An unbiased estimator of the variance of the mean has been developed using the coefficient of variation, skewness, and kurtosis of distributions. This estimator is more efficient than traditional methods, especially for distributions with low variability, small sample sizes, or high skewness and kurtosis. The results from empirical studies support the effectiveness of this new estimator.