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

Early childhood educator

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
Plan activities, reports and rubrics.
Estimate

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

16%32%+5.1
Write to families.
Estimate

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

14%22%+3.1
Care, play and hold the room.
Estimate

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

24%6%+1.4
Hygiene, meals and naps.
Estimate

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

16%10%+1.6
Watch development and talk to the family.
Estimate

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

16%12%+1.9
Coordinate staff and safeguarding.
Estimate

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

14%14%+2
Total100%15%

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

Skills and activities

  • Plan activities, reports and rubrics
  • Write to families
  • Care, play and hold the room
  • Hygiene, meals and naps
  • Watch development and talk to the family
  • Coordinate staff and safeguarding
  • educador infantil
  • maestro de infantil
  • preschool
  • jardin de infancia

Sources for this job· O*NET 25-2011.00· ESCO/ISCO 2342

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