Occupation baseline · Research consensus
Will AI replace Manicurists and Pedicurists?
Baseline AI displacement risk for Manicurists and Pedicurists, aggregated from 7 research sources.
What this score means
Manicurists and Pedicurists is among the least exposed roles in Personal Services. Most of what the job involves still sits outside what current AI can do, even as the tools around it keep changing. At 12 out of 100 it scores 12 points below the Personal Services average of 24. Across the 7 sources behind this baseline, individual estimates run from 5 to 27, so the score is a weighted consensus rather than any single figure.
The number is a consensus estimate for the typical version of the role, built from published academic and industry research scored occupation by occupation. It is not a prediction about any individual. How scoring works
What this job actually involves
Exposure follows the work itself rather than the job title, so it is worth seeing what the role is made of. These are the tasks O*NET records for Manicurists and Pedicurists, most central first, showing 12 of 18.
- 01Clean and sanitize tools and work environment.
- 02Apply undercoat and clear or colored polish onto nails with brush.
- 03Maintain supply inventories and records of client services.
- 04Shape and smooth ends of nails, using scissors, files, or emery boards.
- 05Prepare nail cuticles with water and oil, using cuticle knives to push back cuticles and scissors or nippers to trim cuticles.
- 06Prepare customers' nails in soapy water, using swabs, files, and orange sticks.
- 07Remove previously applied nail polish, using liquid remover and swabs.
- 08Use rotary abrasive wheels to shape and smooth nails or artificial extensions.
- 09Schedule client appointments and accept payments.
- 10Assess the condition of clients' hands, remove dead skin, and massage hands.
- 11Roughen surfaces of fingernails, using abrasive wheel.
- 12Advise clients on nail care and use of products and colors.
Task statements from O*NET by the National Center for O*NET Development, used under CC BY 4.0. The tasks are descriptive; the exposure score above is ours.
The research behind this score
This baseline aggregates 7 research sources that scored Manicurists and Pedicurists for AI and automation exposure. More recent, higher confidence studies carry more weight in the final number.
- 01Anthropic Economic Index 2026 - AI Task Exposure · 2026Anthropic
- 02Crashing Waves vs. Rising Tides: Preliminary Findings on AI Automation from Thousands of Worker Evaluations of Labor Market Tasks · 2026Mertens, Thompson et al., MIT FutureTech (2026)
- 03Global Automation Atlas: Task Substitution Exposure by Occupation · 2026Garg, Crosta, Baier (2026), arXiv:2605.17086
- 04The AI Jobs Transition Framework: Mapping AI's Near-Term Impact on Jobs · 2026OpenAI Economic Research (2026)
- 05Working with AI: Measuring the Applicability of Generative AI to Occupations · 2025Tomlinson, Jaffe et al., Microsoft Research (2025)
- 06GPTs are GPTs: Labor Market Impact Potential of LLMs · 2024Eloundou, Manning, Mishkin, Rock (Science, 2024)
- 07AI Occupational Exposure to Language Modeling · 2023Felten, Raj, Seamans (2023)
Common questions
- How likely is AI to replace Manicurists and Pedicurists?
- Published research puts Manicurists and Pedicurists at 12 out of 100 for AI displacement risk, in the lower risk band. The number is a weighted consensus of 7 research sources and describes the typical version of the role, not any individual.
- Do researchers agree on the risk for Manicurists and Pedicurists?
- Only partly. Individual estimates for Manicurists and Pedicurists run from 5 to 27 out of 100 across the 7 sources behind this score, so the single number smooths over real disagreement. More recent and higher confidence studies carry more weight in it.
- Which personal services roles face similar AI exposure?
- The closest published personal services roles to Manicurists and Pedicurists by score are Barbers (12/100), Morticians, Undertakers, and Funeral Arrangers (13/100), and Shampooers (13/100). Each has its own page with the research behind its number.
Also covers
Fingernail Former · Fingernail Sculptor · Fingernail Sculpturer · Fingernail Technician · Licensed Nail Technician (Licensed Nail Tech) · Manicurist · Nail Artist · Nail Technician (Nail Tech) and related titles
Estimated displacement window
The dated estimate for this role is included in the full personalised report.
Your number is not the baseline
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More personal services occupations
- Crematory Operators14/100
- Hairdressers, Hairstylists, and Cosmetologists14/100
- Motion Picture Projectionists14/100
- Morticians, Undertakers, and Funeral Arrangers13/100
- Shampooers13/100
- Skincare Specialists13/100
- Barbers12/100
- Animal Trainers10/100
Informational guidance based on published research, not professional career or financial advice. Scores update as new research is ingested.