Economic Quarterly

This paper studies payment variation across locations and time using five years of transactions data from a large discount retail chain with hundreds of stores across the Fifth District. The results show that the median transaction size, demographics, education levels, and state fixed effects are the top factors in explaining cross-location payment variation in the sample. We also identify interesting time patterns of payment variation, particularly the longer-term decline in the cash share of transactions largely replaced by debit.