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?
Cashier
30%
#48 / 623
View rankingCashier
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 |
|---|---|---|---|
Receive payment by cash, check, credit cards, vouchers, or automatic debits.EstimateNo public source provides a precise figure. This is our estimate. | 9% | 28% | +2.5 |
Issue receipts, refunds, credits, or change due to customers.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Greet customers entering establishments.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Answer incoming phone calls.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Establish or identify prices of goods, services, or admission, and tabulate bills, using calculators, cash registers, or optical price scanners.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Compute and record totals of transactions.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 55% | +3.3 |
Request information or assistance, using paging systems.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Answer customers' questions, and provide information on procedures or policies.EstimateNo public source provides a precise figure. This is our estimate. | 5% | 28% | +1.4 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 47% | 28% | +13.2 |
| Total | 100% | 30% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- customer service
- operate cash point
- use different communication channels
- apply numeracy skills
- process refunds
- ensure client orientation
- process payments
- provide customer follow-up services
- issue sales invoices
- manage theft prevention
Sources for this job· O*NET 41-2011.00· ESCO/ISCO 5230