It is well known that quantization cannot increase the Kullback-Leibler divergence which can be thought of as the first moment of the log-likelihood ratios. In this paper, this result is extended to the case of second and higher moments of the log-likelihood ratios. It is shown that quantization may result in an increase of the second or higher moments of the log-likelihood ratio, but such an i...