Correlation are of two kinds association and difference.
correlation relates 2 metric variables
spencer relates 2 ordinal variables
kendal w relates 3 or more ordinal variables
cochran Q relates 3 or more dichotomous variables
Multiples regression 3 or more metric variables
if alpha > 0.05...