Based on a large-scale, unique longitudinal dataset comprising more than 4m transactions, I first investigate drivers of customers’ point of sale choice (online vs. counter PoS). Second, I study which PoS yields higher purchase decision quality. I establish whether linkages hold across different customer segments and pricing contexts, and examine consumers’ learning effects over time. Third, I ...