In the first follow up survey, we identified the set of hamlets in each village that had at least one targeted beneficiary and had not been randomly selected to be surveyed in the previous experiment; we then randomly selected one hamlet from this set. Within each hamlet, we selected 8 households to be surveyed for a total of 4,571 households. Of these 8 households, we oversampled beneficiaries...