IS WORK OVER?

Automation index

How much of a Small-hydro technician’s job can AI already do?

A turbinable flow comes earlier. Spinning without running dry do not.

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

Task comparison

Small-hydro technician

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
Flow, set-point and the log.
Estimate

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

16%32%+5.1
Turbine, the bearing and the one that sounds.
Estimate

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

22%8%+1.8
Gate, the jam and the log.
Estimate

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

16%22%+3.5
Low flow, the river and not forcing it.
Estimate

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

16%28%+4.5
The flood, the spill and not leaving it open.
Estimate

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

16%18%+2.9
That it spins, and not dry.
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

  • turbinable flow
  • bearings
  • gates
  • low flow
  • spills
  • small hydro
  • turbine logs
  • jams

Sources for this job· O*NET 51-8013.00· ESCO/ISCO 3131

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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