Key Takeway

Consumers choose autos and other products on both functional and visual attributes. An advanced machine learning technique can help marketers map competitive markets on both dimensions simultaneously, identifying product boundaries and potential extensions, aligning with consumer decision processes and assessing competitive threats better than maps based only on functional attributes.