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?
Physiotherapist
21%
#414 / 623
View rankingPhysiotherapist
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 |
|---|---|---|---|
Plan, prepare, or carry out individually designed programs of physical treatment to maintain, improve, or restore physical functioning, alleviate pain, or prevent physical dysfunction in patients.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 12% | +1 |
Record prognosis, treatment, response, and progress in patient's chart or enter information into computer.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 12% | +1 |
Administer manual exercises, massage, or traction to help relieve pain, increase patient strength, or decrease or prevent deformity or crippling.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 12% | +1 |
Evaluate effects of treatment at various stages and adjust treatments to achieve maximum benefit.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
Direct, supervise, assess, and communicate with supportive personnel.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 22% | +1.5 |
Confer with the patient, medical practitioners, or appropriate others to plan, implement, or assess the intervention program.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 12% | +0.8 |
Test and measure patient's strength, motor development and function, sensory perception, functional capacity, or respiratory or circulatory efficiency and record data.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 12% | +0.7 |
Obtain patients' informed consent to proposed interventions.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 12% | +0.7 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 42% | 28% | +11.8 |
| Total | 100% | 21% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- orthopaedic manual physiotherapy
- medical terminology
- emergency surgery
- general medicine
- surgery
- human physiology
- geriatrics
- kinetics
- neurology
- pharmacology
Sources for this job· O*NET 29-1123.00· ESCO/ISCO 2264