IS WORK OVER?

Automation index

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

A curve fit and a first paper come earlier. Designing the experiment, and believing the datum, do not.

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

Task comparison

Physicist

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
Simulate, fit and reduce data.
Estimate

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

22%50%+11
Draft papers, posters and proposals.
Estimate

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

18%42%+7.6
Design the experiment and the apparatus.
Estimate

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

16%18%+2.9
Measure in the lab or in the field.
Estimate

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

16%12%+1.9
Argue with the group and peer-review.
Estimate

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

14%15%+2.1
Win machine time and funding.
Estimate

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

14%16%+2.2
Total100%28%

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

Skills and activities

  • Simulate, fit and reduce data
  • Draft papers, posters and proposals
  • Design the experiment and the apparatus
  • Measure in the lab or in the field
  • Argue with the group and peer-review
  • Win machine time and funding
  • fisico
  • physicist

Sources for this job· O*NET 19-2012.00· ESCO/ISCO 2111

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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