To ensure that the treatment did not cause any of the selected exogenous variables, we required that the selected determinants be either fixed over time (e.g., gender) or collected before the treatment (Caliendo and Kopeinig 2008). Thus, we measured all the variables in the binary regression before the treatment period, in 2006.