All Problems, filterable by difficulty and progress
# Title Topic Difficulty Status
01 100 Prisoners, 100 Boxes

Each prisoner may open 50 of 100 boxes to find their own number. Random guessing succeeds with probability (1/2)^100; the optimal strategy does astronomically better.

Logic Puzzles 7.0/10 Unsolved
02 All in a Semicircle

Three points are chosen uniformly at random on a circle. What is the probability all three lie within some semicircle?

Probability 6.0/10 Unsolved
03 Amoeba Extinction

Each minute an amoeba dies, stays the same, splits in two, or splits in three, each with probability 1/4. What is the probability the population dies out?

Probability 4.0/10 Unsolved
04 Ant on a Cube

An ant walks randomly along the edges of a cube. How many moves does it expect to need to reach the opposite vertex?

Probability 5.0/10 Unsolved
05 Arranging MISSISSIPPI

How many distinct arrangements are there of the letters in MISSISSIPPI?

Combinatorics 3.0/10 Unsolved
06 Battle of the Sexes

A couple prefers being together but disagrees on the venue. In the mixed equilibrium, how often does each attend their own favorite?

Game Theory 8.2/10 Unsolved
07 Benford's Law

In naturally occurring datasets, what fraction of numbers start with the digit 1?

Statistics 5.0/10 Unsolved
08 Bertrand Competition

Two identical firms set prices and the cheaper one takes the whole market. Where do prices end up?

Game Theory 6.0/10 Unsolved
09 Bertrand's Chord

A random chord is drawn by picking two points on a circle. What is the probability it is longer than a side of the inscribed equilateral triangle?

Probability 7.0/10 Unsolved
10 Bessel's Correction

A sample consists of 2, 4, and 6. What is the sample variance, and why divide by n − 1?

Statistics 5.0/10 Unsolved
11 Birthday Paradox

How many people need to be in a room before there is at least a 50% chance that two of them share a birthday?

Combinatorics 4.0/10 Unsolved
12 Buffon's Needle

Drop a needle onto a floor ruled with lines exactly one needle-length apart. What is the probability it crosses a line?

Probability 5.0/10 Unsolved
13 Burning Ropes

Two ropes each burn for 60 minutes, but unevenly. Measure exactly 45 minutes: how few times must you put flame to a rope end?

Logic Puzzles 7.0/10 Unsolved
14 Chebyshev's Guarantee

For any distribution whatsoever, what fraction of observations must lie within 2 standard deviations of the mean?

Statistics 4.9/10 Unsolved
15 Cheryl's Birthday

Albert knows the month, Bernard knows the day, and three cryptic statements pin down the date. When is Cheryl's birthday?

Logic Puzzles 7.0/10 Unsolved
16 Chomp

Players eat chunks of a chocolate bar whose bottom-left square is poisoned. Who wins with optimal play, and why is the proof famous?

Game Theory 6.0/10 Unsolved
17 Counting Surjections

How many functions from a 5-element set onto a 3-element set hit every element of the codomain?

Combinatorics 2.6/10 Unsolved
18 Coupon Collector

There are 6 distinct coupons, each equally likely in a cereal box. How many boxes do you expect to buy to collect all 6?

Probability 4.0/10 Unsolved
19 Cournot Duopoly

Two firms simultaneously choose quantities with price P = 120 − Q and zero costs. What does each produce in equilibrium?

Game Theory 7.0/10 Unsolved
20 De Méré's Wager

What is the probability of rolling at least one six in four rolls of a fair die, the bet that helped launch probability theory?

Probability 4.0/10 Unsolved
21 Derangements

n letters are placed randomly into n addressed envelopes. As n → ∞, what does the probability that no letter ends up in its correct envelope approach?

Combinatorics 5.0/10 Unsolved
22 Distinct Faces

A fair die is rolled six times. How many distinct faces do you expect to see?

