Modeling dependence dynamics through copulas with regime switching

► Copula functions are used to model dependence dynamics between random variables. ► We include hidden first order Markov Chain to describe the dependence dynamics. ► We implement a block bootstrap procedure to estimate the covariance matrix. ► The method performance is tested by Monte Carlo simulation and empirical applications. ► Our model offers relevant insights about the dependence dynamics.