Before revision: We argue that the classical indices of tail dependence quite often underestimate the tail dependence in copulas and thus may not always convey useful information.
After revision: We demonstrate both analytically and numerically that the existing methods for measuring tail dependence in copulas may sometimes underestimate the extent of extreme co-movements of dependent risks and, therefore, may not always convey useful information.