IS WORK OVER?

Automation index

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

A diagram and a log come earlier. Stopping a train full of people does not.

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

Task comparison

Train 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
Diagrams, notices and train logs.
Estimate

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

16%32%+5.1
Drive, brake and obey signals.
Estimate

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

24%8%+1.9
Incidents, passengers and radio.
Estimate

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

16%18%+2.9
Fitness, fatigue and rules.
Estimate

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

16%22%+3.5
Shunting, depots and couplings.
Estimate

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

14%16%+2.2
Not running a red or a platform.
Estimate

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

14%14%+2
Total100%18%

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

Skills and activities

  • Diagrams, notices and train logs
  • Drive, brake and obey signals
  • Incidents, passengers and radio
  • Fitness, fatigue and rules
  • Shunting, depots and couplings
  • Not running a red or a platform
  • maquinista
  • train driver
  • conductor de tren

Sources for this job· O*NET 53-4011.00· ESCO/ISCO 8311

Textile 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
Recipes, weaves and piece QC.
Estimate

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

18%48%+8.6
Shop, looms and the warp break.
Estimate

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

16%22%+3.5
Supplier, cotton and the sustainability card.
Estimate

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

16%36%+5.8
Finishes, shrinkage and fastness tests.
Estimate

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

16%28%+4.5
The brand, the deadline and the colour that misses.
Estimate

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

18%14%+2.5
Ten thousand metres the same, and not hiding the bad yardage.
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

  • dye recipes
  • weaves
  • looms
  • colour fastness
  • shrinkage
  • piece card
  • warp
  • textile finishes

Sources for this job· O*NET 17-2199.00· ESCO/ISCO 2141

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