Job Check
Manicurists and Pedicurists
Clean and shape customers' fingernails and toenails. May polish or decorate nails.
10 main tasks · most important first
Your main tasks and AI
Importance- 01Clean and sanitize tools and work environment.Mostly human for now
- 02Apply undercoat and clear or colored polish onto nails with brush.Mostly human for now
- 03Maintain supply inventories and records of client services.AI could speed this up a lot
- 04Shape and smooth ends of nails, using scissors, files, or emery boards.Mostly human for now
- 05Prepare nail cuticles with water and oil, using cuticle knives to push back cuticles and scissors or nippers to trim cuticles.Mostly human for now
- 06Prepare customers' nails in soapy water, using swabs, files, and orange sticks.Mostly human for now
- 07Remove previously applied nail polish, using liquid remover and swabs.Mostly human for now
- 08Use rotary abrasive wheels to shape and smooth nails or artificial extensions.Mostly human for now
- 09Schedule client appointments and accept payments.People already use AI for this at work
- 10Assess the condition of clients' hands, remove dead skin, and massage hands.Mostly human for now
Tasks from O*NET® 31.0 (US Department of Labor, CC BY 4.0, changed by us), most important first. “Already use” comes from Anthropic’s data on real work chats with Claude; “could speed up” from task ratings made with GPT-4 in 2023.
Four studies, side by side
None is a forecast of job lossToo little dataNot enough work use was seen to measure. This does not mean the job is safe from AI.Anthropic, 2026
8%of this job’s tasks an AI model could do in half the time, counting tasks that need extra tools as half (rated in 2023).Eloundou, Manning, Mishkin and Rock, 2023
Above 7% of jobsin how often and how well AI helped with this job’s work in Microsoft Copilot chats (2024 data).Microsoft Research (Tomlinson et al.), 2025
Above 43% of jobsin how much of this job’s physical work robots have been shown to do, from factories to homes (2026).Anthropic, 2026
Your human edge
The main tasks with no real AI use seen and no big speed-up expected. This is where your skill counts most today.
- Clean and sanitize tools and work environment.
- Apply undercoat and clear or colored polish onto nails with brush.
- Shape and smooth ends of nails, using scissors, files, or emery boards.