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

District heating 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
Balance, flows and the loss.
Estimate

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

16%40%+6.4
Chamber, the leak and the one that weeps.
Estimate

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

18%14%+2.5
Substation, the valve and the one that will not open.
Estimate

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

16%28%+4.5
Winter, the last block and not leaving it cold.
Estimate

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

16%22%+3.5
The council, the tariff and not hiding the loss.
Estimate

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

18%18%+3.2
That the heat arrives, and not hiding the loss.
Estimate

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

16%12%+1.9
Total100%22%

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

Skills and activities

  • heat balances
  • flows
  • network losses
  • chambers
  • heat substations
  • the last block
  • tariffs
  • leaks

Sources for this job· O*NET 17-2199.00· ESCO/ISCO 2149

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