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Foundational Proof

Proof of the Linearity of Expectation and its Applications

Students often mistakenly assume that the linearity of expectation requires the random variables to be independent. This is a critical misconception, as independence is crucial for properties like variance of sums, but not for expectation.
Institutional Reference: Applied Statistics
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