There is a further problem with this method in that propensity scores are a continuous variable and exact matches are unlikely. We instead construct approximate matches using four different mechanisms. The first, and simplest, method is to stratify the sample by propensity score (we use six strata) and to compare the treated with the untreated within each stratum.