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

Nail 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
Bookings, charts and design catalogue.
Estimate

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

16%32%+5.1
Prep, apply gel and file.
Estimate

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

24%10%+2.4
Hygiene, files and lamp.
Estimate

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

16%18%+2.9
Advise on shape, colour and aftercare.
Estimate

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

16%22%+3.5
Remove, repair and damaged nails.
Estimate

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

14%16%+2.2
Not leaving an infection or a lift.
Estimate

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

14%14%+2
Total100%18%

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

Skills and activities

  • Bookings, charts and design catalogue
  • Prep, apply gel and file
  • Hygiene, files and lamp
  • Advise on shape, colour and aftercare
  • Remove, repair and damaged nails
  • Not leaving an infection or a lift
  • tecnico de uñas
  • manicurista
  • nail technician

Sources for this job· O*NET 39-5092.00· ESCO/ISCO 5142

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