IS WORK OVER?

Automation index

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

A recipe and a pH come earlier. Setting, turning and signing the ageing do not.

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

Task comparison

Cheesemaker

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
Milk, pH and the day’s recipe.
Estimate

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

16%40%+6.4
Set, cut and the drain.
Estimate

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

18%12%+2.2
Turn, salt and the ageing room.
Estimate

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

16%28%+4.5
Taste, the batch and the one that splits.
Estimate

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

16%22%+3.5
The co-op, the season and not selling too early.
Estimate

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

18%18%+3.2
Sign the ageing, and not forcing the pH.
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

  • set curd
  • drain whey
  • turn cheeses
  • ageing room
  • milk pH
  • salt
  • taste batches
  • cheese recipe

Sources for this job· O*NET 51-3092.00· ESCO/ISCO 7513

QA automation engineer

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
Test, the selector and the flake.
Estimate

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

18%48%+8.6
Pipeline, the green and the one that lies.
Estimate

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

16%40%+6.4
Bug, the repro and not closing it blind.
Estimate

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

16%22%+3.5
Data, the environment and not sharing prod.
Estimate

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

16%28%+4.5
The developer, the rush and not skipping the one that fails.
Estimate

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

18%14%+2.5
Catch the bug, and not painting a lying green.
Estimate

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

16%12%+1.9
Total100%27%

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

Skills and activities

  • automated tests
  • selectors
  • flakes
  • QA pipelines
  • repro
  • environments
  • lying green
  • debug tests

Sources for this job· O*NET 15-1253.00· ESCO/ISCO 2519

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