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

Family doctor

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
Read history, labs and primary-care protocols.
Estimate

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

16%40%+6.4
Clinic, examination and home visits.
Estimate

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

22%12%+2.6
Explain, refer and hold uncertainty.
Estimate

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

16%22%+3.5
Prescriptions, notes and sick-leave reports.
Estimate

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

16%32%+5.1
List, nursing team and the health centre.
Estimate

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

16%18%+2.9
Primary-care emergencies and not missing a heart attack.
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

  • care for patients
  • diagnose
  • nursing care
  • clinical notes
  • Clinic, examination and home visits
  • Explain, refer and hold uncertainty
  • List, nursing team and the health centre
  • medico de familia
  • general practitioner

Sources for this job· O*NET 29-1215.00· ESCO/ISCO 2211

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