Phase 4 · Data & Metrics for PMs

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Statistical Significance Basics

Part of the Product Management Roadmap.

Summary

Understanding whether a difference between two numbers (e.g. two A/B test variants) is a real effect or just random noise — enough intuition to avoid shipping a 'winner' that isn't actually one.

How to Learn This

  • 1Learn what a p-value intuitively represents, without the full formula derivation.
  • 2Understand why small sample sizes produce unreliable 'wins'.
  • 3Learn the term 'peeking' and why stopping a test early on a good result is a trap.
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