IS WORK OVER?

Automation index

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

A paper diagnosis comes earlier. Treating without overworking the copy do not.

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

Task comparison

Book restorer

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
Diagnosis, paper and the proposal.
Estimate

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

16%40%+6.4
Clean, infill and the one that falls apart.
Estimate

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

18%14%+2.5
Sew, bind and the spine.
Estimate

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

16%28%+4.5
Box, climate and the store.
Estimate

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

16%22%+3.5
The owner, the copy and not leaving it new.
Estimate

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

18%18%+3.2
Not overworking the copy, and signing the treatment.
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

  • paper
  • infill losses
  • sew sections
  • spines
  • conservation boxes
  • store climate
  • book diagnosis
  • not overwork

Sources for this job· O*NET 25-4013.00· ESCO/ISCO 2621

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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