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?
Dentist
24%
#262 / 623
View rankingDentist
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 |
|---|---|---|---|
Use masks, gloves, and safety glasses to protect patients and self from infectious diseases.EstimateNo public source provides a precise figure. This is our estimate. | 11% | 12% | +1.3 |
Examine teeth, gums, and related tissues, using dental instruments, x-rays, or other diagnostic equipment, to evaluate dental health, diagnose diseases or abnormalities, and plan appropriate treatments.EstimateNo public source provides a precise figure. This is our estimate. | 10% | 28% | +2.8 |
Use dental air turbines, hand instruments, dental appliances, or surgical implements.EstimateNo public source provides a precise figure. This is our estimate. | 10% | 28% | +2.8 |
Administer anesthetics to limit the amount of pain experienced by patients during procedures.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 12% | +1 |
Diagnose and treat diseases, injuries, or malformations of teeth, gums, or related oral structures and provide preventive or corrective services.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Advise or instruct patients regarding preventive dental care, the causes and treatment of dental problems, or oral health care services.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 12% | +0.8 |
Formulate plan of treatment for patient's teeth and mouth tissue.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 12% | +0.8 |
Analyze or evaluate dental needs to determine changes or trends in patterns of dental disease.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 48% | +2.9 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 34% | 28% | +9.5 |
| Total | 100% | 24% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- cosmetic dental procedures
- surgery
- dentistry science
- clinical disciplines in dentistry
- mouth anatomy
- anaesthetics
- perform oral health diagnosis
- rehabilitate worn dentition
- lead the dental team
- provide periodontal treatment
Sources for this job· O*NET 29-1021.00· ESCO/ISCO 2261