perspective on how brands are distinct in consumer perceptions. Brand distinctiveness is usually portrayed on a map where brands … study found that the conventional mapping and clustering techniques failed to depict coherent brand proximity from its data … insights as brand-building feedback, and as a source of co-branding ideas to take advantage of the ways consumers organize …