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?
Acupuncturist
19%
#468 / 623
View rankingAcupuncturist
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 |
|---|---|---|---|
History, tongue, pulse and a first map.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 32% | +5.1 |
Needle, manipulate and remove.EstimateNo public source provides a precise figure. This is our estimate. | 22% | 8% | +1.8 |
Explain, dose and combine with moxa.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 22% | +3.5 |
Charts and session progress.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 28% | +4.5 |
Hygiene, single-use kit and the room.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 16% | +2.6 |
Not over-needling or treating the wrong person.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 14% | +2 |
| Total | 100% | 20% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- History, tongue, pulse and a first map
- Needle, manipulate and remove
- Explain, dose and combine with moxa
- Charts and session progress
- Hygiene, single-use kit and the room
- acupuntor
- acupuntura
- acupuncturist
Sources for this job· O*NET 29-1291.00· ESCO/ISCO 3230