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?
Notary clerk
28%
#110 / 623
View rankingNotary clerk
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 |
|---|---|---|---|
Prepare minutes, copies and appearances.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 48% | +8.6 |
Cross indexes, ID and registry bases.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 40% | +6.4 |
Serve the public and summon appearing parties.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 22% | +4 |
Protocol, binding and notarial archive.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 18% | +2.9 |
Settle taxes and file at the registry.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 28% | +4.5 |
Watch deadlines, signatures and the notary’s faith.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 12% | +1.9 |
| Total | 100% | 28% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- Prepare minutes, copies and appearances
- Cross indexes, ID and registry bases
- Protocol, binding and notarial archive
- Settle taxes and file at the registry
- oficial de notaria
- oficial notarial
- notary clerk
Sources for this job· O*NET 23-2011.00· ESCO/ISCO 3343