Calculate expected value for click-through rates

Last updated: October 27, 2025

Quick Overview

Given the following scenario about user conversion, calculate the the sample size needed.

Coinbase
Statistics & Math
Data Scientist
Coinbase
October 27, 2025
Data Scientist
Onsite
Statistics & Math
Easy

35

13

4,416 solved


Given the following scenario about user conversion, calculate the the sample size needed.

This statistics question from Coinbase's Onsite tests your ability to apply mathematical reasoning to practical problems. The interviewer expects precise definitions, correct methodology, and awareness of assumptions and limitations.

What the Interviewer Expects
  • State the correct formula or theorem with clear definitions
  • Apply the concept to the given scenario step by step
  • Interpret the result in plain language
  • Identify assumptions and when they might be violated
Key Topics to Cover
Conditional probability and Bayes theorem
Causal inference basics
Multiple testing correction (Bonferroni, FDR)
Confidence intervals and significance levels
How to Approach This
  1. Define your hypotheses (H0 and H1) clearly before performing any test.
  2. Calculate required sample size BEFORE running an experiment, using power analysis.
  3. Remember the Central Limit Theorem: sample means become approximately normal with large n.
  4. Watch for Simpson's paradox. Always segment data by key dimensions.
  5. Distinguish between statistical significance and practical significance.
Possible Follow-up Questions
  • How would you handle multiple comparisons?
  • What if the sample size is very small?
  • How would you explain this result to a non-technical audience?
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