Write the one-dimensional random walk endpoint as , starting at the origin. Assume unbiased, independent increments, each with and . Expanding the square gives
Independence makes each cross expectation . Consequently
Uncorrelated increments with the same second moments would suffice. Unbiasedness alone does not remove correlations: persistent or anticorrelated steps need not satisfy this result. The symbol is already the mean-square step size, with units of length squared.

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