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?
Truck driver
27%
#144 / 623
View rankingTruck driver
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 |
|---|---|---|---|
Maintain logs of working hours or of vehicle service or repair status, following applicable state and federal regulations.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 12% | +0.7 |
Operate equipment, such as truck cab computers, CB radios, phones, or global positioning systems (GPS) equipment to exchange necessary information with bases, supervisors, or other drivers.EstimateNo public source provides a precise figure. This is our estimate. | 5% | 22% | +1.1 |
Check vehicles to ensure that mechanical, safety, and emergency equipment is in good working order.EstimateNo public source provides a precise figure. This is our estimate. | 5% | 28% | +1.4 |
Follow appropriate safety procedures for transporting dangerous goods.EstimateNo public source provides a precise figure. This is our estimate. | 5% | 28% | +1.4 |
Drive trucks with capacities greater than 13 tons, including tractor-trailer combinations, to transport and deliver products, livestock, or other materials.EstimateNo public source provides a precise figure. This is our estimate. | 5% | 28% | +1.4 |
Maneuver trucks into loading or unloading positions, following signals from loading crew and checking that vehicle and loading equipment are properly positioned.EstimateNo public source provides a precise figure. This is our estimate. | 5% | 28% | +1.4 |
Inspect loads to ensure that cargo is secure.EstimateNo public source provides a precise figure. This is our estimate. | 5% | 28% | +1.4 |
Read bills of lading to determine assignment details.EstimateNo public source provides a precise figure. This is our estimate. | 4% | 28% | +1.1 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 60% | 28% | +16.8 |
| Total | 100% | 27% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- drive
- route
- load goods
- types of cargo
- road traffic laws
- road transport legislation
- mechanical components of vehicles
- vehicle cargo capacity
- control the performance of the vehicle
- read maps
Sources for this job· O*NET 53-3032.00· ESCO/ISCO 8332