Probability 4.0/10 Unsolved
23 Eight Rooks

In how many ways can 8 rooks be placed on a chessboard so that no two attack each other?

Combinatorics 3.0/10 Unsolved
24 First Heads Wins

Alice and Bob alternate flipping a fair coin, Alice first; whoever flips heads first wins. What is the probability Alice wins?

Probability 5.0/10 Unsolved
25 First-Price Auction with Uniform Values

Two bidders with uniform private values bid in a first-price auction. What fraction of their value does each bid in equilibrium?

Game Theory 9.4/10 Unsolved
26 Full House

What is the probability a random 5-card poker hand is a full house?

Probability 3.0/10 Unsolved
27 Gambler's Ruin

A gambler starts with $10 and bets $1 on a fair coin flip each round, stopping at $0 or $20. What is the probability of reaching $20?

Probability 6.0/10 Unsolved
28 Grid Paths

How many right/up paths cross an 8 × 8 grid from corner to corner?

Combinatorics 3.0/10 Unsolved
29 Grim Trigger

In an infinitely repeated Prisoner's Dilemma, how patient must players be for grim-trigger cooperation to hold?

Game Theory 5.0/10 Unsolved
30 Guaranteed Pair Sum

How many numbers must you pick from {1, ..., 100} to guarantee two of them sum to 101?

Combinatorics 4.0/10 Unsolved
31 Halving the Standard Error

Your sample of size n gives a standard error SE. How big a sample cuts the standard error in half?

Statistics 5.0/10 Unsolved
32 Hawk-Dove

Hawks fight over a resource at a cost; Doves share and flee. With what probability is Hawk played in the evolutionarily stable strategy?

Game Theory 7.0/10 Unsolved
33 Making Change

In how many ways can you make 25 cents from pennies, nickels, and dimes?

Combinatorics 4.0/10 Unsolved
34 Matching Pennies

Match pennies: Player 1 wins $1 on a match, Player 2 wins $1 on a mismatch. What is the value of this game?

Game Theory 6.0/10 Unsolved
35 Max of Two Dice

Roll two fair dice. What is the expected value of the larger of the two values?

Probability 4.0/10 Unsolved
36 Maximum of Uniforms

Four values are drawn uniformly from [0, 1]. What is the expected value of the largest one?

Statistics 5.0/10 Unsolved
37 MLE for the Uniform

You observe n draws from Uniform(0, θ) with θ unknown. What is the maximum likelihood estimator of θ?

Statistics 6.0/10 Unsolved
38 Monty Hall, Generalized

You pick 1 of 4 doors. The host opens 2 losing doors. What is the probability of winning if you switch?

Probability 6.9/10 Unsolved
39 Moser's Circle

Join six points on a circle with all chords. The region counts 1, 2, 4, 8, 16 suggest 32 next; what is it really?

Combinatorics 5.0/10 Unsolved
40 Nim 3-4-5

Nim with piles of 3, 4, and 5: the first player wins with optimal play. How many stones does the unique winning first move remove?

Game Theory 7.0/10 Unsolved
41 No Consecutive Elements

How many subsets of {1, ..., 10} contain no two consecutive integers?

Combinatorics 4.0/10 Unsolved
42 No Two Heads Adjacent

A fair coin is flipped 10 times. What is the probability no two heads land consecutively?

Probability 5.8/10 Unsolved
43 One Hundred Hats

100 prisoners in a line, each guessing their own hat color. How many can be guaranteed to survive with the right strategy?

Logic Puzzles 7.0/10 Unsolved
44 Optimal Dice Stopping

Roll a die up to three times; after each roll, keep the value or roll again. What is the expected payout under optimal play?

Probability 7.0/10 Unsolved
45 Partitioning a Set

In how many ways can a 5-element set be split into any number of nonempty unlabeled blocks?

Combinatorics 7.0/10 Unsolved
46 Paths Below the Diagonal

How many lattice paths from (0,0) to (10,10) never rise above the diagonal? The answer is a famous sequence in disguise.

