IS WORK OVER?

Automation index

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

A symbolic calc and a bibliography come earlier. Seeing the pattern, and writing a proof that convinces, do not.

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

Task comparison

Mathematician

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
Symbolic calc, examples and paper search.
Estimate

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

22%52%+11.4
Draft proofs and exposés.
Estimate

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

18%40%+7.2
Find the argument and the counter-example.
Estimate

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

18%15%+2.7
Lecture, teach and argue in seminar.
Estimate

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

16%12%+1.9
Peer-review and polish the writing.
Estimate

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

14%18%+2.5
Choose the problem that is worth years.
Estimate

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

12%16%+1.9
Total100%28%

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

Skills and activities

  • Symbolic calc, examples and paper search
  • Draft proofs and exposés
  • Find the argument and the counter-example
  • Lecture, teach and argue in seminar
  • Peer-review and polish the writing
  • Choose the problem that is worth years
  • matematic
  • mathematician

Sources for this job· O*NET 15-2021.00· ESCO/ISCO 2120

Executive chef

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
Menus, dish sheets and food cost.
Estimate

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

18%38%+6.8
Orders, suppliers and waste.
Estimate

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

16%28%+4.5
Pass, plating and service pace.
Estimate

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

20%10%+2
Lead the brigade, shifts and conflicts.
Estimate

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

16%12%+1.9
Cook on the line and correct doneness.
Estimate

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

16%15%+2.4
Hygiene, audits and the house’s name.
Estimate

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

14%12%+1.7
Total100%19%

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

Skills and activities

  • cook
  • mise en place
  • dishes
  • bake
  • Menus, dish sheets and food cost
  • Orders, suppliers and waste
  • Pass, plating and service pace
  • Lead the brigade, shifts and conflicts
  • Cook on the line and correct doneness
  • Hygiene, audits and the house’s name

Sources for this job· O*NET 35-1011.00· ESCO/ISCO 3434

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