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?
Real estate agent
27%
#130 / 623
View rankingReal estate 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 |
|---|---|---|---|
Generate lists of properties that are compatible with buyers' needs and financial resources.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Answer clients' questions regarding construction work, financing, maintenance, repairs, and appraisals.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 12% | +0.7 |
Promote sales of properties through advertisements, open houses, and participation in multiple listing services.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Contact property owners and advertise services to solicit property sales listings.EstimateNo public source provides a precise figure. This is our estimate. | 5% | 28% | +1.4 |
Display commercial, industrial, agricultural, and residential properties to clients and explain their features.EstimateNo public source provides a precise figure. This is our estimate. | 5% | 28% | +1.4 |
Coordinate appointments to show homes to prospective buyers.EstimateNo public source provides a precise figure. This is our estimate. | 5% | 28% | +1.4 |
Contact previous clients for prospecting of referral business.EstimateNo public source provides a precise figure. This is our estimate. | 5% | 28% | +1.4 |
Act as an intermediary in negotiations between buyers and sellers, generally representing one or the other.EstimateNo public source provides a precise figure. This is our estimate. | 5% | 22% | +1.1 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 56% | 28% | +15.7 |
| Total | 100% | 27% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- customer service
- contract law
- office administration
- real estate market
- mortgage loans
- property law
- maintain relationship with customers
- advise on property value
- identify customer's needs
- inform on renting agreements
Sources for this job· O*NET 41-9022.00· ESCO/ISCO 3334