Combinatorics 3.0/10 Unsolved
47 Penney's Game

Two players pick sequences of three coin flips. The player whose sequence appears first wins. How many distinct sequences can Player 2 choose to guarantee a winning edge over any sequence Player 1 picks?

Game Theory 6.0/10 Unsolved
48 Polygon Diagonals

How many diagonals does a convex 12-sided polygon have?

Combinatorics 3.0/10 Unsolved
49 Praise and Punishment

Praised cadets get worse; berated cadets improve. The instructor credits punishment. What is really going on?

Statistics 6.0/10 Unsolved
50 Prisoners and the Lightbulb

100 prisoners, one light switch, and a fatal declaration to time perfectly. How does the designated counter know when everyone has visited?

Logic Puzzles 7.7/10 Unsolved
51 Pólya's Urn

Draw a ball, return it with another of the same color, repeat. What is the probability the third draw is red?

Probability 8.0/10 Unsolved
52 Race to 100

Players alternately add 1–10 to a running total; whoever says exactly 100 wins. What is the winning first move?

Game Theory 6.0/10 Unsolved
53 Random Walk Returns

A symmetric random walk on the integers starts at 0. What is the expected number of steps to return to 0?

Probability 9.8/10 Unsolved
54 Roll Until Six

Roll a fair die until a six appears, then stop. What is the expected sum of all your rolls?

Probability 4.1/10 Unsolved
55 Seven Before Eight

Two dice are rolled repeatedly. What is the probability a sum of 7 shows up before a sum of 8?

Probability 3.0/10 Unsolved
56 Shooting Stars

The chance of seeing a shooting star in an hour is 0.84. What is the chance of seeing one in 10 minutes?

Probability 6.0/10 Unsolved
57 Simpson's Paradox

Treatment A beats B on small stones AND on large stones. Can B still win overall when the groups are combined?

Statistics 6.0/10 Unsolved
58 Sixty Heads

A fair coin is flipped 100 times. Roughly how likely are 60 or more heads?

Statistics 5.0/10 Unsolved
59 Solve the Matrix

A zero-sum game with payoff matrix [[3, −1], [−2, 4]]. What is the value of the game?

Game Theory 5.0/10 Unsolved
60 St. Petersburg Paradox

A casino flips a coin repeatedly. You win 2^n dollars where n is the flip on which heads first appears. What is the expected value of this game?

Game Theory 5.0/10 Unsolved
61 Stackelberg Leadership

Same market as Cournot, but one firm commits to its quantity first. What does the leader produce?

Game Theory 5.0/10 Unsolved
62 Stag Hunt

Hunt the stag together for the big payoff, or play it safe with a hare? Find the mixed-equilibrium probability of hunting stag.

Game Theory 6.1/10 Unsolved
63 Stars and Bars

How many nonnegative integer solutions does x₁ + x₂ + x₃ + x₄ = 10 have?

Combinatorics 3.6/10 Unsolved
64 The Ballot Problem

Candidate A gets 60 votes, Candidate B gets 40. What is the probability A was strictly ahead throughout the entire count?

Combinatorics 4.5/10 Unsolved
65 The Blue-Eyed Islanders

A visitor tells 100 blue-eyed perfect logicians something they all already "know." On which night does everything change?

Logic Puzzles 8.6/10 Unsolved
66 The Bridge at Night

Four people crossing at speeds 1, 2, 5, and 10 minutes share one flashlight, two at a time. What is the fastest total crossing?

Logic Puzzles 5.0/10 Unsolved
67 The Broken Stick

A stick is broken at two uniformly random points. What's the probability the three pieces form a triangle?

Probability 5.0/10 Unsolved
68 The Camel and the Bananas

A camel must move 3000 bananas across 1000 km, carrying 1000 at a time and eating 1 per km. How many bananas can arrive?

