This report presents the findings of a study that aimed to examine the relationship between the location of rural poor population and land use quality in West Africa based on "best available" data using Geographic Information Systems technology. Following a WRI model using Human Development Index (HDI) indicators to represent poverty the study identified levels of poverty in terms of the following surrogate Health and Demographic Survey variables: child mortality, adult female literacy, primary school enrolment, and children with stunted growth.