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?
Insurance agent
33%
#23 / 623
View rankingInsurance agent
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 |
|---|---|---|---|
Sell various types of insurance policies to businesses and individuals on behalf of insurance companies, including automobile, fire, life, property, medical and dental insurance, or specialized policies, such as marine, farm/crop, and medical malpractice.EstimateNo public source provides a precise figure. This is our estimate. | 11% | 28% | +3.1 |
Customize insurance programs to suit individual customers, often covering a variety of risks.EstimateNo public source provides a precise figure. This is our estimate. | 10% | 28% | +2.8 |
Explain features, advantages, and disadvantages of various policies to promote sale of insurance plans.EstimateNo public source provides a precise figure. This is our estimate. | 9% | 28% | +2.5 |
Perform administrative tasks, such as maintaining records and handling policy renewals.EstimateNo public source provides a precise figure. This is our estimate. | 9% | 55% | +5 |
Select company that offers type of coverage requested by client to underwrite policy.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
Calculate premiums and establish payment method.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 48% | +3.8 |
Seek out new clients and develop clientele by networking to find new customers and generate lists of prospective clients.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Call on policyholders to deliver and explain policy, to analyze insurance program and suggest additions or changes, or to change beneficiaries.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 48% | +3.4 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 31% | 28% | +8.7 |
| Total | 100% | 34% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- insurance law
- sales promotion techniques
- principles of insurance
- actuarial science
- claims procedures
- types of insurance
- calculate insurance rate
- protect client interests
- analyse insurance needs
- inform on insurance products
Sources for this job· O*NET 41-3021.00· ESCO/ISCO 3321