Logic Puzzles 6.0/10 Unsolved
69 The Census Taker

Three children's ages multiply to 36 and sum to the house number next door, yet that isn't enough. One more clue settles it.

Logic Puzzles 5.4/10 Unsolved
70 The Centipede Game

Two players could grow a pot over 100 rounds by passing. On which round does backward induction say the game ends?

Game Theory 8.0/10 Unsolved
71 The Die Hard Jugs

An unmarked 3-gallon jug, an unmarked 5-gallon jug, unlimited water. How few steps to exactly 4 gallons?

Logic Puzzles 6.0/10 Unsolved
72 The Fly and the Trains

A fly zigzags at 75 mph between two trains closing at 100 mph from 100 miles apart. How far does it fly?

Logic Puzzles 6.0/10 Unsolved
73 The Fork in the Road

One road leads to safety, one to doom, and the guard is either a truth-teller or a liar. How many yes/no questions do you need?

Logic Puzzles 7.0/10 Unsolved
74 The German Tank Problem

You capture four tanks with serial numbers 19, 40, 42, and 60. How many tanks does the enemy have?

Statistics 7.0/10 Unsolved
75 The Handshake Count

At a party of 20 people, everyone shakes hands with everyone else exactly once. How many handshakes?

Combinatorics 3.0/10 Unsolved
76 The Hundred Lockers

Person k toggles every kth locker, for k = 1 to 100. After all the passes, how many lockers are open?

Logic Puzzles 5.0/10 Unsolved
77 The Josephus Survivor

100 people stand in a circle and every second person is eliminated until one remains. Which position survives?

Combinatorics 5.0/10 Unsolved
78 The Lost Boarding Pass

100 passengers, 100 assigned seats, and one lost ticket. What is the probability the last passenger ends up in their own seat?

Probability 9.0/10 Unsolved
79 The Mislabeled Jars

Three jars (apples, oranges, mixed) and every label is wrong. How few fruit draws guarantee correct relabeling?

Logic Puzzles 6.0/10 Unsolved
80 The Missing Bullet Holes

WWII bombers returned riddled with holes on the wings but not the engines. Where did Abraham Wald say to put the armor?

Statistics 6.0/10 Unsolved
81 The Mutilated Chessboard

Remove two opposite corners from a chessboard. Can 31 dominoes tile the remaining 62 squares?

Combinatorics 5.0/10 Unsolved
82 The Peeking Problem

An analyst checks an A/B test's p-value daily and stops the first time p < 0.05. Does the 5% guarantee survive?

Statistics 7.0/10 Unsolved
83 The Pirate Gold Problem

Five perfectly rational pirates divide 100 gold coins. The most senior proposes a split; a strict majority rejection means he dies. How many coins does the senior pirate keep?

Game Theory 7.0/10 Unsolved
84 The Prisoner's Dilemma

Two suspects are interrogated separately with the classic payoffs. How many years does each serve in the unique Nash equilibrium?

Game Theory 7.0/10 Unsolved
85 The Rare Disease Test

A 99%-accurate test for a disease affecting 1% of people comes back positive. What is the chance you actually have it?

Statistics 4.0/10 Unsolved
86 The Rational Ultimatum

A proposer splits $100; the responder can accept or leave both with nothing. What does a purely rational proposer offer?

Game Theory 6.0/10 Unsolved
87 The Rendezvous

Two friends each arrive at a random time between noon and 1 pm and wait 15 minutes. What is the probability they meet?

Probability 5.0/10 Unsolved
88 The Round Table

In how many distinct ways can 8 people sit around a circular table, counting rotations as the same?

Combinatorics 4.0/10 Unsolved
89 The Second-Price Auction

The highest bidder wins but pays the second-highest bid. What is the optimal bid, no matter what anyone else does?

Game Theory 6.0/10 Unsolved
90 The Secretary Problem

You interview n candidates one by one and must decide immediately after each interview. What is the probability the optimal stopping rule selects the best candidate?

