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?
Store manager
28%
#106 / 623
View rankingStore manager
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 |
|---|---|---|---|
Provide customer service by greeting and assisting customers and responding to customer inquiries and complaints.EstimateNo public source provides a precise figure. This is our estimate. | 13% | 28% | +3.6 |
Direct and supervise employees engaged in sales, inventory-taking, reconciling cash receipts, or in performing services for customers.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 22% | +1.8 |
Monitor sales activities to ensure that customers receive satisfactory service and quality goods.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
Assign employees to specific duties.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Examine merchandise to ensure that it is correctly priced and displayed and that it functions as advertised.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Perform work activities of subordinates, such as cleaning and organizing shelves and displays and selling merchandise.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Instruct staff on how to handle difficult and complicated sales.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Establish credit policies and operating procedures.EstimateNo public source provides a precise figure. This is our estimate. | 5% | 28% | +1.4 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 41% | 28% | +11.5 |
| Total | 100% | 28% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- sales activities
- employment law
- tobacco brands
- study sales levels of products
- set up pricing strategies
- order supplies
- manage budgets
- maintain relationship with customers
- manage staff
- use different communication channels
Sources for this job· O*NET 41-1011.00· ESCO/ISCO 1420