IS WORK OVER?

Automation index

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

GPS collars come earlier. Bringing the whole flock without leaving one on the hill do not.

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

Task comparison

Shepherd

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
Route, grazing and the day’s log.
Estimate

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

16%28%+4.5
Flock, dogs and the wolf.
Estimate

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

24%6%+1.4
Shearing, lambing and the one that stays.
Estimate

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

16%22%+3.5
Cheese, milk and dealing with the dairy.
Estimate

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

16%28%+4.5
The hill, the snow and not missing the pass.
Estimate

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

14%18%+2.5
The whole flock, and not leaving one behind.
Estimate

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

14%10%+1.4
Total100%18%

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

Skills and activities

  • run the flock
  • sheepdogs
  • lambing
  • shearing
  • the wolf
  • passes
  • ewe’s milk
  • hill grazing

Sources for this job· O*NET 45-2093.00· ESCO/ISCO 6121

University professor

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
Prep materials, tests and rubrics.
Estimate

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

20%45%+9
Papers, grants and reviews.
Estimate

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

16%38%+6.1
Teach and tutor.
Estimate

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

20%12%+2.4
Supervise theses and examine.
Estimate

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

16%15%+2.4
Department meetings and academic admin.
Estimate

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

14%14%+2
Actually research and choose the problem.
Estimate

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

14%16%+2.2
Total100%24%

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

Skills and activities

  • teach class
  • mark students
  • lesson plans
  • teach
  • Prep materials, tests and rubrics
  • Papers, grants and reviews
  • Teach and tutor
  • Supervise theses and examine
  • Department meetings and academic admin
  • Actually research and choose the problem

Sources for this job· O*NET 25-1081.00· ESCO/ISCO 2310

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