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Intermediate Proof

The Central Limit Theorem: A Universal Law

Students often mistake the CLT as a statement that the population becomes Normal as n n increases. Crucially, the population distribution remains unchanged; it is only the sampling distribution of the mean that converges to Normality. Additionally, the theorem requires the variance σ2 \sigma^2 to be finite.
Institutional Reference: Statistical Inference I
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