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Probability

The St. Petersburg Paradox: A Coin Tossing Math Mystery

Learn about the St. Petersburg Paradox, a classic economic and probability problem involving a coin tossing game with infinite expected value but zero practical worth.

Quick Answer: The St. Petersburg paradox is a theoretical game where you flip a coin until it lands tails. The prize doubles with every consecutive heads. Mathematically, the expected payout of the game is infinite. Yet, no rational person would pay a large amount (e.g., $1,000) to play it. This paradox birthed the concept of "Expected Utility."

The Rules of the Game

  • A casino offers you a game: a fair coin is flipped until it comes up tails.
  • If it lands tails on the 1st flip, you win $2.
  • If it lands heads then tails (2nd flip), you win $4.
  • If it lands heads, heads, tails (3rd flip), you win $8.
  • The prize doubles for every consecutive heads. How much would you pay to play this game?

The Mathematics: Infinite Expected Value

To find the Expected Value (EV), we multiply the payout by the probability for each round and sum them up:

  • Round 1: 1/2 probability × $2 payout = $1 expected value
  • Round 2: 1/4 probability × $4 payout = $1 expected value
  • Round 3: 1/8 probability × $8 payout = $1 expected value
  • Round N: (1/2)^N probability × $2^N payout = $1 expected value

Since there is no limit to how many times the coin can land heads, there are an infinite number of rounds. The EV is $1 + $1 + $1 + ... = Infinity. Mathematically, you should be willing to pay all the money in the world to play this game once.

The Paradox and the Solution

If the EV is infinite, why would most people hesitate to pay even $20 to play? (There's a 75% chance you win $4 or less). The mathematician Daniel Bernoulli solved this in 1738 by introducing Expected Utility. He proposed that the value of money diminishes. To a billionaire, an extra $1,000 means very little. To a starving person, it is life-changing. Therefore, a 1-in-a-million chance to win a billion dollars has infinite mathematical value, but finite utility value.

Frequently Asked Questions

What is the St. Petersburg Paradox?

A coin flip game with an infinite mathematical expected value, but which a rational person would only pay a very small amount of money to play.

How does expected utility differ from expected value?

Expected value is the raw mathematical calculation of average payout. Expected utility measures the actual subjective usefulness of that payout to a human being, accounting for risk aversion and diminishing returns on wealth.