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?
Bus driver
15%
#610 / 623
View rankingBus driver
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 |
|---|---|---|---|
Run sheet, logs and clocking.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 32% | +5.1 |
Drive the route or the charter.EstimateNo public source provides a precise figure. This is our estimate. | 22% | 8% | +1.8 |
Stops, accessibility and fare or validation.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 10% | +1.8 |
Incidents, diversions and passenger care.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 12% | +1.9 |
Pre-trip check and defect reports.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 18% | +2.5 |
Shifts, fatigue and driving rules.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 15% | +2.1 |
| Total | 100% | 15% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- drive
- route
- load goods
- Run sheet, logs and clocking
- Drive the route or the charter
- Incidents, diversions and passenger care
- Pre-trip check and defect reports
- Shifts, fatigue and driving rules
- conductor de autobus
- bus driver
Sources for this job· O*NET 53-3052.00· ESCO/ISCO 8331