment_history": { "points": [ { "y": 2017, "emp": 4442090, "wage": 23210 }, { "y": 2018, "emp": 4448120, "wage": 24200 }, { "y": 2019, "emp": 4317950, "wage": 25250 }, { "y": 2020, "emp": 3659670, "wage": 27080 }, { "y": 2021, "emp": 3693490, "wage": 29120 }, { "y": 2022, "emp": 3640040, "wage": 30600 }, { "y": 2023, "emp": 3684740, "wage": 33680 }, { "y": 2024, "emp": 3800250, "wage": 34580 }, { "y": 2025, "emp": 3897860, "wage": 35410 } ], "from": 2017, "to": 2025, "change_pct": -12.3, "comparable_from": 2019, "spans_soc_revision": true }, "pivots": [ { "slug": "waiters-and-waitresses", "title": "Waiters and Waitresses", "verdict": "EXPOSED", "risk_resistance": 49, "median_wage": 35230, "overlap": 62, "skills_to_close": [] }, { "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": 61, "skills_to_close": [ "Operations Analysis", "Systems Analysis", "Systems Evaluation", "Management of Personnel Resources" ] } ], "license": "https://cookedindex.com/terms" }