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?
Cybersecurity analyst
32%
#26 / 623
View rankingCybersecurity analyst
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 |
|---|---|---|---|
Monitor use of data files and regulate access to safeguard information in computer files.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 28% | +3.9 |
Monitor current reports of computer viruses to determine when to update virus protection systems.EstimateNo public source provides a precise figure. This is our estimate. | 13% | 55% | +7.2 |
Encrypt data transmissions and erect firewalls to conceal confidential information as it is being transmitted and to keep out tainted digital transfers.EstimateNo public source provides a precise figure. This is our estimate. | 13% | 28% | +3.6 |
Modify computer security files to incorporate new software, correct errors, or change individual access status.EstimateNo public source provides a precise figure. This is our estimate. | 11% | 28% | +3.1 |
Confer with users to discuss issues such as computer data access needs, security violations, and programming changes.EstimateNo public source provides a precise figure. This is our estimate. | 10% | 28% | +2.8 |
Develop plans to safeguard computer files against accidental or unauthorized modification, destruction, or disclosure and to meet emergency data processing needs.EstimateNo public source provides a precise figure. This is our estimate. | 10% | 28% | +2.8 |
Perform risk assessments and execute tests of data processing system to ensure functioning of data processing activities and security measures.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
Coordinate implementation of computer system plan with establishment personnel and outside vendors.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. | 15% | 28% | +4.2 |
| Total | 100% | 32% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- computer forensics
- ICT network security risks
- ICT security standards
- cyber attack counter-measures
- query languages
- information confidentiality
- penetration testing tool
- manage IT security compliances
- gather data for forensic purposes
- provide ICT consulting advice
Sources for this job· O*NET 15-1212.00· ESCO/ISCO 2529