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?
Influencer / creator
30%
#50 / 623
View rankingInfluencer / creator
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 |
|---|---|---|---|
Confer with department heads or staff to discuss topics such as contracts, selection of advertising media, or product to be advertised.EstimateNo public source provides a precise figure. This is our estimate. | 10% | 28% | +2.8 |
Plan and prepare advertising and promotional material to increase sales of products or services, working with customers, company officials, sales departments, and advertising agencies.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
Coordinate activities of departments, such as sales, graphic arts, media, finance, and research.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 48% | +3.8 |
Inspect layouts and advertising copy, and edit scripts, audio, video, and other promotional material for adherence to specifications.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
Plan and execute advertising policies and strategies for organizations.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Direct, motivate, and monitor the mobilization of a campaign team to advance campaign goals.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Train and direct workers engaged in developing and producing advertisements.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Contact organizations to explain services and facilities offered.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. | 39% | 28% | +10.9 |
| Total | 100% | 30% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- produce statistical financial records
- comply with food safety and hygiene
- implement marketing strategies
- monitor financial accounts
- manage staff
- analyse booking patterns
- think analytically
- develop financial statistics reports
- apply numeracy skills
- forecast occupancy demand
Sources for this job· O*NET 11-2011.00· ESCO/ISCO 2431