Essay · 12 min read

The Power User Curve

Andrew Chen Free Advanced

A single average retention number hides whether you have a small core of people who love the product, which is the seed you build on. This histogram approach shows you that core clearly, so you can tell a total dud from a real but narrow fit that needs better onboarding to widen. Use it when your headline retention looks flat but you suspect a few users are genuinely hooked.

  • Look at the distribution of engagement, not just an average
  • A visible power user cluster means you have something to build on
  • Different products have different healthy engagement shapes

It answers 2 questions

  1. How do I know if I've defined my ICP too narrowly and I'm leaving obvious customers out?
  2. My MVP works but nobody sticks around after signing up. How do I diagnose whether it's a product problem or an onboarding problem?

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