IS WORK OVER?

Automation index

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

Costing and a cake design come earlier. Tempering chocolate and stacking a millefeuille that does not collapse do not.

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

Task comparison

Pastry chef

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
Design menus, cost and cake orders.
Estimate

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

16%35%+5.6
Doughs, creams and chocolate.
Estimate

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

20%12%+2.4
Assemble, decorate and finish.
Estimate

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

22%10%+2.2
Counter, orders and client care.
Estimate

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

14%18%+2.5
Hygiene, cold chain and storage.
Estimate

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

14%15%+2.1
Train assistants and shop-floor pace.
Estimate

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

14%16%+2.2
Total100%17%

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

Skills and activities

  • cook
  • mise en place
  • dishes
  • bake
  • Design menus, cost and cake orders
  • Doughs, creams and chocolate
  • Assemble, decorate and finish
  • Counter, orders and client care
  • Hygiene, cold chain and storage
  • Train assistants and shop-floor pace

Sources for this job· O*NET 51-3011.00· ESCO/ISCO 7512

Language teacher

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
Prepare lessons, worksheets and corrections.
Estimate

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

16%48%+7.7
Class, conversation and group dynamics.
Estimate

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

22%12%+2.6
Assess speaking, writing and levels.
Estimate

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

16%22%+3.5
Platform, homework and follow-up.
Estimate

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

16%28%+4.5
Families, schools and official exams.
Estimate

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

16%18%+2.9
Not leaving someone mute in a language.
Estimate

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

14%14%+2
Total100%23%

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

Skills and activities

  • teach class
  • mark students
  • lesson plans
  • teach
  • Class, conversation and group dynamics
  • Assess speaking, writing and levels
  • Platform, homework and follow-up
  • Families, schools and official exams
  • Not leaving someone mute in a language
  • profesor de idiomas

Sources for this job· O*NET 25-3011.00· ESCO/ISCO 2353

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