IS WORK OVER?

Automation index

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

A borehole comes earlier. Calling whether the building stands without hiding the clay do not.

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

Task comparison

Geotechnical 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
Borehole, the sample and the report.
Estimate

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

16%40%+6.4
Field, the water table and the one that was not read.
Estimate

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

18%14%+2.5
Foundations, the clay and not hiding it.
Estimate

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

16%28%+4.5
Slope, the factor and not signing the one that slips.
Estimate

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

16%22%+3.5
The architect, the rush and not jumping to a yes.
Estimate

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

18%18%+3.2
If it stands, sign it. And not hiding the clay.
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

  • boreholes
  • water table
  • clays
  • foundations
  • slopes
  • soil samples
  • geotech reports
  • factors of safety

Sources for this job· O*NET 17-2151.00· ESCO/ISCO 2142

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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