Integrates observational, survey and experimental studies and uses Covariate Balancing Propensity Score (CBPS) matching to demonstrate that branded app mobile wallets (BAMWs) both reduce payment awareness and are easier to use than carrier billing option (CBO) payments, resulting in increased purchase frequency and  amounts for a beverage brand sold in vending machines.