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?
Salesperson
28%
#88 / 623
View rankingSalesperson
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 |
|---|---|---|---|
Check stock levels and reorder merchandise as necessary.EstimateNo public source provides a precise figure. This is our estimate. | 9% | 28% | +2.5 |
Recommend products to customers, based on customers' needs and interests.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
Answer customers' questions about products, prices, availability, product uses, and credit terms.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
Plan, assemble, and stock product displays in retail stores, or make recommendations to retailers regarding product displays, promotional programs, and advertising.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
Estimate or quote prices, credit or contract terms, warranties, and delivery dates.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Provide customers with product samples and catalogs.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Monitor market conditions, product innovations, and competitors' products, prices, and sales.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Prepare sales contracts and order forms.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. | 41% | 28% | +11.5 |
| Total | 100% | 28% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- characteristics of products
- agricultural equipment
- sales promotion techniques
- product comprehension
- guarantee customer satisfaction
- communicate with customers
- manage schedule of tasks
- implement marketing strategies
- ensure compliance with legal requirements
- answer requests for quotation
Sources for this job· O*NET 41-4012.00· ESCO/ISCO 2433