Probability Deep Dive

Probability Deep Dive

8 articles

Probability Deep Dive8 min read

The House Edge: What 2.70% Actually Means Over Time

The 2.70% house edge and 5.26% house edge both sound small. Across thousands of spins the difference is anything but — here is the exact math.

June 3, 2025Read article →
Probability Deep Dive7 min read

The Birthday Paradox: Why 23 People Is All It Takes

Ask most people how many people fit in a room before two share a birthday. They say 183. The correct answer is 23. Here is the exact math explaining why.

June 7, 2025Read article →
Probability Deep Dive6 min read

The Law of Large Numbers: Why More Flips Always Wins

Flip a coin 10 times and you might get 70% heads. Flip it 1,000,000 times and you will be within 0.05% of 50%. The law of large numbers guarantees this convergence.

June 18, 2025Read article →
Probability Deep Dive7 min read

Why the Bell Curve Appears Everywhere: The Central Limit Theorem

Heights, measurement errors, stock returns, IQ scores. Why does the bell curve keep appearing? The Central Limit Theorem is the answer — and it is arguably the most important theorem in statistics.

June 25, 2025Read article →
Probability Deep Dive8 min read

Standard Deviation: The Most Misunderstood Number in Statistics

Standard deviation is not just a formula — it is a measure of how wrong your average is. Understanding it changes how you read every statistic you encounter.

July 6, 2025Read article →
Probability Deep Dive9 min read

The Poisson Distribution: From Prussian Deaths to Website Traffic

In 1898, a statistician counted soldiers kicked to death by horses. The data followed a distribution that now models everything from earthquakes to Amazon server requests.

July 10, 2025Read article →
Probability Deep Dive10 min read

The Gambler's Ruin: Why Infinite Play Always Ends in Bankruptcy

A gambler with finite wealth faces a casino with infinite wealth. Even with a fair coin, the gambler is mathematically certain to go broke. The proof is exact and merciless.

July 14, 2025Read article →
Probability Deep Dive8 min read

Random Walks: Why Stock Prices Follow a Drunkard's Path

A random walk is the sum of random steps. It describes particle diffusion, genetic drift, and — according to the Efficient Market Hypothesis — stock price movements.

July 30, 2025Read article →