Abstract
In this article, authors analyzed the multi-dimensional data of customer perceptions for 150 models of automobile measured in four occasions and the equipment data of vehicles to grasp the relationship between the adoption levels of technological features and the perceptional positioning of each vehicle. Through this analysis, authors found that the “over/under equipment” of technological features more than potential customers expect based on the perceptional positioning of each vehicle would make their attitudes for purchase worse.