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?
Paralegal
44%
#4 / 623
View rankingParalegal
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 |
|---|---|---|---|
Prepare affidavits or other documents, such as legal correspondence, and organize and maintain documents in paper or electronic filing system.EstimateNo public source provides a precise figure. This is our estimate. | 21% | 55% | +11.6 |
Prepare, edit, or review legal documents, including legislation, briefs, pleadings, appeals, wills, contracts, and real estate closing statements.EstimateNo public source provides a precise figure. This is our estimate. | 19% | 55% | +10.5 |
Gather and analyze research data, such as statutes, decisions, and legal articles, codes, and documents.EstimateNo public source provides a precise figure. This is our estimate. | 12% | 55% | +6.6 |
Investigate facts and law of cases and search pertinent sources, such as public records and internet sources, to determine causes of action and to prepare cases.EstimateNo public source provides a precise figure. This is our estimate. | 10% | 55% | +5.5 |
Meet with clients and other professionals to discuss details of cases.EstimateNo public source provides a precise figure. This is our estimate. | 10% | 28% | +2.8 |
Direct and coordinate law office activity, including delivery of subpoenas.EstimateNo public source provides a precise figure. This is our estimate. | 10% | 28% | +2.8 |
File pleadings with court clerks.EstimateNo public source provides a precise figure. This is our estimate. | 10% | 22% | +2.2 |
Prepare for trial by performing tasks such as organizing exhibits.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
| Total | 100% | 44% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- design interfaces
- prototypes
- figma
- legal case management
- legal research
- legal department processes
- legal terminology
- court procedures
- compile legal documents
- handle evidence
Sources for this job· O*NET 23-2011.00· ESCO/ISCO 3411