← Risk register SOC 41-2031 · reviewed 2026-08-11

Retail Salespersons

3,897,860 US workers · median $35,410/yr · Sales

EXPOSED

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.

10-year 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.

Score — 36/100 resistance

Five dimensions, 0–20 each, summed. Higher means more protected. The arithmetic is shown so you can check it: 10 + 13 + 1 + 8 + 4 = 36.

Task resistance 10/20

Mixed — a routine tier and a judgment tier. 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 13/20

Hands-on in uncontrolled environments. 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 1/20

No licence, no signature requirement. 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 8/20

Some relationship component. 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 4/20

Executes defined procedures on defined inputs. 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.

Confidence: high · reviewed 2026-08-11 · how scoring works · 3 deployment reports on file

Tasks already automatable

What survives

Active moats: embodiment, physical-presence

How to future-proof this job

Who is actually doing this

The score above is about what the work exposes. This is reporting about real deployments in this occupation — the difference between "could be automated" and "somebody automated it."

Target · Costco · German grocery retailer (Diebold Nixdorf customer)

3 more in the dispatch

Field report — do you do this job?

Has AI actually changed your work?

Self-reported and unverified — a sentiment signal, not a survey. One response per person per occupation; you can change your answer.

From people who do this job

Nobody has filed one yet. If you do this work, you know things the rubric can't see.

What has actually changed in your work?

Concrete beats general: a tool that arrived, a task that moved, a headcount decision you watched happen. Don't include anything that identifies you or your employer if that would put you at risk.