To test the first two implications of the model, Strömberg (2004) uses data on a cross-section of U.S. counties to study how radio penetration affected the distribution of funds in an important New Deal program providing unemployment relief between 1933 and 1935. The econometric model estimated by Strömberg (2004) has the form