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

Plastic surgeon

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
Plan, photos and informed consent.
Estimate

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

16%36%+5.8
Operate: flaps, implants and burns.
Estimate

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

22%8%+1.8
Pre-op, markings and what you can actually promise.
Estimate

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

16%22%+3.5
Post-op, dressings and reviewing the result.
Estimate

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

16%28%+4.5
Emergencies: hand, face and the lip that will not close.
Estimate

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

16%18%+2.9
Aesthetics, reconstruction and signing what is cut.
Estimate

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

14%10%+1.4
Total100%20%

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

Skills and activities

  • plastic surgery
  • flaps
  • implants
  • burns
  • hand surgery
  • pre-op marking
  • post-op dressings
  • reconstruction

Sources for this job· O*NET 29-1242.00· ESCO/ISCO 2212

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