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

Penetration tester

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
Recon, scans and enumeration.
Estimate

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

20%42%+8.4
Write the report, evidence and CVSS.
Estimate

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

18%38%+6.8
Exploit with judgment and not break the business.
Estimate

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

18%18%+3.2
Debrief with the client and retest.
Estimate

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

16%15%+2.4
Choose scope, rules and what is off limits.
Estimate

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

14%16%+2.2
Research 0-days, labs and keep the craft.
Estimate

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

14%18%+2.5
Total100%25%

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

Skills and activities

  • Recon, scans and enumeration
  • Write the report, evidence and CVSS
  • Debrief with the client and retest
  • Choose scope, rules and what is off limits
  • Research 0-days, labs and keep the craft
  • pentester
  • ethical hacker
  • pentest

Sources for this job· O*NET 15-1212.00· ESCO/ISCO 2529

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