For , Markov's inequality gives the displayed bound, so implies convergence in probability to zero even when the first absolute moment does not tend to zero. For products of independent and identically distributed factors, it suffices that . With the uniform distribution on , the product of independent uniform random variables formula makes this . Since as , such an exists whenever .
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