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The Evidence Engine: How Data Shapes Every Product Decision The Five Principles of an Evidence-Driven Culture

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Data doesn’t create culture. Habits do. These five rules keep teams anchored to reality instead of internal narrative.

— Evidence precedes investment. Test assumptions at small scale before committing engineering, budget, or brand capital.

— Behavior outranks opinion. Listen to users. Watch what they do. When the two diverge, trust the telemetry.

— Measure what moves the needle. Ignore vanity metrics. Track activation, retention, churn, conversion, and LTV/CAC.

— Experiments justify mistakes. It’s better to run ten tests, fail five, and learn fast than to spend a year building a feature nobody wanted.

— Data sharpens judgment. It doesn’t replace it. Good product teams don’t outsource thinking to dashboards. They use dashboards to think more clearly.

Habit Machine. AI Product Management

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