where the order ofp represents (k þ d max ). The optimal lag length k is selected on the basis of the Schwarz Bayesian Criterion (SBC). We then apply the standard Wald tests to the first k VAR coeffi cient matrix (but not all lagged coeffi cients) in order to draw the infer-ence about the direction of Granger causality. We test the hypotheses