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.

#575 / 633

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?

25%

#223 / 633

Winemaker

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
Lab work, densities and fermentation control. Estimate No public source provides a precise figure. This is our estimate.	16%	40%	+6.4
Tasting, blending and the call on the vintage. Estimate No public source provides a precise figure. This is our estimate.	18%	18%	+3.2
Vineyard, ripeness and when to pick. Estimate No public source provides a precise figure. This is our estimate.	18%	22%	+4
Ageing, barrel, filtration and bottling. Estimate No public source provides a precise figure. This is our estimate.	16%	32%	+5.1
Cellar, records and the board’s visit. Estimate No public source provides a precise figure. This is our estimate.	16%	28%	+4.5
Signing the vintage and owning the bottle. Estimate No public source provides a precise figure. This is our estimate.	16%	14%	+2.2
Total	100%		25%

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