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Effects of Psychological Factors on Modal Shift from Car to Dockless Bike Sharing: A Case Study of Nanjing, China

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  • Xinwei Ma

    (School of Transportation, Southeast University, Dongnandaxue Road 2, Nanjing 211189, China)

  • Ruiming Cao

    (Architects & Engineers Co., LTD. of Southeast University, Sipailou 2, Nanjing 210096, China)

  • Jianbiao Wang

    (School of Transportation, Southeast University, Dongnandaxue Road 2, Nanjing 211189, China)

Abstract

The emergence of dockless bike sharing in recent years has reduced the usage of private cars, especially usage for short-distance trips (within 2 km). In this paper, a modified technology acceptance model (TAM) is proposed to investigate from the psychological perspective drivers’ willingness to shift to dockless bike sharing. The modified TAM includes the perceived usefulness of dockless bike sharing, perceived ease-of-use of dockless bike sharing, perceived health of dockless bike sharing, attitudes toward dockless bike sharing, and willingness to shift to dockless bike sharing. Data are obtained through offline communications with car drivers. The results show that two-thirds of car drivers are willing to use dockless bike sharing in short-distance trips. Perceived health, perceived ease-of-use, and perceived usefulness have significant positive effects on people’s attitudes toward dockless bike sharing. As expected, people’s attitudes toward dockless bike sharing are positively correlated with their willingness to shift. Policy implications are discussed to prompt the modal shift from private cars to dockless bike sharing according to the results.

Suggested Citation

  • Xinwei Ma & Ruiming Cao & Jianbiao Wang, 2019. "Effects of Psychological Factors on Modal Shift from Car to Dockless Bike Sharing: A Case Study of Nanjing, China," IJERPH, MDPI, vol. 16(18), pages 1-16, September.
  • Handle: RePEc:gam:jijerp:v:16:y:2019:i:18:p:3420-:d:267296
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    References listed on IDEAS

