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?
IT support
30%
#54 / 623
View rankingIT support
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 |
|---|---|---|---|
Answer user inquiries regarding computer software or hardware operation to resolve problems.EstimateNo public source provides a precise figure. This is our estimate. | 17% | 28% | +4.8 |
Oversee the daily performance of computer systems.EstimateNo public source provides a precise figure. This is our estimate. | 15% | 28% | +4.2 |
Read technical manuals, confer with users, or conduct computer diagnostics to investigate and resolve problems or to provide technical assistance and support.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 28% | +3.9 |
Maintain records of daily data communication transactions, problems and remedial actions taken, or installation activities.EstimateNo public source provides a precise figure. This is our estimate. | 13% | 55% | +7.2 |
Set up equipment for employee use, performing or ensuring proper installation of cables, operating systems, or appropriate software.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
Install and perform minor repairs to hardware, software, or peripheral equipment, following design or installation specifications.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 12% | +0.8 |
Confer with staff, users, and management to establish requirements for new systems or modifications.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Enter commands and observe system functioning to verify correct operations and detect errors.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. | 15% | 28% | +4.2 |
| Total | 100% | 30% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- characteristics of products
- organisational structure
- product comprehension
- keep up to date on product knowledge
- create solutions to problems
- communicate with customers
- manage staff
- use ICT ticketing system
- educate on data confidentiality
- forecast workload
Sources for this job· O*NET 15-1232.00· ESCO/ISCO 3512