Automation index
How much of a Biochemist’s job can AI already do?
A protocol and a curve come earlier. An assay that says what it says does not.
This percentage does not predict how many people will lose their jobs.
Task comparison
IS WORK OVER?
Biochemist
24%
AI can already do 24% of this job.
#259 / 623
View rankingBiochemist
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 |
|---|---|---|---|
Protocols, curves and analysis.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 48% | +8.6 |
Bench, pipettes and assays.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 14% | +2.5 |
Team, paper and not dressing a gel.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 22% | +3.5 |
Quality, lots and documentation.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 28% | +4.5 |
Rules, waste and safety.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 16% | +2.6 |
Not publishing a result that does not replicate.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 14% | +2.2 |
| Total | 100% | 24% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- Protocols, curves and analysis
- Bench, pipettes and assays
- Team, paper and not dressing a gel
- Quality, lots and documentation
- Rules, waste and safety
- bioquimico
- biochemist
Sources for this job· O*NET 19-1021.00· ESCO/ISCO 2131
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