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?
Locksmith
15%
#609 / 623
View rankingLocksmith
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 |
|---|---|---|---|
Emergency diary, quotes and invoices.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 32% | +5.1 |
Diagnose lock, cylinder and possible pick.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 12% | +2.2 |
Opening, cylinder swap and fitting.EstimateNo public source provides a precise figure. This is our estimate. | 24% | 8% | +1.9 |
Fit electronic locks and access control.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 10% | +1.6 |
Cut keys and manage master systems.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 15% | +2.1 |
Helping a client in trouble, and travel.EstimateNo public source provides a precise figure. This is our estimate. | 12% | 18% | +2.2 |
| Total | 100% | 15% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- Emergency diary, quotes and invoices
- Diagnose lock, cylinder and possible pick
- Opening, cylinder swap and fitting
- Fit electronic locks and access control
- Cut keys and manage master systems
- Helping a client in trouble, and travel
- cerrajer
- locksmith
- apertura de puertas
Sources for this job· O*NET 49-9094.00· ESCO/ISCO 7222