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

IS WORK OVER?

17%

AI can already do 17% of this job.

#665 / 703

Pastry chef

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.

Task	Share	AI	Points
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
Total	100%		17%

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

IS WORK OVER?

22%

#422 / 703

School psychologist

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.

Task	Share	AI	Points
Referral, tests and the report. Estimate No public source provides a precise figure. This is our estimate.	16%	40%	+6.4
The child, the session and the one who will not talk. Estimate No public source provides a precise figure. This is our estimate.	18%	14%	+2.5
Classroom, the teacher and what actually happens. Estimate No public source provides a precise figure. This is our estimate.	16%	28%	+4.5
Family, the fear and not scaring. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
The bullying protocol and not looking away. Estimate No public source provides a precise figure. This is our estimate.	18%	18%	+3.2
See the child, and not hanging a label. Estimate No public source provides a precise figure. This is our estimate.	16%	12%	+1.9
Total	100%		22%

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