10-Door Game Show Expected Value
Expected value in door prize game is a medium quant interview question on Events, reported to have been seen at Akuna Capital and Squarepoint Capital.
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This game show puzzle is about understanding how probabilities change when an informed actor reveals partial information. It extends the classic Monty Hall intuition to more options, so it feels realistic and close to situations quants face when markets reveal information over time. In quant prep, this type of question forces you to interpret how constraints on an agent's behavior affect the underlying probability space.
It trains conditional probability, events, and Bayesian-style thinking under information-revealing actions. You must clearly separate prior beliefs from posterior beliefs once the host acts, and translate that into an expected value. It also tests whether you can formalize an apparently simple story into a precise probabilistic model.
This matters for quant interviews because trading and risk decisions are made after markets, counterparties, or algorithms reveal non-random information. Top firms use such problems to see if you can correctly update beliefs and quantify value.
What it tests
This problem class is governed by conditional probability and the impact of new information on prior probabilities, often called Bayesian updating. When an event (like the host revealing goats) is not random but informed by hidden information, it changes the likelihoods of the remaining possibilities in a non-uniform way. The key is that the host's action is constrained: they always reveal non-prize doors, which means their choice depends on your initial pick and the actual prize location. This constraint means that the probability you initially picked the prize remains low, while the probability the prize is among the remaining doors increases, because the host's action filters out many losing configurations. The optimal strategy is to always switch, as the host's behavior gives you more information than a random reveal would.
Practise this question with written feedback, or hear it in a spoken mock interview.
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