We derive the relationship between the population model and the sample
model in the case of case-control sampling of clustered responses. Th
e derived formulae provide insight into why methods that ignore the sa
mpling scheme fail to provide consistent estimators in this case. The
differences between clustered and independent responses in the context
of the case-control design are discussed.