IS WORK OVER?

Automation index

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

A consist sheet comes earlier. Running the train without leaving a passenger at the halt do not.

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

Task comparison

Train conductor

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
Consist, brakes and the departure sheet.
Estimate

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

16%36%+5.8
Platform, close-up and the one left outside.
Estimate

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

18%12%+2.2
Incidents, Control and the delay.
Estimate

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

16%28%+4.5
Ticket staff, the fare dodger and the clash.
Estimate

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

16%22%+3.5
The line, the points and not leaving early.
Estimate

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

18%18%+3.2
Leave nobody behind, and sign the consist.
Estimate

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

16%12%+1.9
Total100%21%

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

Skills and activities

  • train consist
  • platform close-up
  • departure sheet
  • Control
  • brake check
  • line incidents
  • halts
  • delays

Sources for this job· O*NET 53-4031.00· ESCO/ISCO 8312

Hairdresser

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
Diary, client cards and salon social posts.
Estimate

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

16%28%+4.5
Advise cut and colour from references.
Estimate

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

14%22%+3.1
Cut, style and finish in the chair.
Estimate

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

24%6%+1.4
Colour, highlights and treatments.
Estimate

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

18%8%+1.4
Hygiene, sterilisation and till.
Estimate

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

14%10%+1.4
Care, retention and handling complaints.
Estimate

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

14%12%+1.7
Total100%14%

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

Skills and activities

  • cut hair
  • colour hair
  • haircut
  • barbering
  • Diary, client cards and salon social posts
  • Advise cut and colour from references
  • Cut, style and finish in the chair
  • Colour, highlights and treatments
  • Hygiene, sterilisation and till
  • Care, retention and handling complaints

Sources for this job· O*NET 39-5012.00· ESCO/ISCO 5141

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