Attitudinal Bicycle Commuting Market Segmentation in Nanjing, China: Structural Equation Modeling Approach
The primary purpose of this paper is to identify travelers¡¯ willingness to commute by bicycles and to investigate the effects of their attitudes on this willingness. To achieve this objective, an attitudinal market segmentation method is presented with a case study of Nanjing in China. This approach uses structural equation modeling (SEM) to simultaneously identify the travelers¡¯ cognitive and affective attitudes, perceptual evaluation on bicycling, and willingness to use bicycles. According to the result of SEM, three attitudes have highly significant effects on the willingness to use bicycle. It is found that travelers¡¯ desire for comfort is negatively related to the willingness; while both their need for fixed schedule and environmental consciousness have positive impacts. And then travelers are clustered into several distinct segments by using these three attitudes and the willingness as segmentation variables in K-Means clustering. The K-Means analysis gives six segments with varying willingness. Each segment is also a unique combination of cognitive and affective attitudes, suggesting that the same willingness can take place for different reasons and that the same attitude can lead to different willingness. The results of attitudinal market segmentation can also identify the potential ¡®mode switchers¡¯ and provide information for developing focused strategies to well serve the targeted segment and to promote more bicycle usage.
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Corporate Authors:
500 Fifth Street, NW
Washington, DC United States 20001 -
Authors:
- Yang, Chen
- Wang, Wei
- Xu, Chengcheng
- Li, Zhibin
- Shan, Xiaofeng
- Jin, Jing
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Conference:
- Transportation Research Board 90th Annual Meeting
- Location: Washington DC, United States
- Date: 2011-1-23 to 2011-1-27
- Date: 2011
Language
- English
Media Info
- Media Type: DVD
- Features: Figures; References; Tables;
- Pagination: 20p
- Monograph Title: TRB 90th Annual Meeting Compendium of Papers DVD
Subject/Index Terms
- TRT Terms: Attitudes; Bicycle commuting; Bicycling; Cluster analysis; Market segmented groups; Mode choice; Socioeconomic factors; Structural equation modeling; Travel behavior
- Geographic Terms: Nanjing (China)
- Subject Areas: Data and Information Technology; Pedestrians and Bicyclists; I71: Traffic Theory;
Filing Info
- Accession Number: 01337545
- Record Type: Publication
- Report/Paper Numbers: 11-2389
- Files: TRIS, TRB
- Created Date: Apr 21 2011 1:10PM