IS WORK OVER?

Automation index

How much of a Nail technician’s job can AI already do?

A booking and a design come earlier. Nails that do not lift in two days do not.

This percentage does not predict how many people will lose their jobs.

Task comparison

Nail technician

Where the time goes

Task weights are our estimates based on O*NET frequency data, not time shares published by O*NET.

The time saving for each task is estimated separately.

TaskShareAIPoints
Bookings, charts and design catalogue.
Estimate

No public source provides a precise figure. This is our estimate.

16%32%+5.1
Prep, apply gel and file.
Estimate

No public source provides a precise figure. This is our estimate.

24%10%+2.4
Hygiene, files and lamp.
Estimate

No public source provides a precise figure. This is our estimate.

16%18%+2.9
Advise on shape, colour and aftercare.
Estimate

No public source provides a precise figure. This is our estimate.

16%22%+3.5
Remove, repair and damaged nails.
Estimate

No public source provides a precise figure. This is our estimate.

14%16%+2.2
Not leaving an infection or a lift.
Estimate

No public source provides a precise figure. This is our estimate.

14%14%+2
Total100%18%

Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low

Skills and activities

  • Bookings, charts and design catalogue
  • Prep, apply gel and file
  • Hygiene, files and lamp
  • Advise on shape, colour and aftercare
  • Remove, repair and damaged nails
  • Not leaving an infection or a lift
  • tecnico de uñas
  • manicurista
  • nail technician

Sources for this job· O*NET 39-5092.00· ESCO/ISCO 5142

Prompt engineer

Where the time goes

Task weights are our estimates based on O*NET frequency data, not time shares published by O*NET.

The time saving for each task is estimated separately.

TaskShareAIPoints
Design prompts, tools and chains.
Estimate

No public source provides a precise figure. This is our estimate.

24%58%+13.9
Evals, datasets and regressions.
Estimate

No public source provides a precise figure. This is our estimate.

18%52%+9.4
Integrate with product and safety limits.
Estimate

No public source provides a precise figure. This is our estimate.

16%22%+3.5
Talk to the business about a good output.
Estimate

No public source provides a precise figure. This is our estimate.

16%18%+2.9
Watch hallucinations, bias and cost.
Estimate

No public source provides a precise figure. This is our estimate.

14%20%+2.8
Decide what the model gets, and what it does not.
Estimate

No public source provides a precise figure. This is our estimate.

12%16%+1.9
Total100%34%

Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low

Skills and activities

  • Design prompts, tools and chains
  • Evals, datasets and regressions
  • Integrate with product and safety limits
  • Talk to the business about a good output
  • Watch hallucinations, bias and cost
  • prompt engineer
  • ingeniero de prompts
  • llm engineer

Sources for this job· O*NET 15-1252.00· ESCO/ISCO 2512

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