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?
Systems administrator
27%
#127 / 623
View rankingSystems administrator
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 |
|---|---|---|---|
Automate accounts, backups and patches.EstimateNo public source provides a precise figure. This is our estimate. | 20% | 45% | +9 |
Document, inventory and alerts.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 40% | +7.2 |
Incidents, outages and on-call.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 18% | +3.2 |
Install, cable and touch hardware.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 15% | +2.4 |
Permissions, security and difficult users.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 18% | +2.5 |
Decide what patches and what waits.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 16% | +2.2 |
| Total | 100% | 26% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- Automate accounts, backups and patches
- Document, inventory and alerts
- Incidents, outages and on-call
- Install, cable and touch hardware
- Permissions, security and difficult users
- Decide what patches and what waits
- sysadmin
- administrador de sistemas
- sistemas linux
Sources for this job· O*NET 15-1244.00· ESCO/ISCO 2522