Calculate Probability of Heads and Red Balls Drawing
Quick Overview
This interview question evaluates statistical assumptions, formulas, estimation strategy, uncertainty, edge cases, and interpretation in a realistic interview setting. A strong answer for Calculate Probability of Heads and Red Balls Drawing states assumptions, handles edge cases, explains trade-offs, and shows how to validate the result clearly.
Calculate Probability of Heads and Red Balls Drawing
Company: Boston Consulting Group
Role: Data Scientist
Category: Statistics & Math
Difficulty: easy
Interview Round: Take-home Project
##### Scenario
BCG CodeSignal test – quick-fire probability section
##### Question
You flip a fair coin three times. What is the probability of getting exactly two heads?
2) A bag contains 4 red and 6 blue balls. If you draw two balls without replacement, what is the probability both are red?
##### Hints
Use basic binomial and hypergeometric probability rules.
Quick Answer: This interview question evaluates statistical assumptions, formulas, estimation strategy, uncertainty, edge cases, and interpretation in a realistic interview setting. A strong answer for Calculate Probability of Heads and Red Balls Drawing states assumptions, handles edge cases, explains trade-offs, and shows how to validate the result clearly.
Calculate Probability of Heads and Red Balls Drawing
Boston Consulting Group
Aug 4, 2025, 10:55 AM
easyData ScientistTake-home ProjectStatistics & Math
7
0
Calculate Probability of Heads and Red Balls Drawing
Quick-Fire Probability (CodeSignal-style)
Context: Answer the following independent probability questions, using binomial (independent trials) and hypergeometric (sampling without replacement) rules.
Questions
You flip a fair coin three times. What is the probability of getting exactly two heads?
A bag contains 4 red and 6 blue balls (10 total). You draw two balls without replacement. What is the probability that both are red?
Clarifying Questions to Ask Guidance
Clarify the random variables, distributional assumptions, independence assumptions, and desired output.
Show enough derivation for the interviewer to follow the reasoning.
Explain how you would validate the result with simulation or sensitivity checks.
What a Strong Answer Covers Guidance
A correct setup with definitions, formulas, and boundary conditions.
A step-by-step derivation or estimation plan.
Interpretation of the result, including uncertainty and practical limitations.
Checks for assumptions, edge cases, and numerical stability.
Follow-up Questions Guidance
How would the result change if the assumptions were relaxed?
Can you verify the answer with a simulation?
What is the most likely source of estimation error?