IS WORK OVER?

Automation index

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

A booking and a chart come earlier. Hands on a face, and the skin not burning, do not.

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

Task comparison

Beautician

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 cabin protocols.
Estimate

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

16%32%+5.1
Facials, devices and treatments.
Estimate

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

22%10%+2.2
Advise on skin, product and habits.
Estimate

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

16%18%+2.9
Hygiene, kit and consent.
Estimate

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

16%22%+3.5
Retail, packs and follow-up.
Estimate

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

16%16%+2.6
Not burning a skin or overselling.
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 cabin protocols
  • Facials, devices and treatments
  • Advise on skin, product and habits
  • Hygiene, kit and consent
  • Retail, packs and follow-up
  • Not burning a skin or overselling
  • esteticista
  • beautician
  • estetica

Sources for this job· O*NET 39-5094.00· 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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