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?
Nursing assistant
23%
#289 / 623
View rankingNursing assistant
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 |
|---|---|---|---|
Answer patient call signals, signal lights, bells, or intercom systems to determine patients' needs.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 12% | +0.8 |
Turn or reposition bedridden patients.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 12% | +0.7 |
Provide physical support to assist patients to perform daily living activities, such as getting out of bed, bathing, dressing, using the toilet, standing, walking, or exercising.EstimateNo public source provides a precise figure. This is our estimate. | 5% | 12% | +0.6 |
Communicate with patients to ascertain feelings or need for assistance or social and emotional support.EstimateNo public source provides a precise figure. This is our estimate. | 4% | 12% | +0.5 |
Feed patients or assist patients to eat or drink.EstimateNo public source provides a precise figure. This is our estimate. | 4% | 12% | +0.5 |
Measure and record food and liquid intake or urinary and fecal output, reporting changes to medical or nursing staff.EstimateNo public source provides a precise figure. This is our estimate. | 4% | 12% | +0.5 |
Supply, collect, or empty bedpans.EstimateNo public source provides a precise figure. This is our estimate. | 4% | 28% | +1.1 |
Lift or assist others to lift patients to move them on or off beds, examination tables, surgical tables, or stretchers.EstimateNo public source provides a precise figure. This is our estimate. | 4% | 12% | +0.5 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 62% | 28% | +17.4 |
| Total | 100% | 23% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- care for patients
- diagnose
- nursing care
- clinical notes
- design interfaces
- prototypes
- figma
- hygiene in a health care setting
- health care legislation
- disability care
Sources for this job· O*NET 31-1131.00· ESCO/ISCO 5321