Various processes in casualty insurance involve correlated pairs of variables. A prominent example is the loss and allocated loss adjustment expenses on a single claim. In this paper the bivariate copula is introduced and an approach to conducting goodness-of-fit tests is suggested. A large example illustrates the concepts. (C) 1999 Elsevier Science B.V. All rights reserved.