Rank correlation
The maximum value for the correlation is r = 1, which means that 100% of the pairs favor the hypothesis.  A correlation of r = 0 indicates that half the pairs favor the hypothesis and half do not.  An effect size of r = 0 describes no relationship between group membership and the members' ranks.