In this paper the interest is in testing the null hypothesis of positive quadrant dependence (PQD) between two random variables. The key methodology of the proposed testing procedures consists of evaluating a “distance” between a nonparametric estimator of a copula and the independence copula, which serves as a reference case in the whole set of copulas having the PQD property.