Optimize red-ball draw probability, prove optimality

Company: Thumbtack

Role: Data Scientist

Category: Statistics & Math

Difficulty: medium

Interview Round: Onsite

Quick Answer: This question evaluates probabilistic reasoning, optimization and mathematical proof skills by asking how to allocate red and blue balls across two boxes to maximize the probability of drawing a red, testing understanding of probability theory, combinatorics and constrained optimization.