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Changing later
Machine Learning Engineer
The people building the systems are among the last to be displaced by them.
Replacement risk
35%
Mostly gone by
2040
Runway left
14 yrs
Will change, but won't disappear
The ten-question breakdown
Each factor is scored 0–100. Higher means easier to automate.
Scoring the ten factors for this job…
What you can do now
- Go deep on evaluation, safety and reliability
- Own production systems, not notebooks
- Develop domain expertise alongside modelling skill
Where to move next
- AI infrastructure engineer
- Research engineer
- Applied scientist