Writing routine transformations
AI is strong at familiar SQL and mapping patterns.
Your response: Validate grain, null behavior and edge cases with tests.
Career-specific AI guide
AI & Data Engineering
No replacement score. Separate the career’s tasks to see where to direct AI and where to preserve independent reasoning.
Task Automation Exposure
Task, explanation, student response
Lower never means permanently safe; higher never means the career is useless. Task mix and responsibility change.
Diagnosing data-quality failures
AI can query clues but lineage and business semantics are local.
Your response: Learn profiling, reconciliation and contract design.
Owning trustworthy data definitions
Teams must agree what metrics mean and who is accountable.
Your response: Practice communicating definitions and trade-offs.
Independent capability
What should you still be able to do?
- Python and SQL
- Relational modeling
- Linux and Git
- Batch pipelines
- Data quality and contracts
Verification drill
In an AI-generated solution, identify one bug, one unproven assumption, one missing edge case and one simpler alternative.
Next choices