Land transitions and related driving factors vary within a metropolitan region.
Metropolitan area and its urban/peri-urban subsets are modeled separately.
Prediction accuracies rise by modeling urban and peri-urban areas independently.
Analysis of multiple scenarios explains the growth dynamics of a region.
Proposed approach improves growth modeling performance in a metropolitan area.