Write a query to find time to first action from sessions

Last updated: August 14, 2025

Quick Overview

Write a SQL query to calculate time to first action from the sessions table, considering nulls and duplicates.

Goldman Sachs
Data Manipulation (SQL/Python)
Data Scientist
Goldman Sachs
August 14, 2025
Data Scientist
Onsite
Data Manipulation (SQL/Python)
Easy

109

2

2,887 solved


Write a SQL query to calculate time to first action from the sessions table, considering nulls and duplicates.

Goldman Sachs asks this during the Onsite because data engineering skills are critical for the role. You should be comfortable with complex joins, window functions, CTEs, and performance optimization.

What the Interviewer Expects
  • Write syntactically correct SQL with proper JOIN and WHERE clauses
  • Use GROUP BY and aggregate functions appropriately
  • Handle NULL values correctly in your queries
  • Explain the query execution plan at a high level
Key Topics to Cover
Subqueries and correlated subqueries
JOIN types and when to use each
Window functions (ROW_NUMBER, RANK, LAG, LEAD)
Aggregate functions and GROUP BY
How to Approach This
  1. Clarify the schema and expected output format before writing queries.
  2. Use CTEs (WITH clauses) to break complex queries into readable steps.
  3. Consider window functions (ROW_NUMBER, RANK, LAG, LEAD) for ranking and sequential analysis.
  4. Watch for NULLs, duplicates, and edge cases in JOINs and GROUP BY.
  5. For pandas, prefer vectorized operations over row-by-row iteration.
Possible Follow-up Questions
  • How would you handle this if the data was spread across multiple databases?
  • How would you validate the correctness of your query results?
  • What would you do if this query needs to run every 5 minutes?
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