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

Senior developer

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
Modify existing software to correct errors, adapt it to new hardware, or upgrade interfaces and improve performance.
Estimate

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

11%28%+3.1
Design, develop and modify software systems, using scientific analysis and mathematical models to predict and measure outcomes and consequences of design.
Estimate

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

10%48%+4.8
Store, retrieve, and manipulate data for analysis of system capabilities and requirements.
Estimate

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

10%48%+4.8
Confer with systems analysts, engineers, programmers and others to design systems and to obtain information on project limitations and capabilities, performance requirements and interfaces.
Estimate

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

9%48%+4.3
Supervise the work of programmers, technologists and technicians and other engineering and scientific personnel.
Estimate

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

8%22%+1.8
Analyze user needs and software requirements to determine feasibility of design within time and cost constraints.
Estimate

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

7%48%+3.4
Develop or direct software system testing or validation procedures, programming, or documentation.
Estimate

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

7%55%+3.9
Consult with customers or other departments on project status, proposals, or technical issues, such as software system design or maintenance.
Estimate

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

5%28%+1.4
Other less frequent tasks (weight estimated from frequency).
Estimate

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

33%28%+9.2
Total100%37%

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

Skills and activities

  • write code
  • programming
  • software development
  • coding
  • debug code
  • computer programming
  • decentralized application frameworks
  • blockchain openness
  • software components libraries
  • ICT debugging tools

Sources for this job· O*NET 15-1252.00· ESCO/ISCO 2512

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