Abstract We present a list of challenges one faces when given the task of modeling dependence between stochastic … common) pitfalls and fallacies, and we particularly address readers who are new to dependence modeling. The presented list of … challenges is clearly not complete, but it gives a flavor of how difficult and subtle the task of dependence modeling can be …