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

Logistics analyst

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
Costs, OTIF and the dashboard.
Estimate

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

18%52%+9.4
Simulate network, warehouses and the what-if.
Estimate

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

16%40%+6.4
Ops, dirty data and going down to the dock.
Estimate

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

16%22%+3.5
Report, the board and the cut that hurts.
Estimate

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

16%28%+4.5
The haulier, the contract and not breaking the service.
Estimate

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

18%14%+2.5
A real saving, and not dressing OTIF.
Estimate

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

16%12%+1.9
Total100%28%

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

Skills and activities

  • logistics costs
  • OTIF
  • simulate network
  • what-if
  • dirty data
  • haulage contracts
  • dashboards
  • network cuts

Sources for this job· O*NET 13-1081.00· ESCO/ISCO 2421

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