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?
Procurement specialist
34%
#20 / 623
View rankingProcurement specialist
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 |
|---|---|---|---|
Purchase the highest quality merchandise at the lowest possible price and in correct amounts.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 28% | +3.9 |
Monitor and follow applicable laws and regulations.EstimateNo public source provides a precise figure. This is our estimate. | 13% | 28% | +3.6 |
Prepare purchase orders, solicit bid proposals, and review requisitions for goods and services.EstimateNo public source provides a precise figure. This is our estimate. | 12% | 28% | +3.4 |
Maintain and review computerized or manual records of purchased items, costs, deliveries, product performance, and inventories.EstimateNo public source provides a precise figure. This is our estimate. | 10% | 55% | +5.5 |
Analyze price proposals, financial reports, and other data and information to determine reasonable prices.EstimateNo public source provides a precise figure. This is our estimate. | 9% | 55% | +5 |
Arrange the payment of duty and freight charges.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
Write and review product specifications, maintaining a working technical knowledge of the goods or services to be purchased.EstimateNo public source provides a precise figure. This is our estimate. | 5% | 28% | +1.4 |
Research and evaluate suppliers, based on price, quality, selection, service, support, availability, reliability, production and distribution capabilities, and the supplier's reputation and history.EstimateNo public source provides a precise figure. This is our estimate. | 4% | 48% | +1.9 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 25% | 28% | +7 |
| Total | 100% | 34% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- types of coffee beans
- coffee grinding levels
- food and beverage industry
- coffee characteristics
- examine green coffee beans
- apply HACCP
- conduct extensive international travel
- analyse consumer buying trends
- negotiate price
- evaluate coffee characteristics
Sources for this job· O*NET 13-1023.00· ESCO/ISCO 3323