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?
Politician
20%
#459 / 623
View rankingPolitician
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 |
|---|---|---|---|
Speeches, notes and social pieces.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 45% | +8.1 |
Legislative dossiers and template amendments.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 35% | +5.6 |
Plenaries, committees and negotiation.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 10% | +1.8 |
Street, rallies and district listening.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 8% | +1.4 |
Press, debates and crisis.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 12% | +1.9 |
Cast the vote and own the office.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 10% | +1.4 |
| Total | 100% | 20% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- Speeches, notes and social pieces
- Plenaries, committees and negotiation
- Street, rallies and district listening
- Press, debates and crisis
- Cast the vote and own the office
- politico
- politician
- diputado
- concejal
- alcalde
Sources for this job· O*NET 11-1031.00· ESCO/ISCO 1111