Mathematician’s Notebook

The mathematics of lotteries — honestly explained.

Ten long-form essays on probability, expected value, the gambler’s fallacy, game-design economics, and the quantum physics behind our random number generator. Written for readers who want the math, not the marketing.

Featured · Information theoryMay 10, 2026 · 4 min read

How Much Information Is in a Lottery Ticket?

A Shannon-entropy view: a Powerball ticket carries about 28 bits of information. Compared to your phone, that's nothing.

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Hypothesis testing

Why Statistical Tests on Lottery Numbers Find Nothing

People claim to find patterns in lottery draws all the time. The honest math says: every well-implemented lottery passes every test you can throw at it.

May 9, 2026 · 5 min
Decision theory

When Does a Rollover Jackpot Make a Lottery Ticket a Good Bet?

A rigorous look at jackpot rollover math, including the often-forgotten shared-jackpot adjustment that wipes out most of the apparent gains.

May 8, 2026 · 6 min
Game design

The April 2025 Mega Millions Redesign: A Math Walkthrough

Mega Millions redesigned itself in 2025. Headline: better jackpot odds. Fine print: a $5 ticket and a 2.5× higher cost per dollar of expected return.

May 7, 2026 · 6 min
Behavioral stats

Birthday Clustering and the Shared Jackpot

Humans love their birthdays. Birthdays cluster between 1 and 31. The lottery's pool goes much higher. The consequences are quantifiable.

May 6, 2026 · 5 min
Computer science

Quantum Randomness vs. Pseudo-Random

Quantum entropy is unforgeable. Pseudo-random is good enough for the lottery. Here's why the distinction matters more for crypto than for $2 tickets.

May 5, 2026 · 5 min
Decision theory

The Expected Value of a Lottery Ticket

Expected value is the only mathematical answer to 'is this a good bet?' For Powerball, the answer is usually -$1.50 per $2 ticket.

May 4, 2026 · 6 min
Statistics

The Quick Pick Paradox

A textbook case of Simpson's reversal — the kind of statistic that fools smart people into wrong inferences.

May 3, 2026 · 4 min
Probability

The Gambler's Fallacy in Three Numbers

If a number hasn't been drawn in 80 weeks, is it 'due'? No. Independence is the most counter-intuitive truth in probability.

May 2, 2026 · 5 min
Combinatorics

The 1-in-292-Million Number

The number 292,201,338 isn't a marketing figure. It's an exact count of the Powerball outcome space, derivable in two lines.

May 1, 2026 · 4 min