Problem #24 HARD
The Twin Envelopes
Amazon Meta Paradoxes Probability
Problem Statement
Two sealed envelopes sit on a table. One contains exactly twice the money of the other. You pick one envelope, open it, and find $100 inside. The host offers you the chance to switch to the other envelope. You reason: the other envelope has either $50 or $200, each with probability 1/2. Expected value of switching = 0.5×$50 + 0.5×$200 = $125, which is more than your current $100. So you should switch — but this same argument would apply no matter what amount you saw. What is wrong here?
Answer & Quick Explanation
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Do not switch — or stay, it does not matter. The expected gain from switching is exactly zero under any valid probability distribution. The apparent $25 gain is a mathematical illusion created by an impossible uniform prior over all positive amounts.
Detailed Editorial Solution
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Let the smaller amount in the two envelopes be X, drawn from some unknown distribution. When you see $100, Bayesian reasoning requires knowing how likely it is that X = $100 versus X = $50. These are not automatically equal.
Step 1: Suppose the two envelopes hold X and 2X, where X follows some distribution f(x).
Step 2: You see $100. The other envelope holds either $50 (if X = $50) or $200 (if X = $100).
Step 3: P(other = $200 | you see $100) = P(X = $100) / [P(X = $100) + P(X = $50)].
Step 4: Only if P(X = $100) = P(X = $50) does switching have positive expected value. This equality depends entirely on the specific distribution f(x).
Step 5: The paradox assumes this equality holds for every possible observed amount — which requires P(X = k) to be the same for every positive k. That means a uniform distribution over all positive reals.
Step 6: No such distribution exists mathematically (it cannot integrate to 1). The paradox is smuggling in an impossible prior.
Key Insight:
The expected value calculation 0.5×$50 + 0.5×$200 = $125 is only valid if both outcomes are truly equally probable from a real distribution. For any actual valid prior, the expected gain from switching is always exactly zero — the envelope's contents give no useful information without knowing the distribution.