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Campaign Impact on Customer Behavior

HardStatistics & Probability00:00
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Your question is Campaign Impact on Customer Behavior. Take a moment with it on the right.

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Problem

Scenario

You are reviewing customer behavior before and after a recent marketing campaign. The team wants to know whether observed changes reflect a real campaign effect or normal variation.

Question

How would you investigate whether a recent campaign changed customer behavior?

What This Tests

  • Framing a causal question from observational pre and post data
  • Choosing a hypothesis test for behavioral change
  • Quantifying uncertainty with confidence intervals
  • Recognizing trend and seasonality risks in campaign analysis