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?
Tour guide
28%
#101 / 623
View rankingTour guide
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 |
|---|---|---|---|
Monitor visitors' activities to ensure compliance with establishment or tour regulations and safety practices.EstimateNo public source provides a precise figure. This is our estimate. | 13% | 28% | +3.6 |
Describe tour points of interest to group members, and respond to questions.EstimateNo public source provides a precise figure. This is our estimate. | 12% | 28% | +3.4 |
Provide directions and other pertinent information to visitors.EstimateNo public source provides a precise figure. This is our estimate. | 11% | 28% | +3.1 |
Escort individuals or groups on cruises, sightseeing tours, or through places of interest, such as industrial establishments, public buildings, or art galleries.EstimateNo public source provides a precise figure. This is our estimate. | 11% | 28% | +3.1 |
Greet and register visitors, and issue any required identification badges or safety devices.EstimateNo public source provides a precise figure. This is our estimate. | 10% | 28% | +2.8 |
Assemble and check the required supplies and equipment prior to departure.EstimateNo public source provides a precise figure. This is our estimate. | 10% | 28% | +2.8 |
Provide for physical safety of groups, performing such activities as providing first aid or directing emergency evacuations.EstimateNo public source provides a precise figure. This is our estimate. | 9% | 28% | +2.5 |
Solicit tour patronage and sell souvenirs.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. | 17% | 28% | +4.8 |
| Total | 100% | 28% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- sightseeing information
- local geography
- create solutions to problems
- monitor visitor tours
- provide visitor information
- select visitor routes
- collect visitor fees
- speak different languages
- use different communication channels
- maintain customer service
Sources for this job· O*NET 39-7011.00· ESCO/ISCO 5113