In 2007 and 2008, underestimation of correlations and risks, as well as the misuse
of dependence models, lead to the financial crisis. This highlighted the need
to improve dependence modelling through both the correlation parameter and
choice of model used. Copulas are useful for modelling dependence patterns in
multivariate data, as well as prediction in regression analysis.