Find the Correlation Between Two Die-Face Counts

Quick Overview

A fair six-sided die is rolled independently `n` times, where `n` is a fixed positive integer. Explain the assumptions and derivation clearly, check edge cases, and show how the result changes when those assumptions no longer hold.

Find the Correlation Between Two Die-Face Counts

Company: Squarepoint

Role: Software Engineer

Category: Statistics & Math

Difficulty: medium

Interview Round: Technical Screen

# Find the Correlation Between Two Die-Face Counts A fair six-sided die is rolled independently `n` times, where `n` is a fixed positive integer. Let `X` be the number of rolls showing `1`, and let `Y` be the number of rolls showing `5`. Calculate `Corr(X, Y)` and explain why the two counts are not independent even though the rolls themselves are independent. ### Constraints & Assumptions - Each roll has exactly one outcome in `{1, 2, 3, 4, 5, 6}`. - The die is fair and rolls are mutually independent. - `n > 0`, so both variances are positive and correlation is defined. ### Clarifying Questions to Ask - Is `n` fixed rather than random? - Can one roll contribute simultaneously to both `X` and `Y`? ```hint Check one roll carefully Contrast dependence between the two face indicators on the same roll with independence across different rolls. ``` ### What a Strong Answer Covers - Correct expectations, variances, covariance, correlation, and interpretation of the negative dependence. - A derivation that shows whether and how `n` cancels. ### Follow-up Questions - What is the correlation if the two counted categories have unequal probabilities? - How does the covariance change if `n` itself is random?

Overview: A fair six-sided die is rolled independently `n` times, where `n` is a fixed positive integer. Explain the assumptions and derivation clearly, check edge cases, and show how the result changes when those assumptions no longer hold.

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Squarepoint
Apr 22, 2026
mediumSoftware EngineerTechnical ScreenStatistics & Math
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Find the Correlation Between Two Die-Face Counts

A fair six-sided die is rolled independently n times, where n is a fixed positive integer. Let X be the number of rolls showing 1, and let Y be the number of rolls showing 5. Calculate Corr(X, Y) and explain why the two counts are not independent even though the rolls themselves are independent.

Constraints & Assumptions

  • Each roll has exactly one outcome in {1, 2, 3, 4, 5, 6} .
  • The die is fair and rolls are mutually independent.
  • n > 0 , so both variances are positive and correlation is defined.

Clarifying Questions to Ask Guidance

  • Is n fixed rather than random?
  • Can one roll contribute simultaneously to both X and Y ?

What a Strong Answer Covers Guidance

  • Correct expectations, variances, covariance, correlation, and interpretation of the negative dependence.
  • A derivation that shows whether and how n cancels.

Follow-up Questions Guidance

  • What is the correlation if the two counted categories have unequal probabilities?
  • How does the covariance change if n itself is random?