Statistics, filterable by difficulty and progress
# Title Topic Difficulty Status
01 Benford's Law

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

Statistics 5.0/10 Unsolved
02 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
03 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
04 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
05 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
06 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
07 Praise and Punishment

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

Statistics 6.0/10 Unsolved
08 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
09 Sixty Heads

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

Statistics 5.0/10 Unsolved
10 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
11 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
12 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
13 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
14 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
15 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
16 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
17 Variance of Two Dice

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

Statistics 3.0/10 Unsolved
18 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
19 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
20 Zero Correlation, Not Independence

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

Statistics 4.0/10 Unsolved