In this paper, we present some results on the existence of balanced arrays (B-arrays) with two symbols and of strength four by using some inequalities involving the statistical concepts of skewness and kurtosis. We demonstrate also, through an illustrative example, that in certain situations, the results given here lead to sharper upper bounds on the number of constraints for B-arrays.