This paper assesses the usefulness of private credit variables and other macro financial and banking sector indicators for the setting of Basel III / CRD IV countercyclical capital buffers (CCBs) in a multivariate early warning model framework, using data for 23 EU Members States from 1982Q2 to 2012Q3. We find that in addition to credit variables, other domestic and global financial factors such as equity and house prices as well as banking sector variables help to predict vulnerable states of the economy in EU Member States. We therefore suggest that policy makers take a broad approach in their analytical models supporting CCB policy measures.