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The study maps rural poverty and food insecurity at the district level across Botswana, Mozambique, South Africa, and Zimbabwe from 2003 to 2013. It finds that while CPWF-LBDC research sites are generally located in poor areas, they are not always in the poorest districts. The report emphasizes that female- and child-headed households are the most vulnerable across all four countries and argues that poverty indices should be a primary factor in selecting sites for AWM interventions to effectively reduce food insecurity and poverty.