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?
Video producer
34%
#22 / 623
View rankingVideo producer
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 |
|---|---|---|---|
Write and edit news stories from information collected by reporters and other sources.EstimateNo public source provides a precise figure. This is our estimate. | 9% | 55% | +5 |
Research production topics using the internet, video archives, and other informational sources.EstimateNo public source provides a precise figure. This is our estimate. | 9% | 48% | +4.3 |
Plan details such as framing, composition, camera movement, sound, and actor movement for each shot or scene.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
Communicate to actors the approach, characterization, and movement needed for each scene in such a way that rehearsals and takes are minimized.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Compose and edit scripts or provide screenwriters with story outlines from which scripts can be written.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Cut and edit film or tape to integrate component parts into desired sequences.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Perform management activities, such as budgeting, scheduling, planning, and marketing.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Direct live broadcasts, films and recordings, or non-broadcast programming for public entertainment or education.EstimateNo public source provides a precise figure. This is our estimate. | 5% | 55% | +2.8 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 44% | 28% | +12.3 |
| Total | 100% | 34% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- project management principles
- film production process
- accounting techniques
- audiovisual products
- copyright legislation
- work with motion picture editing team
- manage budgets
- consult with production director
- select scripts
- liaise with financiers
Sources for this job· O*NET 27-2012.00· ESCO/ISCO 2654