Automation index
How much of a ML engineer’s job can AI already do?
Training a baseline and a notebook is fast. Shipping it, watching drift, and owning the miss is not.
This percentage does not predict how many people will lose their jobs.
Task comparison
IS WORK OVER?
ML engineer
29%
AI can already do 29% of this job.
#64 / 623
View rankingML 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 |
|---|---|---|---|
Train models, features and notebooks.EstimateNo public source provides a precise figure. This is our estimate. | 22% | 48% | +10.6 |
Evaluate, document and compare runs.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 42% | +7.6 |
Deploy, monitor and retrain.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 22% | +3.5 |
Talk to product about what a good error is.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 15% | +2.4 |
Dirty data, bias and model limits.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 18% | +2.5 |
On-call, incidents and rollback.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 16% | +2.2 |
| Total | 100% | 29% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- Train models, features and notebooks
- Evaluate, document and compare runs
- Deploy, monitor and retrain
- Talk to product about what a good error is
- Dirty data, bias and model limits
- On-call, incidents and rollback
- machine learning engineer
- ingeniero ml
- mlops
Sources for this job· O*NET 15-1221.00· ESCO/ISCO 2511
IS WORK OVER?
Chemist
26%
#209 / 623
View rankingChemist
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, calcs and safety sheets.EstimateNo public source provides a precise figure. This is our estimate. | 20% | 45% | +9 |
Batch reports, charts and docs.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 40% | +7.2 |
Synthesis, titration and sample handling.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 15% | +2.7 |
Read a strange result and repeat it.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 18% | +2.9 |
Plant safety and waste.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 12% | +1.7 |
Sign quality and talk to production.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 16% | +2.2 |
| Total | 100% | 26% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- Protocols, calcs and safety sheets
- Batch reports, charts and docs
- Synthesis, titration and sample handling
- Read a strange result and repeat it
- Plant safety and waste
- Sign quality and talk to production
- quimico
- chemist
- laboratorio quimico
Sources for this job· O*NET 19-2031.00· ESCO/ISCO 2113