IS WORK OVER?

Automation index

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

A worksheet comes earlier. Them understanding the problem without copying the answer do not.

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

Task comparison

Maths teacher

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, the worksheet and the typical error.
Estimate

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

16%40%+6.4
Board, the silence and the one who is lost.
Estimate

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

18%14%+2.5
Exam, the markscheme and not giving the pass away.
Estimate

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

16%28%+4.5
Resit, the one who quits and not leaving them.
Estimate

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

16%22%+3.5
The family, 'I was bad at it too', and not shutting the door.
Estimate

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

18%18%+3.2
That they understand, and not copying the answer.
Estimate

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

16%12%+1.9
Total100%22%

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

Skills and activities

  • maths worksheets
  • the board
  • typical errors
  • maths exams
  • resits
  • markscheme
  • algebra
  • problems

Sources for this job· O*NET 25-2031.00· ESCO/ISCO 2330

Backend developer

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
Endpoint, the contract and the test.
Estimate

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

18%48%+8.6
Spike, the queue and the one that drops.
Estimate

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

16%40%+6.4
Key, the secret and not leaving it in the repo.
Estimate

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

16%22%+3.5
Migration, the rollback and not improvising in prod.
Estimate

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

16%28%+4.5
Product, the deadline and not cutting the one that matters.
Estimate

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

18%14%+2.5
That it takes the spike, and not leaving the key.
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

  • endpoints
  • API contracts
  • queues
  • secrets
  • migrations
  • rollback
  • backend tests
  • write server code

Sources for this job· O*NET 15-1252.00· ESCO/ISCO 2512

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