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

Veterinarian

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
Inoculate animals against various diseases, such as rabies or distemper.
Estimate

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

11%28%+3.1
Examine animals to detect and determine the nature of diseases or injuries.
Estimate

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

10%28%+2.8
Collect body tissue, feces, blood, urine, or other body fluids for examination and analysis.
Estimate

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

10%48%+4.8
Treat sick or injured animals by prescribing medication, setting bones, dressing wounds, or performing surgery.
Estimate

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

9%12%+1.1
Advise animal owners regarding sanitary measures, feeding, general care, medical conditions, or treatment options.
Estimate

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

8%28%+2.2
Direct the overall operations of animal hospitals, clinics, or mobile services to farms.
Estimate

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

8%28%+2.2
Provide care to a wide range of animals or specialize in a particular species, such as horses or exotic birds.
Estimate

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

7%28%+2
Train or supervise workers who handle or care for animals.
Estimate

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

6%22%+1.3
Other less frequent tasks (weight estimated from frequency).
Estimate

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

31%28%+8.7
Total100%28%

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

Skills and activities

  • biosecurity related to animals
  • signs of animal illness
  • animal welfare legislation
  • animal production science
  • physiology of animals
  • environmental enrichment for animals
  • fundamental veterinary sciences
  • veterinary clinical sciences
  • anatomy of animals
  • animal behaviour

Sources for this job· O*NET 29-1131.00· ESCO/ISCO 2250

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