← Risk register SOC 39-5092 · reviewed 2026-08-11

Manicurists and Pedicurists

152,770 US workers · median $35,760/yr · Personal Care

SAFE

The job is hands-on fine-motor work on another person's living hands and feet — shaping nails, pushing cuticles, removing calluses, applying and curing gel, sanitizing tools — none of which language models touch and none of which current robotics can do safely on a moving human. Licensing (state nail technician credential, sanitation rules) and repeat-client relationships add real protection; the automatable slice is scheduling, reminders, intake forms, and social-media marketing. The genuine threats to this occupation are cheap press-on and at-home gel products and wage competition, not AI.

10-year outlook: Employment holds or grows through the 2030s — AI can run the front desk but not touch a client's hands — with earnings pressure coming from at-home gel products and salon price competition rather than automation.

Score — 67/100 resistance

Five dimensions, 0–20 each, summed. Higher means more protected. The arithmetic is shown so you can check it: 17 + 19 + 11 + 14 + 6 = 67.

Task resistance 17/20

Tasks largely resist digitisation. Filing a nail to a client's requested shape, pushing back a cuticle without drawing blood, judging when gel is cured enough to stop the lamp — these are tactile calibrations made in real time against a hand that flinches, and the only digitisable parts of the day are booking, deposits, and posting photos of your work, which is why this sits at 17 rather than mid-range.

Embodiment 19/20

Hands-on in uncontrolled environments. You are physically holding a stranger's foot, working around ingrown edges, fungus, diabetic skin, and calluses at close range with drills and nippers, in a salon with acetone fumes and clients who move — a 19 reflects that there is no version of this task that happens away from the body.

Liability shield 11/20

Licensed human required and personally liable. Every state but a handful requires an individual nail technician licence with training hours and a board exam, and sanitation violations or an infection traced to your implements land on your licence, not the salon's alone — an 11 rather than higher because the credential is a few hundred hours, not a scope-of-practice monopoly over a protected medical act.

Trust premium 14/20

The human relationship is the product. Regulars book you by name for a 45-minute conversation and hands they trust with a drill bit, and they follow you when you change salons — 14 not 18 because walk-in and discount-salon volume is real and a lot of clients are choosing price and location, not a person.

Judgment & accountability 6/20

Executes defined procedures on defined inputs. The decisions are bounded — which shape, which product for a client's nail condition, when to refuse service on an infected nail and refer out — real calls, but made inside sanitation protocol and product instructions rather than in genuine ambiguity, which is what 6 marks.

Scored twice. An independent second run returned 69/100 — SAFE, agreeing with the verdict above.

This score sits on a verdict boundary. At 67/100 it is one point from EXPOSED. Re-scoring moves results by a point or two, so here the score is more informative than the label.

Confidence: high · reviewed 2026-08-11 · how scoring works

Tasks already automatable

What survives

Active moats: embodiment, licensure, trust

How to future-proof this job

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.