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

Mathematician

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
Symbolic calc, examples and paper search.
Estimate

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

22%52%+11.4
Draft proofs and exposés.
Estimate

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

18%40%+7.2
Find the argument and the counter-example.
Estimate

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

18%15%+2.7
Lecture, teach and argue in seminar.
Estimate

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

16%12%+1.9
Peer-review and polish the writing.
Estimate

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

14%18%+2.5
Choose the problem that is worth years.
Estimate

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

12%16%+1.9
Total100%28%

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

Skills and activities

  • Symbolic calc, examples and paper search
  • Draft proofs and exposés
  • Find the argument and the counter-example
  • Lecture, teach and argue in seminar
  • Peer-review and polish the writing
  • Choose the problem that is worth years
  • matematic
  • mathematician

Sources for this job· O*NET 15-2021.00· ESCO/ISCO 2120

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