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?
Tax advisor
30%
#47 / 623
View rankingTax advisor
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 |
|---|---|---|---|
Compute taxes owed or overpaid, using adding machines or personal computers, and complete entries on forms, following tax form instructions and tax tables.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 28% | +3.9 |
Use all appropriate adjustments, deductions, and credits to keep clients' taxes to a minimum.EstimateNo public source provides a precise figure. This is our estimate. | 13% | 28% | +3.6 |
Prepare or assist in preparing simple to complex tax returns for individuals or small businesses.EstimateNo public source provides a precise figure. This is our estimate. | 11% | 28% | +3.1 |
Furnish taxpayers with sufficient information and advice to ensure correct tax form completion.EstimateNo public source provides a precise figure. This is our estimate. | 10% | 28% | +2.8 |
Review financial records, such as income statements and documentation of expenditures to determine forms needed to prepare tax returns.EstimateNo public source provides a precise figure. This is our estimate. | 9% | 55% | +5 |
Interview clients to obtain additional information on taxable income and deductible expenses and allowances.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 22% | +1.8 |
Explain federal and state tax laws to individuals and companies.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
Check data input or verify totals on forms prepared by others to detect errors in arithmetic, data entry, or procedures.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 20% | 28% | +5.6 |
| Total | 100% | 30% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- value-added tax law
- tax legislation
- inform on fiscal duties
- advise on tax planning
- inspect tax returns
- prepare tax returns forms
- calculate tax
- research taxation procedures
- interpret financial statements
- prepare financial statements
Sources for this job· O*NET 13-2082.00· ESCO/ISCO 2411