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

Cardiac surgeon

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
Indication, consent and the plan with cardiology.
Estimate

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

16%32%+5.1
Bypass, valve and pump time.
Estimate

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

24%6%+1.4
Cannulate, protect the muscle and come off bypass.
Estimate

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

16%18%+2.9
Cardiac ICU, bleeding and tamponade.
Estimate

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

16%22%+3.5
Follow-up, the wound and the family at the door.
Estimate

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

14%28%+3.9
On-call, the infarct that does not wait, and the sign-off.
Estimate

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

14%10%+1.4
Total100%18%

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

Skills and activities

  • coronary bypass
  • valve surgery
  • cardiopulmonary bypass
  • open the chest
  • cardiac ICU
  • tamponade
  • cannulate
  • myocardial protection

Sources for this job· O*NET 29-1241.00· ESCO/ISCO 2212

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