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?
Bank teller
28%
#85 / 623
View rankingBank teller
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 |
|---|---|---|---|
Deposits, withdrawals, transfers and cashing up.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 48% | +8.6 |
Serve the window, identify the customer and manage queues.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 22% | +4 |
Sell simple products and update records.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 40% | +6.4 |
Spot irregularities, notes and doubtful operations.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 28% | +4.5 |
Balance the till, audits and hand over to treasury.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 18% | +2.9 |
Rules, cash and liability for the window.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 12% | +1.9 |
| Total | 100% | 28% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- count cash
- serve the teller window
- take deposits
- balance the till
- identify customers
- spot fake notes
- sell bank products
- cash audit
Sources for this job· O*NET 43-3071.00· ESCO/ISCO 4211