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

Billing clerk

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
Orders, delivery notes and the invoice.
Estimate

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

18%48%+8.6
VAT, withholdings and the one that does not square.
Estimate

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

16%40%+6.4
Credit notes, the credit and the client who argues.
Estimate

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

16%22%+3.5
Close, the immediate supply and the deadline.
Estimate

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

16%28%+4.5
Sales, the extra and not over-billing.
Estimate

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

18%14%+2.5
The right invoice, and not blocking the client.
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

  • delivery notes
  • invoices
  • VAT
  • credit notes
  • immediate supply
  • billing close
  • withholdings
  • orders

Sources for this job· O*NET 43-3021.00· ESCO/ISCO 4311

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