Segmentation by attitudes and values is essential for understanding differences among consumers, but which segment base can help marketers accurately predict online shopping behaviors? This study used data from a German online apparel retailer to create a model that showed much more differentiated click-through behaviors resulting from segmenting by fashion and online-shopping attitudes, than by value-based segmentation.