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

Neurosurgeon

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
Indicate, consent and the plan with neurology.
Estimate

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

16%36%+5.8
Craniotomy, spine and the tumour that bleeds.
Estimate

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

24%6%+1.4
Neuronavigation, monitoring and the margin.
Estimate

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

16%18%+2.9
Neuro ICU, pupils and raised pressure.
Estimate

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

16%22%+3.5
Family, the deficit and rehab.
Estimate

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

14%28%+3.9
On-call, the haematoma and signing go or no-go.
Estimate

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

14%10%+1.4
Total100%19%

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

Skills and activities

  • craniotomy
  • spine surgery
  • neuronavigation
  • brain tumour
  • neuro ICU
  • subdural haematoma
  • intraoperative monitoring
  • raised ICP

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

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