How To Better Understand Your Users

Aggregate user metrics often obscure individual behavior, leading founders to misinterpret product health. Dot plots solve this by mapping individual users across time periods, using specific events that signify value creation rather than superficial engagement. This visualization technique reveals granular patterns—such as weekday versus weekend usage, onboarding friction, and feature-specific engagement—that remain hidden in standard daily or monthly active user charts. By tracking individual user activity, companies can identify churn risks in B2B contracts or uncover causal relationships between specific features and sustained usage. Whether applied to small cohorts or sampled data from millions of users, dot plots provide a clear, actionable view of how people actually interact with a product, serving as a vital diagnostic tool alongside cohort retention curves to guide development and strategic decision-making.