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

IS WORK OVER?

18%

AI can already do 18% of this job.

#645 / 703

Shepherd

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.

Task	Share	AI	Points
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
Total	100%		18%

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

IS WORK OVER?

22%

#348 / 703

Language assistant

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.

Task	Share	AI	Points
Sheet, the oral and the group. Estimate No public source provides a precise figure. This is our estimate.	16%	40%	+6.4
Classroom, the silence and the one who will not speak. Estimate No public source provides a precise figure. This is our estimate.	18%	14%	+2.5
Game, the mistake and not correcting every one. Estimate No public source provides a precise figure. This is our estimate.	16%	28%	+4.5
Culture, the cliché and not playing the clown. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
The teacher, the hour and not leaving them copying. Estimate No public source provides a precise figure. This is our estimate.	18%	18%	+3.2
That they speak, and not laughing at the accent. Estimate No public source provides a precise figure. This is our estimate.	16%	12%	+1.9
Total	100%		22%

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