In modeling market potential with simple and multiple regression, unsatisfactory results are frequently obtained due to the presence of spatial autocorrelation in the data. The Geary's Ratio can identify and measure the intensity of this phenomenon. The concept of autocorrelation substantially improves the performance of a model to estimate supermarket floor space in São Paulo state counties.
Spatial autocorrelation; modeling; market potential; regression; supermarkets