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DATA-ANALYSIS-FUNDAMENTALS5 MIN READ

Coach a Stakeholder Away From a Causal Leap

Use careful language to distinguish association from causation while keeping the business path forward.

dialogue-thread comparison-spectrum coach-callout Vik V Product Lead 1 Preserve 2 Downgrade 3 Test Causal leap 20 sec Useful signal, risky verb Checklist users activate at 63%; non-users activate at 51%. Users also had 2.1x more prior sessions. The relationship is actionable as a hypothesis, but the launch claim would overstate evidence. +12 pts

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