Explain the difference between correlation and causation from a statistical perspective. What methods allow us to make causal claims from observational data?

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The distinction between correlation and causation is fundamental to statistical reasoning. Correlation describes a statistical association between variables: when one changes, the other tends to change in a predictable way.