Should you play a dice payout game?

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Quick Overview

This question evaluates understanding of probability, expected value, and payoff-driven decision-making by requiring computation of expected return from discrete game outcomes. It is commonly asked to assess quantitative reasoning in the Statistics & Math category and primarily tests conceptual understanding of expected value and probabilistic reasoning rather than practical implementation.

Should you play a dice payout game?

Company: PayPal

Role: Data Scientist

Category: Statistics & Math

Difficulty: easy

Interview Round: Onsite

Two players each roll a fair six-sided die once. - If **you win** (your roll > opponent’s roll), the opponent pays you **$n**. - If the **opponent wins or it’s a tie** (your roll ≤ opponent’s roll), you pay the opponent **$m**. Assume both dice are fair and independent. ## Questions 1) What is the **expected value** of playing one round as a function of `n` and `m`? 2) For what values of `n` and `m` should you **choose to play**? 3) (Optional) Show a short Python snippet that computes the expected value analytically.

Overview: This question evaluates understanding of probability, expected value, and payoff-driven decision-making by requiring computation of expected return from discrete game outcomes. It is commonly asked to assess quantitative reasoning in the Statistics & Math category and primarily tests conceptual understanding of expected value and probabilistic reasoning rather than practical implementation.

Read the full PayPal Data Scientist interview experience this question came from

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Nov 3, 2025
easyData ScientistOnsiteStatistics & Math
10
0

Two players each roll a fair six-sided die once.

  • If you win (your roll > opponent’s roll), the opponent pays you $n .
  • If the opponent wins or it’s a tie (your roll ≤ opponent’s roll), you pay the opponent $m .

Assume both dice are fair and independent.

Questions

  1. What is the expected value of playing one round as a function of n and m ?
  2. For what values of n and m should you choose to play ?
  3. (Optional) Show a short Python snippet that computes the expected value analytically.
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