Incorporating geography into a new generalized theoretical and statistical framework addressing the modifiable areal unit problem.

The proposed framework represents a new minimum standard in the estimation of associations using spatially aggregated data, and a reference point against which previous findings and misconceptions related to the MAUP can be understood.