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?
Admin assistant
31%
#29 / 623
View rankingAdmin assistant
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 computers for various applications, such as database management or word processing.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 48% | +3.8 |
Answer telephones and give information to callers, take messages, or transfer calls to appropriate individuals.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
Greet visitors or callers and handle their inquiries or direct them to the appropriate persons according to their needs.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Operate office equipment, such as fax machines, copiers, or phone systems and arrange for repairs when equipment malfunctions.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 12% | +0.8 |
Operate electronic mail systems and coordinate the flow of information, internally or with other organizations.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Create, maintain, and enter information into databases.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 48% | +2.9 |
Make copies of correspondence or other printed material.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Set up and manage paper or electronic filing systems, recording information, updating paperwork, or maintaining documents, such as attendance records, correspondence, or other material.EstimateNo public source provides a precise figure. This is our estimate. | 5% | 55% | +2.8 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 47% | 28% | +13.2 |
| Total | 100% | 31% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- design interfaces
- prototypes
- figma
- company policies
- use spreadsheets software
- disseminate internal communications
- maintain internal communication systems
- file documents
- organise business documents
- monitor staff absences
Sources for this job· O*NET 43-6014.00· ESCO/ISCO 4120