Distinguish a descriptive readout from an inferential claim in a business update.
A dashboard should tell you what happened before it tries to tell you why. What description does well Descriptive statistics compress a messy business period into something managers can scan: counts, rates, medians, spreads, and segment cuts. They are the right tool when the goal is to orient the room to the current state. Where inference begins Inference starts when you move beyond the observed rows. If you claim a sample represents the population, a result will repeat, or a pattern is meaningful rather than noisy, you are making an inferential move and should show uncertainty. A safer operating pattern…
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