IS WORK OVER?

Automation index

How much of a Driving theory instructor’s job can AI already do?

A DGT test comes earlier. Them understanding the rule without cramming the crib do not.

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

Task comparison

Driving theory instructor

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
Topic, the test and the typical error.
Estimate

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

18%48%+8.6
Classroom, the one who skips and the one who copies.
Estimate

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

16%40%+6.4
The rule, the why and not reciting the article.
Estimate

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

16%22%+3.5
Exam, the nerves and not jumping to a pass.
Estimate

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

16%28%+4.5
The school, the rush and not selling the pass.
Estimate

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

18%14%+2.5
That they understand the rule, and not the crib.
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

  • DGT tests
  • driving theory
  • typical errors
  • traffic rules
  • articles
  • theory exam
  • cribs
  • theory classroom

Sources for this job· O*NET 25-3021.00· ESCO/ISCO 2320

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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