The following notation represents the usual panel structure, with the specification of dependent on the particular model:

The total number of observations . For the balanced data case, for all . The covariance matrix of is denoted by . Let and be the independent and dependent variables arranged by cross section and by time within each cross section. Let be the matrix without the intercept. All other notation is specific to each section.