    as
    1. Braun, Lindsay M. & Rodriguez, Daniel A. & Cole-Hunter, Tom & Ambros, Albert & Donaire-Gonzalez, David & Jerrett, Michael & Mendez, Michelle A. & Nieuwenhuijsen, Mark J. & de Nazelle, Audrey, 2016. "Short-term planning and policy interventions to promote cycling in urban centers: Findings from a commute mode choice analysis in Barcelona, Spain," Transportation Research Part A: Policy and Practice, Elsevier, vol. 89(C), pages 164-183.
    2. Manis, Kerry T. & Choi, Danny, 2019. "The virtual reality hardware acceptance model (VR-HAM): Extending and individuating the technology acceptance model (TAM) for virtual reality hardware," Journal of Business Research, Elsevier, vol. 100(C), pages 503-513.
    3. Alex Antonio Florindo & Ligia Vizeu Barrozo & Gavin Turrell & João Paulo dos Anjos Souza Barbosa & William Cabral-Miranda & Chester Luiz Galvão Cesar & Moisés Goldbaum, 2018. "Cycling for Transportation in Sao Paulo City: Associations with Bike Paths, Train and Subway Stations," IJERPH, MDPI, vol. 15(4), pages 1-12, March.
    4. Alexandros Nikitas, 2019. "How to Save Bike-Sharing: An Evidence-Based Survival Toolkit for Policy-Makers and Mobility Providers," Sustainability, MDPI, vol. 11(11), pages 1-17, June.
    5. Jones, Tim, 2012. "Getting the British back on bicycles—The effects of urban traffic-free paths on everyday cycling," Transport Policy, Elsevier, vol. 20(C), pages 138-149.
    6. Zhang, Yongping & Mi, Zhifu, 2018. "Environmental benefits of bike sharing: A big data-based analysis," Applied Energy, Elsevier, vol. 220(C), pages 296-301.
    7. Lin, Jenn-Rong & Yang, Ta-Hui, 2011. "Strategic design of public bicycle sharing systems with service level constraints," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 47(2), pages 284-294, March.
    8. Jianxi Feng, 2016. "The Built Environment and Active Travel: Evidence from Nanjing, China," IJERPH, MDPI, vol. 13(3), pages 1-14, March.
    9. Shang-Yu Chen & Chung-Cheng Lu, 2016. "A Model of Green Acceptance and Intentions to Use Bike-Sharing: YouBike Users in Taiwan," Networks and Spatial Economics, Springer, vol. 16(4), pages 1103-1124, December.
    10. Park, Chung & Sohn, So Young, 2017. "An optimization approach for the placement of bicycle-sharing stations to reduce short car trips: An application to the city of Seoul," Transportation Research Part A: Policy and Practice, Elsevier, vol. 105(C), pages 154-166.
    11. Yanjie Ji & Xinwei Ma & Mingyuan Yang & Yuchuan Jin & Liangpeng Gao, 2018. "Exploring Spatially Varying Influences on Metro-Bikeshare Transfer: A Geographically Weighted Poisson Regression Approach," Sustainability, MDPI, vol. 10(5), pages 1-23, May.
    12. Cheng, Long & Chen, Xuewu & Yang, Shuo & Cao, Zhan & De Vos, Jonas & Witlox, Frank, 2019. "Active travel for active ageing in China: The role of built environment," Journal of Transport Geography, Elsevier, vol. 76(C), pages 142-152.
    13. repec:cdl:itsdav:qt79v822k5 is not listed on IDEAS
    14. Chen, Shang-Yu, 2016. "Green helpfulness or fun? Influences of green perceived value on the green loyalty of users and non-users of public bikes," Transport Policy, Elsevier, vol. 47(C), pages 149-159.
    15. Elliot Fishman, 2016. "Bikeshare: A Review of Recent Literature," Transport Reviews, Taylor & Francis Journals, vol. 36(1), pages 92-113, January.
    16. Roger Mackett, 2003. "Why do people use their cars for short trips?," Transportation, Springer, vol. 30(3), pages 329-349, August.
    17. Fanying Zheng & Fu Gu & Wujie Zhang & Jianfeng Guo, 2019. "Is Bicycle Sharing an Environmental Practice? Evidence from a Life Cycle Assessment Based on Behavioral Surveys," Sustainability, MDPI, vol. 11(6), pages 1-25, March.
    18. repec:cdl:uctcwp:qt3cd802js is not listed on IDEAS
    19. repec:cdl:itsrrp:qt7010k9p3 is not listed on IDEAS
    20. repec:cdl:itsrrp:qt6qg8q6ft is not listed on IDEAS
    21. Jian-gang Shi & Hongyun Si & Guangdong Wu & Yangyue Su & Jing Lan, 2018. "Critical Factors to Achieve Dockless Bike-Sharing Sustainability in China: A Stakeholder-Oriented Network Perspective," Sustainability, MDPI, vol. 10(6), pages 1-16, June.
    22. Cheng, Peng & OuYang, Zhe & Liu, Yang, 2019. "Understanding bike sharing use over time by employing extended technology continuance theory," Transportation Research Part A: Policy and Practice, Elsevier, vol. 124(C), pages 433-443.
    23. Ray Pritchard, 2018. "Revealed Preference Methods for Studying Bicycle Route Choice—A Systematic Review," IJERPH, MDPI, vol. 15(3), pages 1-30, March.
    24. Mingyang Du & Lin Cheng, 2018. "Better Understanding the Characteristics and Influential Factors of Different Travel Patterns in Free-Floating Bike Sharing: Evidence from Nanjing, China," Sustainability, MDPI, vol. 10(4), pages 1-14, April.
    25. Martin, Elliot W. & Shaheen, Susan A., 2014. "Evaluating public transit modal shift dynamics in response to bikesharing: a tale of two U.S. cities," Journal of Transport Geography, Elsevier, vol. 41(C), pages 315-324.
    26. repec:cdl:itsrrp:qt6x29n876 is not listed on IDEAS
    27. Gu, Tianqi & Kim, Inhi & Currie, Graham, 2019. "To be or not to be dockless: Empirical analysis of dockless bikeshare development in China," Transportation Research Part A: Policy and Practice, Elsevier, vol. 119(C), pages 122-147.
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    Cited by:

    1. Byoungsoo Kim & Daekil Kim, 2020. "Exploring the Key Antecedents Influencing Consumer’s Continuance Intention toward Bike-Sharing Services: Focus on China," IJERPH, MDPI, vol. 17(12), pages 1-14, June.
    2. Kong, Hui & Chao, Hao & Fu, Wenyan & Lin, Diao & Zhang, Yongping, 2025. "Relationship between shared micromobility and public transit: The differences between shared bikes and shared E-bikes," Journal of Transport Geography, Elsevier, vol. 123(C).
    3. David Rojas-Rueda, 2021. "Health Impacts of Urban Bicycling in Mexico," IJERPH, MDPI, vol. 18(5), pages 1-11, February.
    4. Teixeira, João Filipe & Silva, Cecília & Moura e Sá, Frederico, 2023. "Factors influencing modal shift to bike sharing: Evidence from a travel survey conducted during COVID-19," Journal of Transport Geography, Elsevier, vol. 111(C).
    5. Li-Ting Chen & Ya-Wen Hsu, 2020. "Socio-Ecological Predictors of Frequent Bike Share Trips: Do Purposes Matter?," IJERPH, MDPI, vol. 17(20), pages 1-16, October.

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