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?
Retail salesperson
28%
#91 / 623
View rankingRetail salesperson
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 |
|---|---|---|---|
Greet customers and ascertain what each customer wants or needs.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
Bag or package purchases and wrap gifts.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Open and close cash registers, performing tasks such as counting money, separating charge slips, coupons, and vouchers, balancing cash drawers, and making deposits.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Compute sales prices, total purchases, and receive and process cash or credit payment.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Answer questions regarding the store and its merchandise.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Recommend, select, and help locate or obtain merchandise based on customer needs and desires.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Prepare merchandise for purchase or rental.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Describe merchandise and explain use, operation, and care of merchandise to customers.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 46% | 28% | +12.9 |
| Total | 100% | 28% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- sales argumentation
- characteristics of products
- e-commerce systems
- product comprehension
- types of written press
- guarantee customer satisfaction
- carry out products preparation
- operate cash register
- ensure compliance with legal requirements
- examine merchandise
Sources for this job· O*NET 41-2031.00· ESCO/ISCO 5223