A 2014 survey of 350 college students from Stanford, Harvard, Duke, and Ohio State explored millennials' mobile commerce habits, revealing that 67% buy paid apps or in-app purchases. The survey also highlighted common shopping and payment preferences, with 91% of respondents using credit/debit cards or gift cards. Key reasons for mobile shopping abandonment included slow site loading and complicated checkout processes.