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?
Chief executive
20%
#442 / 623
View rankingChief executive
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 |
|---|---|---|---|
Reports, dashboards and board notes.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 42% | +7.6 |
Prep committees, agendas and follow-ups.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 28% | +4.5 |
Decide strategy, investment and cuts.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 12% | +2.2 |
Lead the exec team and conflicts.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 10% | +1.8 |
Talk to investors, unions and press.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 12% | +1.9 |
Represent the company and own the miss.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 15% | +2.1 |
| Total | 100% | 20% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- Reports, dashboards and board notes
- Prep committees, agendas and follow-ups
- Decide strategy, investment and cuts
- Lead the exec team and conflicts
- Talk to investors, unions and press
- Represent the company and own the miss
- directivo
- ceo
- director general
- consejero delegado
Sources for this job· O*NET 11-1011.00· ESCO/ISCO 1120