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?
Construction laborer
29%
#67 / 623
View rankingConstruction laborer
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 |
|---|---|---|---|
Tend pumps, compressors, or generators to provide power for tools, machinery, or equipment or to heat or move materials, such as asphalt.EstimateNo public source provides a precise figure. This is our estimate. | 12% | 28% | +3.4 |
Dig ditches or trenches, backfill excavations, or compact and level earth to grade specifications, using picks, shovels, pneumatic tampers, or rakes.EstimateNo public source provides a precise figure. This is our estimate. | 10% | 28% | +2.8 |
Grind, scrape, sand, or polish surfaces, such as concrete, marble, terrazzo, or wood flooring, using abrasive tools or machines.EstimateNo public source provides a precise figure. This is our estimate. | 10% | 28% | +2.8 |
Signal equipment operators to facilitate alignment, movement, or adjustment of machinery, equipment, or materials.EstimateNo public source provides a precise figure. This is our estimate. | 10% | 28% | +2.8 |
Install sewer, water, or storm drain pipes, using pipe-laying machinery or laser guidance equipment.EstimateNo public source provides a precise figure. This is our estimate. | 9% | 28% | +2.5 |
Lubricate, clean, or repair machinery, equipment, or tools.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 12% | +1 |
Measure, mark, or record openings or distances to layout areas where construction work will be performed.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 55% | +4.4 |
Read plans, instructions, or specifications to determine work activities.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% | 29% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- install wood elements in structures
- apply finish to concrete
- inspect masonry work
- check compatibility of materials
- dig soil mechanically
- pour concrete
- transport construction supplies
- operate digging construction equipment
- work in a construction team
- inspect construction supplies
Sources for this job· O*NET 47-2061.00· ESCO/ISCO 9313