To ensure the internal consistency of the correlation estimates, we estimate a factor model (Vasicek, 1991; Gordy, 2003) based on the raw pair-wise correlations. In particular, we assume that the asset return of bank i at time t, log(Ai,t), is driven by C common factors, and an idiosyncratic factor, Zi,t: