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?
Journalist
30%
#52 / 623
View rankingJournalist
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 commentaries, columns, or scripts, using computers.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Analyze and interpret news and information received from various sources to broadcast the information.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 48% | +3.4 |
Select material most pertinent to presentation, and organize this material into appropriate formats.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 22% | +1.3 |
Examine news items of local, national, and international significance to determine topics to address, or obtain assignments from editorial staff members.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Coordinate and serve as an anchor on news broadcast programs.EstimateNo public source provides a precise figure. This is our estimate. | 5% | 28% | +1.4 |
Gather information and develop perspectives about news subjects through research, interviews, observation, and experience.EstimateNo public source provides a precise figure. This is our estimate. | 5% | 48% | +2.4 |
Present news stories, and introduce in-depth videotaped segments or live transmissions from on-the-scene reporters.EstimateNo public source provides a precise figure. This is our estimate. | 5% | 22% | +1.1 |
Receive assignments or evaluate leads or tips to develop story ideas.EstimateNo public source provides a precise figure. This is our estimate. | 4% | 28% | +1.1 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 55% | 28% | +15.4 |
| Total | 100% | 30% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- write news
- interview
- check sources
- search engines
- scientific research methodology
- proofread text
- consult information sources
- read articles
- search databases
- develop professional network
Sources for this job· O*NET 27-3023.00· ESCO/ISCO 2642