Brand preference is closely related to brand choice that can facilitate consumer decision making and activate brand purchase. There has been a long standing interest from marketers to understand how consumers form their preferences toward a specific brand knowing the pattern of consumer preferences across the population is a critical input for designing and developing innovative marketing strategies. It also uncovers the heterogeneity of consumer choices leading to efficient market segmentation strategies.