Probability 5.0/10 Unsolved
91 The Sock Drawer

Two socks drawn at random from a drawer of red and black socks are both red with probability exactly 1/2. What is the smallest possible drawer?

Probability 5.0/10 Unsolved
92 The Sum and the Product

S knows the sum, P knows the product, and four cryptic statements identify two secret numbers. Freudenthal's "Impossible Puzzle."

Logic Puzzles 8.0/10 Unsolved
93 The Taxi Cab Problem

85% of cabs are Green, and a witness who is right 80% of the time says the cab was Blue. How likely was it actually Blue?

Statistics 5.0/10 Unsolved
94 The Truel

Three shooters with hit rates 1/3, 2/3, and 1 duel in turns, weakest first. What should the weakest shooter do first?

Game Theory 6.5/10 Unsolved
95 The Twelve Balls

Twelve identical-looking balls, one counterfeit of unknown weight, and a balance scale. How few weighings always suffice?

Logic Puzzles 7.0/10 Unsolved
96 The Two Coins

One fair coin, one two-headed coin. You pick one at random and flip heads three times. What is the chance it's the trick coin?

Statistics 5.0/10 Unsolved
97 The Waiting Time Paradox

Buses average one per 10 minutes and you arrive at a random time. Why is your expected wait not 5 minutes?

Statistics 7.0/10 Unsolved
98 Three Switches, One Bulb

Three switches downstairs, one incandescent bulb upstairs. How many inspection trips do you need to match switch to bulb?

Logic Puzzles 6.0/10 Unsolved
99 Threes and Fives

How many integers from 1 to 1000 are divisible by 3 or 5?

Combinatorics 2.2/10 Unsolved
100 Tiling with Dominoes

How many ways can a 2 × 10 board be tiled with 1 × 2 dominoes?

Combinatorics 3.0/10 Unsolved
101 Trailing Zeros

How many zeros does 100! end in?

Combinatorics 3.0/10 Unsolved
102 Traveler's Dilemma

Two travelers claim a value from $2 to $100 for lost luggage, with a $2 bonus for the lower claim. What do rational players claim?

Game Theory 7.0/10 Unsolved
103 Twenty-Five Horses

25 horses, a 5-horse track, no timer. How many races to guarantee finding the fastest three?

Logic Puzzles 6.0/10 Unsolved
104 Two Children

A family has two children and you learn at least one is a boy. What is the probability both are boys?

Probability 5.0/10 Unsolved
105 Two Eggs, 100 Floors

With only two identical eggs and 100 floors, how many drops guarantee you find the critical floor?

Logic Puzzles 6.0/10 Unsolved
106 Two-Color Necklaces

How many distinct necklaces of 6 black-or-white beads exist, counting rotations as the same?

Combinatorics 3.3/10 Unsolved
107 Two-Thirds of the Average

Everyone picks a number in [0, 100]; closest to two-thirds of the average wins. What do perfectly rational players pick?

Game Theory 7.3/10 Unsolved
108 Variance of Two Dice

What is the variance of the sum of two independent fair dice?

Statistics 3.0/10 Unsolved
109 Waiting for Double Heads

Flip a fair coin repeatedly. How many flips do you expect to need before seeing two heads in a row?

Probability 4.0/10 Unsolved
110 What a 95% Confidence Interval Means

Is it correct to say "there is a 95% probability the true mean lies in this interval"?

Statistics 6.0/10 Unsolved
111 What a p-value Means

A test yields p = 0.03. Is that the chance the null is true, the chance the result is luck, or something else?

Statistics 6.0/10 Unsolved
112 Wolf, Goat, and Cabbage

A farmer, a one-item boat, and three mutually hungry passengers. What is the minimum number of river crossings?

Logic Puzzles 5.0/10 Unsolved
113 Zero Correlation, Not Independence

If two random variables have correlation exactly 0, must they be independent?

Statistics 4.0/10 Unsolved