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Compute two conditional probability scenarios

Last updated: Mar 29, 2026

Quick Overview

This question evaluates a candidate's understanding of conditional probability, Bayesian reasoning for posterior inference, and combinatorial counting in finite-sample probabilities.

  • medium
  • Capital One
  • Statistics & Math
  • Data Scientist

Compute two conditional probability scenarios

Company: Capital One

Role: Data Scientist

Category: Statistics & Math

Difficulty: medium

Interview Round: HR Screen

Answer both parts, showing formulas and a final numeric value. A) You have a box with 3 fair coins and 2 double‑headed coins. You pick one coin uniformly at random, flip it three times, and observe H,H,H. What is P(coin is double‑headed | 3 heads observed)? B) An urn contains 5 red, 4 blue, and 3 green balls. You draw 3 balls without replacement. What is the probability that exactly two distinct colors appear and at least one ball is red?

Quick Answer: This question evaluates a candidate's understanding of conditional probability, Bayesian reasoning for posterior inference, and combinatorial counting in finite-sample probabilities.

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Capital One
Oct 13, 2025, 9:49 PM
Data Scientist
HR Screen
Statistics & Math
1
0

Probability — Two-Part Question

Solve both parts. Show formulas and provide final numeric values.

Part A — Coin Type Given HHH

  • A box has 5 coins: 3 fair coins (P(H)=0.5 per flip) and 2 double-headed coins (always heads).
  • You pick one coin uniformly at random, flip it three times, and observe H, H, H.
  • Compute P(double-headed | 3 heads observed).

Part B — Urn Colors

  • An urn contains 5 red, 4 blue, and 3 green balls (total 12).
  • You draw 3 balls without replacement.
  • What is the probability that exactly two distinct colors appear and at least one ball is red?

Solution

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