Calculate probability for click-through rates
Last updated: October 5, 2025
Quick Overview
Given the following scenario about revenue per session, calculate the the sample size needed.
Booking.com
October 5, 202588
4
840 solved
Given the following scenario about revenue per session, calculate the the sample size needed.
Statistics questions at Booking.com test your ability to reason quantitatively and design rigorous experiments. This Take-home Project question evaluates your understanding of statistical inference and its application to business decisions.
What the Interviewer Expects
- Set up the problem formally with proper notation
- Apply the correct statistical test with clear justification
- Interpret results with appropriate caveats and confidence levels
- Discuss practical significance vs statistical significance
- Identify potential confounders and how to address them
Key Topics to Cover
How to Approach This
- Define your hypotheses (H0 and H1) clearly before performing any test.
- Calculate required sample size BEFORE running an experiment, using power analysis.
- Remember the Central Limit Theorem: sample means become approximately normal with large n.
- Watch for Simpson's paradox. Always segment data by key dimensions.
- Distinguish between statistical significance and practical significance.
Possible Follow-up Questions
- How would you design a follow-up experiment based on these results?
- What assumptions does this test make, and how would you validate them?
- What if the sample size is very small?
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Setting Up the Problem
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