IS WORK OVER?

Automation index

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

A plant balance and HACCP come earlier. Reformulating so it still tastes like food do not.

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

Task comparison

Food 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
Process, balances and shelf life.
Estimate

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

18%48%+8.6
Plant, pasteurise and the batch that will not set.
Estimate

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

16%22%+3.5
HACCP, labelling and the rules.
Estimate

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

16%36%+5.8
Reformulate, costs and the ingredient supplier.
Estimate

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

16%28%+4.5
Taste, marketing and not lying on the pack.
Estimate

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

18%14%+2.5
That it tastes like food, and not shipping the bad 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

  • food process
  • shelf life
  • HACCP
  • reformulate
  • labelling
  • pasteurise
  • taste prototypes
  • plant balances

Sources for this job· O*NET 17-2021.00· ESCO/ISCO 2145

Dog trainer

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
Assess, plan and dog charts.
Estimate

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

16%32%+5.1
Sessions, lead and reading the animal.
Estimate

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

22%10%+2.2
Train the owner, not just the dog.
Estimate

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

16%22%+3.5
Groups, reactivity and safety.
Estimate

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

16%18%+2.9
Premises, kennels and hygiene.
Estimate

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

16%16%+2.6
Not leaving a dangerous dog in a home.
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

  • Assess, plan and dog charts
  • Sessions, lead and reading the animal
  • Train the owner, not just the dog
  • Groups, reactivity and safety
  • Premises, kennels and hygiene
  • Not leaving a dangerous dog in a home
  • adiestrador
  • educador canino
  • dog trainer

Sources for this job· O*NET 39-2011.00· ESCO/ISCO 5164

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