IS WORK OVER?

Automation index

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

A count and a pH come earlier. The batch pasteurising without splitting do not.

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

Task comparison

Dairy technician

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
Count, pH and milk intake.
Estimate

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

18%48%+8.6
Pasteurise, the batch and the one that splits.
Estimate

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

16%22%+3.5
Cultures, yoghurt or cheese and the recipe.
Estimate

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

16%36%+5.8
CIP, quality and the health report.
Estimate

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

16%28%+4.5
The farmer, the tank and not mixing the sour.
Estimate

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

18%14%+2.5
That it pasteurises, and not splitting the batch.
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

  • milk intake
  • pasteurise
  • dairy pH
  • cultures
  • CIP
  • bacterial count
  • tanks
  • yoghurt batches

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

Backend developer

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
Endpoint, the contract and the test.
Estimate

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

18%48%+8.6
Spike, the queue and the one that drops.
Estimate

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

16%40%+6.4
Key, the secret and not leaving it in the repo.
Estimate

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

16%22%+3.5
Migration, the rollback and not improvising in prod.
Estimate

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

16%28%+4.5
Product, the deadline and not cutting the one that matters.
Estimate

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

18%14%+2.5
That it takes the spike, and not leaving the key.
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

  • endpoints
  • API contracts
  • queues
  • secrets
  • migrations
  • rollback
  • backend tests
  • write server code

Sources for this job· O*NET 15-1252.00· ESCO/ISCO 2512

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