IS WORK OVER?

Automation index

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

A trim and a groove come earlier. Sewing, casing in and getting the book to open do not.

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

Task comparison

Bookbinder

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
Trim, gather and prepare sections.
Estimate

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

16%32%+5.1
Sew, glue, groove and case in.
Estimate

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

18%18%+3.2
Restore spines, endpapers and damaged copies.
Estimate

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

18%22%+4
Die-cut, foil and special finishes.
Estimate

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

16%28%+4.5
Commissions, quotes and the client.
Estimate

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

16%36%+5.8
Materials, times and a book that lasts.
Estimate

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

16%14%+2.2
Total100%25%

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

Skills and activities

  • bind books
  • sew sections
  • groove spines
  • case in boards
  • restore books
  • foil stamp
  • guillotine
  • glue

Sources for this job· O*NET 51-5113.00· ESCO/ISCO 7323

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

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