Technical proficiency
Test SQL depth beyond joins: window functions, CTEs, query plans, incremental models in dbt, plus DAX or MDX measures and semantic layer design in Power BI, Tableau or Looker.
Evidence to listen for
- Command of the languages, frameworks, and data tools the role actually uses
- Understands correctness, performance, and failure modes, not just syntax
- Has opinions on testing and can justify them
- Reads and reasons about code they did not write
Five-point scoring guide
Cannot work independently; fundamentals are missing.
Weak fundamentals; output needs heavy review.
Competent for the role; needs guidance on complex or unfamiliar work.
Strong practitioner; handles hard problems with little guidance.
Writes tuned SQL against warehouses like Snowflake or BigQuery, explains star schema grain choices, and debugs DAX filter context fluently.