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?
Caregiver
16%
#592 / 623
View rankingCaregiver
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 records of patient care, condition, progress, or problems to report and discuss observations with supervisor or case manager.EstimateNo public source provides a precise figure. This is our estimate. | 11% | 12% | +1.3 |
Provide patients with help moving in and out of beds, baths, wheelchairs, or automobiles and with dressing and grooming.EstimateNo public source provides a precise figure. This is our estimate. | 10% | 12% | +1.2 |
Entertain, converse with, or read aloud to patients to keep them mentally healthy and alert.EstimateNo public source provides a precise figure. This is our estimate. | 10% | 12% | +1.2 |
Plan, purchase, prepare, or serve meals to patients or other family members, according to prescribed diets.EstimateNo public source provides a precise figure. This is our estimate. | 10% | 12% | +1.2 |
Bathe patients.EstimateNo public source provides a precise figure. This is our estimate. | 9% | 12% | +1.1 |
Care for patients by changing bed linens, washing and ironing laundry, cleaning, or assisting with their personal care.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 12% | +1 |
Provide patients and families with emotional support and instruction in areas such as caring for infants, preparing healthy meals, living independently, or adapting to disability or illness.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 12% | +1 |
Administer prescribed oral medications, under the written direction of physician or as directed by home care nurse or aide, and ensure patients take their medicine.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 12% | +1 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 26% | 28% | +7.3 |
| Total | 100% | 16% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- disability care
- older adults' needs
- first response
- wash the laundry
- apply first response
- tend to elderly people
- prepare sandwiches
- iron textiles
- buy groceries
- accompany people
Sources for this job· O*NET 31-1121.00· ESCO/ISCO 5322