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
22%
#356 / 623
View rankingNotary
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 drafts and deeds from templates.EstimateNo public source provides a precise figure. This is our estimate. | 22% | 42% | +9.2 |
Check liens, titles and registry data.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 35% | +5.6 |
Advise parties on the act’s consequences.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 18% | +2.9 |
Identify, authorise and authenticate in person.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 8% | +1.4 |
Protocolise, file at the registry and keep the record.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 12% | +1.9 |
Resolve conflicts between parties at signing.EstimateNo public source provides a precise figure. This is our estimate. | 12% | 10% | +1.2 |
| Total | 100% | 22% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- advise clients
- draft contracts
- litigate
- interpret law
- Prepare drafts and deeds from templates
- Check liens, titles and registry data
- Advise parties on the act’s consequences
- notario
- notaria
- notary
Sources for this job· O*NET 23-1011.00· ESCO/ISCO 2619