Abstract: In this paper, we generalize the concept of sub-Gaussian random variable to that of "locally" sub-Gaussian random variable. Some properties of locally sub-Gaussian random variables are presented. It is shown that a "local" version of the moment inequality used by Taylor and Hu in 1987 can be used to give an equally simple proof of the strong law of large numbers for locally sub-Gaussian random variables.