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

Scrum master

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
Facilitate ceremonies, boards and notes.
Estimate

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

20%45%+9
Flow metrics and impediment reports.
Estimate

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

16%38%+6.1
Team coaching and internal conflict.
Estimate

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

18%15%+2.7
Protect the sprint from interruptions.
Estimate

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

16%12%+1.9
Train PO and managers in the method.
Estimate

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

16%18%+2.9
Change the system, not just the ritual.
Estimate

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

14%16%+2.2
Total100%25%

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

Skills and activities

  • Facilitate ceremonies, boards and notes
  • Flow metrics and impediment reports
  • Team coaching and internal conflict
  • Protect the sprint from interruptions
  • Train PO and managers in the method
  • Change the system, not just the ritual
  • scrum master
  • agile coach

Sources for this job· O*NET 13-1111.00· ESCO/ISCO 2421

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