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?
Customer support agent
36%
#15 / 623
View rankingCustomer support agent
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 |
|---|---|---|---|
Confer with customers by telephone or in person to provide information about products or services, take or enter orders, cancel accounts, or obtain details of complaints.EstimateNo public source provides a precise figure. This is our estimate. | 17% | 28% | +4.8 |
Keep records of customer interactions or transactions, recording details of inquiries, complaints, or comments, as well as actions taken.EstimateNo public source provides a precise figure. This is our estimate. | 15% | 55% | +8.3 |
Complete contract forms, prepare change of address records, or issue service discontinuance orders, using computers.EstimateNo public source provides a precise figure. This is our estimate. | 13% | 55% | +7.2 |
Check to ensure that appropriate changes were made to resolve customers' problems.EstimateNo public source provides a precise figure. This is our estimate. | 11% | 28% | +3.1 |
Determine charges for services requested, collect deposits or payments, or arrange for billing.EstimateNo public source provides a precise figure. This is our estimate. | 11% | 28% | +3.1 |
Solicit sales of new or additional services or products.EstimateNo public source provides a precise figure. This is our estimate. | 11% | 28% | +3.1 |
Resolve customers' service or billing complaints by performing activities such as exchanging merchandise, refunding money, or adjusting bills.EstimateNo public source provides a precise figure. This is our estimate. | 9% | 28% | +2.5 |
Refer unresolved customer grievances to designated departments for further investigation.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. | 6% | 28% | +1.7 |
| Total | 100% | 36% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- customer insight
- characteristics of products
- customer service
- guarantee customer satisfaction
- communicate with customers
- use databases
- answer incoming calls
- keep records of customer interaction
- perform customer management
- collect customer data
Sources for this job· O*NET 43-4051.00· ESCO/ISCO 4222