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Original questions in probability, counting, expected value, statistics, mental math and market making, each with a full solution.

657 questions

  • Total of a pair

    Roll fair -sided dice independently. What is the probability that the total equals ?

    ProbabilityEasy

  • Maximum stays low

    Roll fair -sided dice independently. What is the probability that the largest value shown is at most ?

    ProbabilityEasy

  • Average of the larger die

    Roll fair -sided dice independently. What is the expected value of the larger of the results? Give an exact fraction.

    ProbabilityMedium

  • Rolling past a threshold

    A fair -sided die is rolled repeatedly and independently, and the results are added up. You stop as soon as the running total is at least . What is the expected number of rolls? Give an exact fraction in lowest terms.

    ProbabilityHard

  • Keep or reroll

    You roll a fair -sided die and are paid the number shown. After seeing any roll, you may reject it and roll again, but you may roll at most times in total, and the last roll must be kept if you reach it. Playing optimally to maximise the expected payoff, what is the expected payoff? Give an exact fraction in lowest terms.

    ProbabilityHard

  • Identical results in tosses

    A fair coin is tossed times, independently. What is the probability that all results are the same (all heads or all tails)? Give a fraction in lowest terms.

    ProbabilityEasy

  • Race of coin patterns

    A fair coin is tossed repeatedly and independently. Pattern and pattern are both watched in the sequence of results ( is heads, is tails), and overlaps with earlier tosses count. What is the probability that appears before ? Give a fraction in lowest terms.

    ProbabilityHard

  • Trusting a model signal

    A stock rises tomorrow with probability . A model raises a bullish flag with probability when the stock will rise and with probability when it will not. The flag is raised. What is the probability that the stock rises?

    ProbabilityEasy

  • Dice with a partial clue

    fair -sided dice are rolled independently. You are told that at least one of them shows a . What is the probability that the sum is at least ?

    ProbabilityMedium

  • Quote update after a buy

    An asset is worth or with equal probability. A trader arrives: with probability the trader is informed and buys if the value is and sells if it is ; otherwise the trader is uninformed and buys or sells with probability each. You, a market maker, observe a buy. What is the expected value of the asset given this buy?

    ProbabilityMedium

  • Coin bag, streak observed

    A bag holds coins whose probabilities of heads are , and . One coin is chosen uniformly at random and flipped times independently, giving heads. What is the probability that the next flip of the same coin is heads?

    ProbabilityHard

  • Consecutive aces

    A well-shuffled standard deck has cards, including aces. You draw cards without replacement. What is the probability that both cards are aces? Give a fraction in lowest terms.

    ProbabilityEasy

  • Even sum from cards

    A deck has cards numbered through . You draw cards uniformly at random without replacement. What is the probability that the sum of the numbers is even? Give a fraction in lowest terms.

    ProbabilityEasy

  • Red cards in a hand

    A standard deck has cards, of which are red. You deal cards uniformly at random without replacement. What is the probability that exactly of them are red? Give a fraction in lowest terms.

    ProbabilityMedium

  • Waiting for a marked card

    A deck has cards, and exactly of them are marked. The deck is shuffled uniformly and you flip cards one at a time until the first marked card appears. What is the expected number of cards flipped, counting the marked card itself? Give a fraction in lowest terms.

    ProbabilityMedium

  • Waiting for first tails

    A biased coin lands heads with probability on each independent toss. It is tossed until the first tails appears. What is the expected number of tosses, counting the toss that shows tails?

    ProbabilityEasy

  • Waiting for a long run

    A fair coin is tossed repeatedly with independent tosses. What is the expected number of tosses until heads in a row appear for the first time?

    ProbabilityHard

  • Streak of heads somewhere

    A fair coin is tossed times, with independent tosses. What is the probability that at least heads in a row appear somewhere in the sequence?

    ProbabilityHard

  • Faulty order source

    Desk A sends of all orders and desk B sends the other . An order from desk A is faulty with probability , and an order from desk B is faulty with probability , independently across orders. One order is picked at random and it is faulty. What is the probability that it came from desk B? Give a fraction in lowest terms.

    ProbabilityEasy

  • Chips from a box

    A box holds red chips and blue chips. You draw chips one after another without replacement, each remaining chip being equally likely. Given that the second chip is blue, what is the probability that the first chip is also blue? Give a fraction in lowest terms.

    ProbabilityEasy

  • Market regime after big moves

    The market is in a high-volatility regime with probability and in a low-volatility regime with probability . On each day, given the regime, a big move occurs independently with probability in the high regime and in the low regime. You observe big moves on consecutive days. What is the probability that the regime is high? Give a fraction in lowest terms.

    ProbabilityMedium

  • Aces in a poker hand

    A hand of cards is dealt from a well-shuffled standard deck of cards, which contains aces. Given that the hand contains at least ace, what is the probability that it contains at least aces? Give a fraction in lowest terms.

    ProbabilityHard

  • Sampling with replacement

    An urn holds green and white balls. You draw a ball at random, note its color and put it back, and you repeat this times in total. What is the probability that exactly of the drawn balls is green?

    ProbabilityEasy

  • Which urn was it

    Urn A holds red and black balls. Urn B holds red and black balls. A fair coin picks one urn, and then a ball is drawn at random from that urn. The ball is red. What is the probability that it came from urn A? Give a fraction in lowest terms.

    ProbabilityMedium

  • Largest numbered ticket

    An urn holds tickets numbered to . You draw tickets at random without replacement. What is the probability that the largest number drawn is exactly ? Give a fraction in lowest terms.

    ProbabilityMedium

  • Waiting for the first red

    An urn holds red and blue balls. You draw balls one at a time at random without replacement and stop as soon as a red ball appears. What is the expected value of the number of draws, counting the final red draw? Give a fraction in lowest terms.

    ProbabilityHard

  • Red never trails blue

    An urn holds red and blue balls. You draw all balls one at a time at random without replacement. What is the probability that, after every draw, the number of red balls drawn so far is at least the number of blue balls drawn so far? Give a fraction in lowest terms.

    ProbabilityHard

  • Return after short walk

    A walker starts at on the integer line and makes steps. Each step is or with probability , independently. What is the probability that the walker is at after the steps?

    ProbabilityEasy

  • Biased walk on points

    A token sits at position among the positions , , , . Each move goes up by with probability and down by with probability , independently. Positions and are absorbing. What is the probability that the token is absorbed at ?

    ProbabilityMedium

  • Average length of ruin game

    A fair walker starts at position on positions , , , , , , , . Each step goes up or down with probability , independently. Positions and are absorbing. What is the expected number of steps until absorption?

    ProbabilityMedium

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