Finding ways to reduce poverty and inequity is a daunting challenge for local, national and international decision-makers. One important aspect of this challenge is the spatial heterogeneity of poverty: poor people tend to be clustered in specific places. Aggregated, national-level poverty data masks this subnational variation.