Hot Hand, Variance, and When to Believe a Pattern — AthlyticZ Masterclass
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Masterclass · Tuesday, August 4, 2026

Hot Hand, Variance, and When to Believe a Pattern

Maddy Brown
Maddy BrownMathematics PhD Student, University of Washington | Sports Analytics Creator (@wnbadata)
Join — $199/mo This session is included with your Masterclass seat.

What you'll build

  • A simulation that shows how often streaks appear in pure randomness
  • A test for whether a pattern in your data is real or just variance
  • A reusable notebook for separating signal from noise in performance data

What you'll learn

  • Why the human eye sees streaks that are not there
  • How to quantify how much of a pattern could be luck
  • The hot-hand debate and what the statistics actually say
  • How to communicate uncertainty to people who want a clean answer

About Maddy

Mathematics PhD student at the University of Washington specializing in probability, and creator of @wnbadata sharing WNBA and women's basketball analytics.

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