Probability paradoxes: Monty Hall, the birthday problem, and more
Monty Hall, the birthday paradox, the gambler's fallacy, and other puzzles where the math disagrees with your gut. Each question offers a tempting wrong answer, and each explanation teaches the rule behind the right one: independence, conditional probability, expected value, or the complement trick. Every explanation links to a source for further reading.
Questions
- Not answered. What range of numbers can a probability take?
- Not answered. A weather model gives a 30% chance of rain tomorrow. What is the chance of no rain?
- Not answered. When every outcome in the sample space is equally likely, how do you find the probability of an event?
- Not answered. You roll two fair six-sided dice and add them. Which total is the most likely?
- Not answered. Two events are independent. How do you find the probability that both happen?
- Not answered. On one roll of a fair die, what is the probability of rolling a 1 or a 2?
- Not answered. What does the conditional probability P(A | B) measure?
- Not answered. What is the expected (average) value of one roll of a fair six-sided die?
- Not answered. You roll one die four times. Is getting at least one six more likely than not?
- Not answered. A fair coin has landed heads five times in a row. What is the probability the next flip is heads?
- Not answered. Which belief is the gambler's fallacy?
- Not answered. Why doesn't a streak of heads make tails more likely on the next flip?
- Not answered. At the Monte Carlo Casino in 1913, the roulette ball reportedly landed on black 26 times in a row. What happened next?
- Not answered. What does the law of large numbers actually promise about flipping a fair coin?
- Not answered. As you keep flipping a fair coin, what happens to the raw gap between the number of heads and the number of tails?
- Not answered. Someone walks in, sees you roll a double six, and says, "You must have been rolling for a long time to finally get that." What mistake is this?
- Not answered. The gambler's fallacy expects a streak to reverse. Which belief expects a streak to continue?
- Not answered. Monty Hall: three doors hide a car and two goats. You pick a door. The host, who knows where the car is, opens a different door to show a goat and offers you the chance to switch. Should you?
- Not answered. In the standard Monty Hall game, what makes switching better than staying?
- Not answered. The 2/3 advantage for switching depends on how the host behaves. Which rules does it need?
- Not answered. Now imagine 100 doors. You pick one, and the host opens 98 of the others, all goats, leaving one door closed. Should you switch?
- Not answered. Variant: the host forgets where the car is and opens one of the other two doors at random. It happens to show a goat. Should you switch now?
- Not answered. When Marilyn vos Savant published the "switch" answer in Parade magazine in 1990, how did readers react?
- Not answered. Where did the Monty Hall problem first appear in print in its game-show form?
- Not answered. How many people need to be in a room before it's more likely than not that two of them share a birthday?
- Not answered. Why are just 23 people enough to make a shared birthday likely?
- Not answered. What's the easiest way to calculate the probability of at least one shared birthday?
- Not answered. In a room of 70 people, roughly how likely is it that two share a birthday?
- Not answered. Ignoring leap years, so there are 365 possible birthdays, how many people guarantee that two of them share a birthday?
- Not answered. How many other people need to be in a room before there's a better-than-even chance that someone shares your birthday?
- Not answered. The "birthday attack" in cryptography uses the same math. Roughly how many random items do you need to generate before you're likely to find a collision among N equally likely hash values?
- Not answered. A disease affects 1% of people. A test is 99% accurate for both sick and healthy people. You test positive. What's the chance you actually have the disease?
- Not answered. Linda is 31, single, outspoken, and studied philosophy. She cares deeply about social justice. Which is more probable?
- Not answered. What is Simpson's paradox?
- Not answered. A family has two children. You learn that at least one is a boy, but not which one. If boys and girls are equally likely and independent, what's the probability that both are boys?
- Not answered. In many real-world datasets, like populations, street addresses, and financial figures, how often is the first digit a 1?
- Not answered. A game: flip a fair coin until it lands heads. If the first head comes on flip k, you win 2^k dollars. What's the expected payout?
- Not answered. On an American roulette wheel with 38 pockets, you bet $1 on a single number, which pays 35 to 1. What do you expect to win or lose per $1 bet in the long run?