We produce methodology for regression analysis when the geographic locations of independent and dependent variables do not coincide, in which case we speak misaligned data. develop investigate two complementary methods with data that circumvent need to estimate or specify covariance errors. carry out a detailed reanalysis Maccini Yang (2009) find economically significant quantitative difference...