2. This is especially the case over crisis periods, in which instrument characteristics can change dramatically over very short periods of time.

3. In more detailed factor models, idiosyncratic correlation may not be zero. For example, securities of the same issuer have typically positive correlation; in such case, the idiosyncratic covariance matrix is block-diagonal.