IS WORK OVER?

Automation index

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

An industrial recipe comes earlier. Coming out safe and tasting like food do not.

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

Task comparison

Food technologist

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
Recipe, process and shelf life.
Estimate

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

16%40%+6.4
Plant, the batch and the one that will not set.
Estimate

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

18%14%+2.5
HACCP, labelling and not lying.
Estimate

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

16%28%+4.5
Taste, marketing and not disguising.
Estimate

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

16%22%+3.5
The supplier, the ingredient and not swapping blind.
Estimate

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

18%18%+3.2
Safe, and tasting like food.
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

  • industrial recipes
  • shelf life
  • HACCP
  • labelling
  • taste
  • plant batches
  • ingredients
  • food process

Sources for this job· O*NET 19-1012.00· ESCO/ISCO 2145

Ticket inspector

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
Validate, fares and the intervention note.
Estimate

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

16%40%+6.4
Aisle, the group and the one who hides.
Estimate

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

18%12%+2.2
Fines, data and what you can ask.
Estimate

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

16%28%+4.5
Incident, the full train and calling the conductor.
Estimate

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

16%22%+3.5
The insult, keeping calm and not making a scene.
Estimate

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

18%18%+3.2
Charge fairly, and not skipping a coach.
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

  • validate tickets
  • rail fares
  • interventions
  • on-train fines
  • walk coaches
  • call the conductor
  • passenger data
  • full trains

Sources for this job· O*NET 53-4031.00· ESCO/ISCO 5112

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