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?
Accountant
35%
#17 / 623
View rankingAccountant
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 |
|---|---|---|---|
Supervise auditing of establishments, and determine scope of investigation required.EstimateNo public source provides a precise figure. This is our estimate. | 12% | 22% | +2.6 |
Analyze business operations, trends, costs, revenues, financial commitments, and obligations to project future revenues and expenses or to provide advice.EstimateNo public source provides a precise figure. This is our estimate. | 9% | 48% | +4.3 |
Develop, implement, modify, and document recordkeeping and accounting systems, making use of current computer technology.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 55% | +4.4 |
Report to management regarding the finances of establishment.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 55% | +3.9 |
Inspect account books and accounting systems for efficiency, effectiveness, and use of accepted accounting procedures to record transactions.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 55% | +3.9 |
Prepare adjusting journal entries.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Review accounts for discrepancies and reconcile differences.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Establish tables of accounts and assign entries to proper accounts.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. | 38% | 28% | +10.6 |
| Total | 100% | 35% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- ledger entries
- close accounts
- reconcile banks
- accounting department processes
- financial department processes
- economics
- corporate law
- accounting
- inspect tax returns
- control financial resources
Sources for this job· O*NET 13-2011.00· ESCO/ISCO 2411