IS WORK OVER?

Automation index

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

A timetable comes earlier. The school not falling over on Monday without hiding the clash do not.

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

Task comparison

Headteacher

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
Timetable, quotas and the staff.
Estimate

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

18%48%+8.6
Family, the complaint and the one that reaches inspection.
Estimate

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

16%40%+6.4
Behaviour, the sanction and not hiding it.
Estimate

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

16%22%+3.5
Budget, the club and not leaving a hole.
Estimate

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

16%28%+4.5
Inspection, the figure and not dressing it.
Estimate

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

18%14%+2.5
That Monday holds, and not hiding the clash.
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

  • school timetables
  • quotas
  • behaviour
  • sanctions
  • school budget
  • inspection
  • family complaints
  • senior staff

Sources for this job· O*NET 11-9032.00· ESCO/ISCO 1345

QA automation 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
Test, the selector and the flake.
Estimate

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

18%48%+8.6
Pipeline, the green and the one that lies.
Estimate

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

16%40%+6.4
Bug, the repro and not closing it blind.
Estimate

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

16%22%+3.5
Data, the environment and not sharing prod.
Estimate

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

16%28%+4.5
The developer, the rush and not skipping the one that fails.
Estimate

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

18%14%+2.5
Catch the bug, and not painting a lying green.
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

  • automated tests
  • selectors
  • flakes
  • QA pipelines
  • repro
  • environments
  • lying green
  • debug tests

Sources for this job· O*NET 15-1253.00· ESCO/ISCO 2519

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