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

Air traffic controller

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
Plan sequences and read traffic forecasts.
Estimate

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

18%32%+5.8
Strips, tickets and inter-unit coordination.
Estimate

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

16%28%+4.5
Tactical control of aircraft on frequency.
Estimate

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

22%6%+1.3
Resolve conflicts, radio failures and weather.
Estimate

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

16%10%+1.6
Train and supervise a controller under instruction.
Estimate

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

14%12%+1.7
Reports, incidents and shift fatigue.
Estimate

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

14%15%+2.1
Total100%17%

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

Skills and activities

  • Plan sequences and read traffic forecasts
  • Tactical control of aircraft on frequency
  • Reports, incidents and shift fatigue
  • controlador aereo
  • air traffic
  • atc
  • torre de control

Sources for this job· O*NET 53-2021.00· ESCO/ISCO 3154

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