Automation index
How much of a Brewer’s job can AI already do?
A recipe and a fermentation check come earlier. Tasting the tank and deciding the hops do not.
This percentage does not predict how many people will lose their jobs.
Task comparison
IS WORK OVER?
Brewer
25%
AI can already do 25% of this job.
#243 / 623
View rankingBrewer
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 |
|---|---|---|---|
Recipes, mash and the beer’s profile.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 40% | +6.4 |
Boil, hops and the drop to fermenter.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 22% | +4 |
Taste tanks, dry hop and when to pack.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 18% | +3.2 |
CIP, quality and plant microbiology.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 32% | +5.1 |
Packaging, batches and what hits the bar.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 28% | +4.5 |
The recipe call and owning the batch.EstimateNo 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
Skills and activities
- brew beer
- mash
- hop the wort
- taste tanks
- fermentation
- CIP
- package beer
- sign the batch
Sources for this job· O*NET 51-9012.00· ESCO/ISCO 8160
IS WORK OVER?
Data engineer
31%
#36 / 623
View rankingData engineer
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 |
|---|---|---|---|
Design pipelines, models and orchestration.EstimateNo public source provides a precise figure. This is our estimate. | 24% | 50% | +12 |
Write SQL, Spark and data tests.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 45% | +8.1 |
Incidents, quality and lineage in production.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 22% | +3.5 |
Talk to analysts and negotiate data contracts.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 18% | +2.9 |
Cloud cost, permissions and PII.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 15% | +2.1 |
Decide architecture and technical debt.EstimateNo public source provides a precise figure. This is our estimate. | 12% | 20% | +2.4 |
| Total | 100% | 31% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- Design pipelines, models and orchestration
- Write SQL, Spark and data tests
- Cloud cost, permissions and PII
- Decide architecture and technical debt
- ingeniero de datos
- data engineer
- etl
Sources for this job· O*NET 15-1243.00· ESCO/ISCO 2511