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 turned an ambiguous business question from operations into a concrete analysis that changed a decision.
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02
Describe a time you were customer obsessed and surfaced an insight about rider or driver behavior that others had missed.
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03
Give an example of when you had to defend your metric definition or methodology to a skeptical stakeholder.
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04
Tell me about a time you owned the full analysis lifecycle, from clarifying the question to presenting recommendations to leadership.
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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 window functions to return the third transaction of every user, outputting user id, spend, and transaction date.
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02
How would you calculate rider retention by signup cohort over the first 90 days, and how do you define an active rider?
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03
Trip completion rate dropped 5% in one city last week; walk me through the SQL and the diagnostic steps you'd use to find the cause.
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04
Using a trips table partitioned by city and time, write a query to identify the hours and zones with the worst driver-to-request imbalance.
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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 a dashboard and underlying data model that lets city operations managers monitor real-time marketplace health metrics.
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02
Design a reporting pipeline that tracks driver utilization and surge frequency across cities and refreshes on a reliable cadence.
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03
Design a cohort-based retention analytics dataset for riders that supports slicing by city, signup channel, and first-trip type.
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04
Design the metric definitions and data validation checks for a trip funnel report so that completion and cancellation numbers are trustworthy.
Practice System Design out loud →