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

Ticket inspector

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
Validate, fares and the intervention note.
Estimate

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

16%40%+6.4
Aisle, the group and the one who hides.
Estimate

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

18%12%+2.2
Fines, data and what you can ask.
Estimate

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

16%28%+4.5
Incident, the full train and calling the conductor.
Estimate

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

16%22%+3.5
The insult, keeping calm and not making a scene.
Estimate

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

18%18%+3.2
Charge fairly, and not skipping a coach.
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

  • validate tickets
  • rail fares
  • interventions
  • on-train fines
  • walk coaches
  • call the conductor
  • passenger data
  • full trains

Sources for this job· O*NET 53-4031.00· ESCO/ISCO 5112

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