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

Sports physician

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
CPET, labs and load.
Estimate

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

16%48%+7.7
Injury, exam and the yes or no to training.
Estimate

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

18%18%+3.2
Rehab, injections and the club note.
Estimate

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

16%28%+4.5
Anti-doping, certificates and the yearly check.
Estimate

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

16%22%+3.5
The bench, the match and the twisted ankle.
Estimate

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

18%14%+2.5
Club pressure and signing return to play.
Estimate

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

16%12%+1.9
Total100%23%

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

Skills and activities

  • CPET
  • rehab injuries
  • return to play
  • inject athletes
  • anti-doping
  • fitness certificate
  • training load
  • sports medicine

Sources for this job· O*NET 29-1229.00· ESCO/ISCO 2212

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