IS WORK OVER?

Automation index

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

A curriculum design and a report come earlier. Actually changing a school does not.

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

Task comparison

Education specialist

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
Design schemes, rubrics and assessments.
Estimate

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

18%48%+8.6
Reports, diagnoses and school plans.
Estimate

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

16%28%+4.5
Train staff and accompany teams.
Estimate

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

16%22%+3.5
Observe class and feed back with care.
Estimate

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

16%18%+2.9
Families, inspectorate and EU projects.
Estimate

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

18%16%+2.9
Not selling pedagogical fashion without a classroom.
Estimate

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

16%14%+2.2
Total100%25%

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

Skills and activities

  • Design schemes, rubrics and assessments
  • Reports, diagnoses and school plans
  • Train staff and accompany teams
  • Observe class and feed back with care
  • Families, inspectorate and EU projects
  • pedagogo
  • pedagoga
  • education specialist

Sources for this job· O*NET 25-9031.00· ESCO/ISCO 2351

Metro driver

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
Checks, tests and the cab log.
Estimate

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

16%32%+5.1
Drive, stop at platforms and regulate running.
Estimate

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

24%8%+1.9
Incidents, evacuation and talk to Control.
Estimate

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

16%22%+3.5
Timetables, reliefs and the day’s orders.
Estimate

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

16%28%+4.5
Passengers, platforms and announcements.
Estimate

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

14%18%+2.5
Rules, fatigue and liability for the train.
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

  • drive metro trains
  • stop at platforms
  • regulate running
  • evacuate tunnels
  • talk to control
  • cab checks
  • handle incidents
  • drive under ATO

Sources for this job· O*NET 53-4041.00· ESCO/ISCO 8311

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