Calculate probability for click-through rates

Last updated: January 22, 2026

Quick Overview

Given the following scenario about revenue per session, calculate the the p-value.

Rippling
Statistics & Math
Data Scientist
Rippling
January 22, 2026
Data Scientist
Onsite
Statistics & Math
Easy

5

12

2,469 solved


Given the following scenario about revenue per session, calculate the the p-value.

This statistics question from Rippling'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
Hypothesis testing (H0, H1, p-values)
Causal inference basics
Multiple testing correction (Bonferroni, FDR)
Probability distributions
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 explain this result to a non-technical audience?
  • How would you design a follow-up experiment based on these results?
  • What alternative statistical method could you use here?
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Sample Answer
Setting Up the Problem

Start by formalizing the problem: 1. **Define the hypotheses**: H0 (null hypothesis) and H1 (alternative). Be precise about what you're testing. 2. ...

Solution Approach

**Compute the test statistic**: Apply the appropriate formula using the sample data. **Find the p-value**: The probability of observing a result this...


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