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?
Delivery driver
28%
#117 / 623
View rankingDelivery 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 |
|---|---|---|---|
Obey traffic laws and follow established traffic and transportation procedures.EstimateNo public source provides a precise figure. This is our estimate. | 13% | 28% | +3.6 |
Read maps and follow written or verbal geographic directions.EstimateNo public source provides a precise figure. This is our estimate. | 11% | 28% | +3.1 |
Verify the contents of inventory loads against shipping papers.EstimateNo public source provides a precise figure. This is our estimate. | 11% | 28% | +3.1 |
Load and unload trucks, vans, or automobiles.EstimateNo public source provides a precise figure. This is our estimate. | 11% | 28% | +3.1 |
Drive vehicles with capacities under three tons to transport materials to and from specified destinations, such as railroad stations, plants, residences, offices, or within industrial yards.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Present bills and receipts and collect payments for goods delivered or loaded.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 22% | +1.5 |
Inspect and maintain vehicle supplies and equipment, such as gas, oil, water, tires, lights, or brakes, to ensure that vehicles are in proper working condition.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Turn in receipts and money received from deliveries.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 26% | 28% | +7.3 |
| Total | 100% | 28% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- geographic areas
- road traffic laws
- communicate with customers
- act reliably
- drive in urban areas
- ensure the integrity of mail
- use geographic information systems
- establish daily priorities
- analyse ways to reduce travel time
- interpret traffic signals
Sources for this job· O*NET 53-3033.00· ESCO/ISCO 8321