Finiteness of the moment-generating function on an open neighborhood of zero gives its differentiability there. Using the permitted interchange of differentiation and expectation,
Hence , and . The second-order Taylor expansion with its Peano remainder gives
Here is the raw second moment, not the variance: . This distinction matters before specializing to a centered variable.

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