IS WORK OVER?

Automation index

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

A temper curve comes earlier. Snap without blooming do not.

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

Task comparison

Chocolatier

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
Temper, recipes and the mould.
Estimate

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

16%44%+7
Bonbon, filling and the one that will not set.
Estimate

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

18%12%+2.2
Display, orders and summer heat.
Estimate

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

16%28%+4.5
Cocoa, traceability and origin.
Estimate

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

16%22%+3.5
Christmas, the volume and not losing the snap.
Estimate

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

18%18%+3.2
That it snaps, and not going white.
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

  • temper chocolate
  • bonbons
  • moulds
  • fillings
  • bloom
  • Christmas orders
  • cocoa origin
  • the display

Sources for this job· O*NET 51-3099.00· ESCO/ISCO 7512

Pathologist

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
Grossing, embedding and the first trim.
Estimate

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

18%48%+8.6
Read stains, IHC and a template report.
Estimate

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

16%52%+8.3
The hard case, the second look and the frozen section.
Estimate

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

18%18%+3.2
Board, the surgeon on the phone and the margin.
Estimate

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

16%28%+4.5
Cytology, autopsy and the specimen that arrives late.
Estimate

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

16%22%+3.5
Signing the diagnosis and what the patient is playing for.
Estimate

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

16%14%+2.2
Total100%30%

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

Skills and activities

  • read biopsies
  • grossing
  • immunohistochemistry
  • frozen section
  • pathology report
  • cytology
  • surgical margins
  • autopsy

Sources for this job· O*NET 29-1222.00· ESCO/ISCO 2212

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