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?
Nurse
24%
#266 / 623
View rankingNurse
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 |
|---|---|---|---|
Maintain accurate, detailed reports and records.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 55% | +3.9 |
Record patients' medical information and vital signs.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 12% | +0.8 |
Administer medications to patients and monitor patients for reactions or side effects.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 12% | +0.8 |
Monitor, record, and report symptoms or changes in patients' conditions.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 12% | +0.8 |
Monitor all aspects of patient care, including diet and physical activity.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 12% | +0.8 |
Direct or supervise less-skilled nursing or healthcare personnel or supervise a particular unit.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 12% | +0.7 |
Provide health care, first aid, immunizations, or assistance in convalescence or rehabilitation in locations such as schools, hospitals, or industry.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Consult and coordinate with healthcare team members to assess, plan, implement, or evaluate patient care plans.EstimateNo public source provides a precise figure. This is our estimate. | 5% | 12% | +0.6 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 48% | 28% | +13.4 |
| Total | 100% | 24% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- care for patients
- diagnose
- nursing care
- clinical notes
- impact of social contexts on health
- specialist nursing care
- educate on the prevention of illness
- provide professional care in nursing
- contribute to continuity of health care
- promote a positive image of nursing
Sources for this job· O*NET 29-1141.00· ESCO/ISCO 2221