Automation index
How much of a Food technologist’s job can AI already do?
An industrial recipe comes earlier. Coming out safe and tasting like food do not.
This percentage does not predict how many people will lose their jobs.
Task comparison
IS WORK OVER?
Food technologist
22%
AI can already do 22% of this job.
#392 / 623
View rankingFood technologist
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 |
|---|---|---|---|
Recipe, process and shelf life.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 40% | +6.4 |
Plant, the batch and the one that will not set.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 14% | +2.5 |
HACCP, labelling and not lying.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 28% | +4.5 |
Taste, marketing and not disguising.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 22% | +3.5 |
The supplier, the ingredient and not swapping blind.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 18% | +3.2 |
Safe, and tasting like food.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 12% | +1.9 |
| Total | 100% | 22% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- industrial recipes
- shelf life
- HACCP
- labelling
- taste
- plant batches
- ingredients
- food process
Sources for this job· O*NET 19-1012.00· ESCO/ISCO 2145
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