So far in our treatment of regression models for continuous, dichotomous and survival data we have worked with data sets that record observations for individual subjects. When working from published reports and/or administrative sources it is often impossible or impractical to get individual level data and more likely that we must work with data that has been aggregated (i.e. summed up in tables or described only by summary measures, such as means).