Behavioral
4 questions
Tell-me-about-a-time stories on ownership, conflict, and impact — scored against this company's real values.
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01
Tell me about a time you delivered an analysis under a tight deadline and how you decided what was good enough to ship.
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02
Describe a time your dashboard or report changed how a team made a decision.
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03
Tell me about a time you found an error in your own analysis after sharing it and how you handled it.
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04
Describe a time you had to explain a complex data finding to a non-technical stakeholder who pushed back.
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Technical
4 questions
The hard screen for the craft itself — talked through out loud, not whiteboarded in your head.
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01
Write a SQL query using a self-join to find pairs of Facebook users who became friends on the same day.
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02
Using window functions, write a query that ranks the top 3 most-commented posts per user over the last 30 days.
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03
How would you structure the primary and secondary metrics, and the SQL, to evaluate the performance of an Instagram Reels launch?
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04
Given two tables of ad impressions and conversions, write a query to compute click-through and conversion rate by campaign with a HAVING filter on volume.
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System Design
4 questions
Open-ended design of the systems this company actually runs, with the interviewer probing your tradeoffs.
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01
Design the set of KPIs and the reporting pipeline you'd build to monitor the daily health of Facebook Messenger.
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02
How would you design an experiment and the supporting metrics to measure the impact of a new notification on user retention?
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03
Design a dashboard and metric model to track engagement funnels for Facebook Stories from view to reply.
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04
How would you model and instrument metrics to detect anomalies in Marketplace listing quality at scale?
Practice System Design out loud →