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Correlation Versus Causation in Analytics

EasyStatistics & Probability00:00
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Your question is Correlation Versus Causation in Analytics. Take a moment with it on the right.

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Problem

Scenario

You are reviewing product usage data and notice that customers who use more features also tend to renew at higher rates. A stakeholder wants to treat that relationship as proof that feature usage drives renewal.

Question

How would you explain the difference between correlation and causation in a business context?

What This Tests

  • Recognizing correlation in observational business data
  • Explaining confounding in plain language
  • Using regression as an adjustment tool, not automatic proof of causality
  • Knowing when experiments are needed