Build a realistic interview loop
SQL exercise
Translate a business question into joins, aggregations, windows, and validation queries while explaining grain and duplicate risk.
Metric diagnosis
Investigate a conversion or retention change through a structured metric tree, segmentation plan, instrumentation checks, and ranked hypotheses.
Stakeholder case
Interpret a chart or dashboard, surface uncertainty, and recommend an action without burying the decision under every possible cut.