IS WORK OVER?

Automation index

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

A lab panel and a batch come earlier. Tasting, blending and signing the vintage do not.

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

Task comparison

Winemaker

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
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
Total100%25%

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

Skills and activities

  • make wine
  • taste musts
  • blend wines
  • control fermentation
  • decide harvest
  • age in barrel
  • bottle
  • sign the vintage

Sources for this job· O*NET 19-1012.00· ESCO/ISCO 2145

Kayak guide

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, kit and the briefing.
Estimate

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

16%32%+5.1
Water, the novice and the one who flips.
Estimate

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

22%8%+1.8
Rescue, the rope and not losing anyone.
Estimate

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

16%22%+3.5
Rapid, the yes or no and aborting.
Estimate

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

16%28%+4.5
The cold, the wetsuit and not pushing the grade.
Estimate

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

16%18%+2.9
Without flipping the group, and whole to the take-out.
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

  • flow
  • river rescue
  • rapids
  • wetsuit
  • kayak novices
  • rope
  • river briefing
  • flip

Sources for this job· O*NET 39-7011.00· ESCO/ISCO 5113

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