Counterintuitive Probability
Monty Hall, the birthday paradox, the gambler's fallacy, and other places where careful probability overturns gut instinct. Each question pairs a tempting wrong answer with an explanation that teaches the underlying rule — independence, conditional probability, expected value, and the complement trick — with links to proofs and primary sources.
Questions
- Not answered. On what numeric scale is a probability always measured?
- Not answered. A weather model says there is 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 occur?
- Not answered. For a single 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 a single roll of a fair six-sided die?
- Not answered. Rolling 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 does a streak of heads NOT make tails more likely on the very next flip?
- Not answered. At the Monte Carlo Casino in 1913, the roulette ball reportedly landed on black 26 times in a row. What did this famously trigger?
- 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 concludes 'you must have been rolling for a long time to finally get that.' What error is this?
- Not answered. The gambler's fallacy expects a streak to reverse. Which belief expects a streak to continue?
- Not answered. Monty Hall: behind three doors are a car and two goats. You pick a door; the host, who knows the layout, opens a different door revealing a goat, then offers you the switch. Should you switch?
- Not answered. In the standard Monty Hall game, what crucial fact makes switching better than staying?
- Not answered. The 2/3 switching advantage relies on specific rules. Which set of assumptions is required?
- Not answered. Now imagine 100 doors. You pick one; the host opens 98 other doors, all goats, leaving a single 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 — and it happens to reveal a goat. Now should you switch?
- Not answered. When Marilyn vos Savant published the switching answer in Parade magazine in 1990, how was it received?
- Not answered. Where did the 'Monty Hall problem' first appear in print under that framing?
- Not answered. How many people must be in a room before it is more likely than not that at least two share a birthday?
- Not answered. Why does it take so few people (just 23) to make a shared birthday likely?
- Not answered. What is the cleanest 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 at least two share a birthday?
- Not answered. Ignoring leap years (so 365 possible birthdays), how many people guarantee — with 100% certainty — that two of them share a birthday?
- Not answered. How many OTHER people must be in a room before there is a better-than-even chance that someone shares YOUR specific birthday?
- Not answered. Cryptography's 'birthday attack' uses this same paradox. Roughly how many random items must you generate to likely find a collision among N equally likely hash values?
- Not answered. A disease affects 1% of people. A test is 99% accurate for both the sick and the healthy. You test positive. What is the chance you actually have the disease?
- Not answered. Linda is 31, single, outspoken, and a former philosophy student deeply concerned with 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 (and nothing about birth order). Assuming boys and girls are equally likely and independent, what is the probability that both are boys?
- Not answered. In many real-world datasets (populations, street addresses, financial figures), how often does the leading digit turn out to be 1?
- Not answered. A game: flip a fair coin until it lands heads. If the first head appears on flip k, you win 2^k dollars. What is the expected payout?
- Not answered. On an American roulette wheel (38 pockets), you bet $1 straight-up on a single number that pays 35 to 1. What is your long-run expected result per $1 bet?