IS WORK OVER?

Automation index

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

An order and a mise come earlier. Service, and not slowing the brigade, do not.

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

Task comparison

Kitchen porter

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
Orders, mise en place and labelling.
Estimate

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

16%28%+4.5
Peel, cut, wash and restock.
Estimate

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

24%10%+2.4
Service, passes and not getting in the way.
Estimate

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

16%12%+1.9
Hygiene, HACCP and waste.
Estimate

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

16%18%+2.9
Shifts, stoves and heat.
Estimate

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

14%22%+3.1
Not cutting yourself or leaving a pot unwashed.
Estimate

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

14%14%+2
Total100%17%

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

Skills and activities

  • cook
  • mise en place
  • dishes
  • bake
  • Orders, mise en place and labelling
  • Peel, cut, wash and restock
  • Service, passes and not getting in the way
  • Hygiene, HACCP and waste
  • Shifts, stoves and heat
  • ayudante de cocina

Sources for this job· O*NET 35-2021.00· ESCO/ISCO 9412

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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