Automation index
How much of a Sommelier’s job can AI already do?
A list and a standard pairing write fast. Tasting, selling the bottle, and reading the table do not.
This percentage does not predict how many people will lose their jobs.
Task comparison
IS WORK OVER?
Sommelier
21%
AI can already do 21% of this job.
#446 / 643
View rankingSommelier
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.
| Task | Share | AI | Points |
|---|---|---|---|
Build the list, sheets and standard pairings.EstimateNo public source provides a precise figure. This is our estimate. | 20% | 40% | +8 |
Orders, cellar and stock.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 28% | +4.5 |
Taste, buy and negotiate with the importer.EstimateNo public source provides a precise figure. This is our estimate. | 20% | 12% | +2.4 |
Table service and suggestive selling.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 10% | +1.6 |
Train floor staff and handle a wine complaint.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 14% | +2 |
Events, tastings and house relations.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 16% | +2.2 |
| Total | 100% | 21% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- Orders, cellar and stock
- Taste, buy and negotiate with the importer
- Table service and suggestive selling
- Events, tastings and house relations
- sommelier
- sumiller
- carta de vinos
Sources for this job· O*NET 35-1012.00· ESCO/ISCO 5131
IS WORK OVER?
Statistician
26%
#206 / 643
View rankingStatistician
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.
| Task | Share | AI | Points |
|---|---|---|---|
Model, clean and visualise.EstimateNo public source provides a precise figure. This is our estimate. | 20% | 48% | +9.6 |
Design sample, experiment and biases.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 32% | +5.1 |
Client, questions and not overfitting.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 22% | +3.5 |
Reproducibility, code and documentation.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 18% | +2.9 |
Publication, review and data ethics.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 16% | +2.6 |
Not selling a p-value that does not hold.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 14% | +2.2 |
| Total | 100% | 26% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- Model, clean and visualise
- Design sample, experiment and biases
- Client, questions and not overfitting
- Reproducibility, code and documentation
- Publication, review and data ethics
- Not selling a p-value that does not hold
- estadistico
- statistician
Sources for this job· O*NET 15-2041.00· ESCO/ISCO 2120