 This study evaluates the ability of various geospatial data products to model human settlement and population patterns, using a unique validation database and identifying advantages and shortcomings of each data type across different geographic settings in the US. This article was authored by Johannes H. Huell, Humidrisa Zorogine, Stefan Lake, and others.