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?
Event planner
30%
#51 / 623
View rankingEvent planner
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 |
|---|---|---|---|
Consult with customers to determine objectives and requirements for events, such as meetings, conferences, and conventions.EstimateNo public source provides a precise figure. This is our estimate. | 15% | 28% | +4.2 |
Coordinate services for events, such as accommodation and transportation for participants, facilities, catering, signage, displays, special needs requirements, printing and event security.EstimateNo public source provides a precise figure. This is our estimate. | 11% | 28% | +3.1 |
Confer with staff at a chosen event site to coordinate details.EstimateNo public source provides a precise figure. This is our estimate. | 9% | 28% | +2.5 |
Direct administrative details, such as financial operations, dissemination of promotional materials, and responses to inquiries.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
Monitor event activities to ensure compliance with applicable regulations and laws, satisfaction of participants, and resolution of any problems that arise.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
Evaluate and select providers of services according to customer requirements.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Maintain records of event aspects, including financial details.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 55% | +3.3 |
Review event bills for accuracy and approve payment.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. | 30% | 28% | +8.4 |
| Total | 100% | 30% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- develop event topics
- negotiate contracts with event providers
- coordinate events
- confer with event staff
- review event bills
- inspect event facilities
- arrange event needs
- organise event participants' registration
- direct event administrative details
- supervise event staff
Sources for this job· O*NET 13-1121.00· ESCO/ISCO 3332