Query, join, and aggregate real data confidently — the single most-required skill in data analyst job postings
You can write SQL queries to filter, join, aggregate, and transform data across multiple tables to answer genuine business questions, and can read an unfamiliar schema well enough to write correct queries against it.
Demonstrate genuine SQL competence across filtering, joining, aggregating, and advanced querying against a real or realistic multi-table dataset.