Accounting for Unobservable Heterogeneity in Cross Section Using Spatial First Differences

Hannah Druckenmiller, Solomon Hsiang

We develop a cross-sectional research design to identify causal effects in the presence of unobservable heterogeneity without instruments. When units are dense in physical space, i…