Explain cohort analysis and write a retention query

Tests your grasp of user behavior metrics. First, define a cohort (e.g., May signups). Then, explain why it's better than aggregate retention. Finally, outline a query grouping users by signup week and checking for activity. A red flag is a flawed query.
This tests your ability to translate a business need into a precise data analysis method and a query. A great answer defines a cohort (e.g., users from a specific signup period), contrasts this with misleading aggregate metrics, and outlines a pseudo-query. The query should join users to their activity, group by the signup cohort, and use conditional aggregation to count users returning at specific intervals (week 1, 2, 4).
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