The factor structure of the variables which describe consumers multidimensional response to marketing stimuli can be determined either by Within Analysis (based on variation across individuals in responding to a representative stimulus) or Among Analysis (based on variation among stimuli average profiles). Theoretical investigation and an empirical comparison indicate the superiority of Within Analysis.