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?
Copywriter
26%
#210 / 623
View rankingCopywriter
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 |
|---|---|---|---|
Vary language and tone of messages based on product and medium.EstimateNo public source provides a precise figure. This is our estimate. | 21% | 28% | +5.9 |
Develop advertising campaigns for a wide range of clients, working with an advertising agency's creative director and art director to determine the best way to present advertising information.EstimateNo public source provides a precise figure. This is our estimate. | 19% | 22% | +4.2 |
Discuss with the client the product, advertising themes and methods, and any changes that should be made in advertising copy.EstimateNo public source provides a precise figure. This is our estimate. | 15% | 28% | +4.2 |
Present drafts and ideas to clients.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 22% | +3.1 |
Write articles, bulletins, sales letters, speeches, and other related informative, marketing and promotional material.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 28% | +3.9 |
Review advertising trends, consumer surveys, and other data regarding marketing of goods and services to determine the best way to promote products.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
Invent names for products and write the slogans that appear on packaging, brochures and other promotional material.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Conduct research and interviews to determine which of a product's selling features should be promoted.EstimateNo public source provides a precise figure. This is our estimate. | 2% | 48% | +1 |
| Total | 100% | 27% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- musical genres
- musical notation
- music literature
- musical theory
- copyright legislation
- study music
- write songs
- match lyrics to mood of melody
- write to a deadline
- create a rhyme scheme structure
Sources for this job· O*NET 27-3043.00· ESCO/ISCO 2641