IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v17y2025i15p7147-d1719277.html

Promoting Sustainable Mobility on Campus: Uncovering the Behavioral Mechanisms Behind Non-Compliant E-Bike Use Among University Students

Author

Listed:
  • Huihua Chen

    (School of Civil Engineering, Central South University, Changsha 410075, China)

  • Yongqi Guo

    (School of Civil Engineering, Central South University, Changsha 410075, China)

  • Lei Li

    (School of Civil Engineering, Central South University, Changsha 410075, China)

Abstract

Electric bikes (e-bikes) offer a low-carbon, space-efficient solution for campus mobility, yet their sustainable potential is increasingly challenged by patterns of non-compliant use, including speeding, informal parking, and unauthorized charging. This study integrates the Theory of Planned Behavior (TPB) and the Technology Acceptance Model (TAM) to examine the cognitive and contextual factors that shape such behaviors among university students. Drawing on a survey of 408 e-bike users and structural equation modeling, the results show that non-compliance is primarily driven by perceived usefulness, ease of action, and behavioral feasibility, with affective and normative factors playing indirect, reinforcing roles. Importantly, actual behavior is influenced not only by intention but also by students’ perceived capacity to act within low-enforcement environments. These findings highlight the need to align behavioral perceptions with sustainability goals. The study contributes to sustainable mobility governance by clarifying key psychological pathways and offering targeted insights for designing perception-sensitive interventions in campus transport systems. Furthermore, by promoting compliance-oriented campus mobility, this research highlights a pathway toward enhancing the resilience of transport systems through behavioral adaptation within semi-regulated environments.

Suggested Citation

  • Huihua Chen & Yongqi Guo & Lei Li, 2025. "Promoting Sustainable Mobility on Campus: Uncovering the Behavioral Mechanisms Behind Non-Compliant E-Bike Use Among University Students," Sustainability, MDPI, vol. 17(15), pages 1-21, August.
  • Handle: RePEc:gam:jsusta:v:17:y:2025:i:15:p:7147-:d:1719277
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/17/15/7147/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/2071-1050/17/15/7147/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Chou, Chun-Chen & Iamtrakul, Pawinee & Yoh, Kento & Miyata, Masato & Doi, Kenji, 2024. "Determining the role of self-efficacy in sustained behavior change: An empirical study on intention to use community-based electric ride-sharing," Transportation Research Part A: Policy and Practice, Elsevier, vol. 179(C).
    2. Xiaoyu Zhang & Ee Shiang Lim & Maowei Chen, 2024. "Promoting Sustainable Urban Mobility: Factors Influencing E-Bike Adoption in Henan Province, China," Sustainability, MDPI, vol. 16(22), pages 1-15, November.
    3. Shanmugavel, Nagarajan & Balakrishnan, Janarthanan, 2023. "Influence of pro-environmental behaviour towards behavioural intention of electric vehicles," Technological Forecasting and Social Change, Elsevier, vol. 187(C).
    4. Wong, Gai-Zhe & Wong, Kok-Hoe & Lau, Teck-Chai & Lee, Jun-Han & Kok, Yin-Hui, 2024. "Study of intention to use renewable energy technology in Malaysia using TAM and TPB," Renewable Energy, Elsevier, vol. 221(C).
    5. Nenad Djokic & Nikola Milicevic & Branimir Kalas & Ines Djokic & Vera Mirovic, 2023. "E-Bicycle as a Green and Physically Active Mode of Transport from the Aspect of Students: TPB and Financial Incentives," IJERPH, MDPI, vol. 20(3), pages 1-11, January.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Kumar, Vikas & Kaushik, Arun Kumar & Noravesh, Farima & Sindhwani, Rahul & Mathiyazhagan, K., 2025. "Green drives: Understanding how environmental propensity, range and technological anxiety shape electric vehicle adoption intentions," Technological Forecasting and Social Change, Elsevier, vol. 210(C).
    2. Liu, Xiaodi & Zhang, Dezhen & Nguyen, Cam Tu & Yuen, Kum Fai & Wang, Xueqin, 2025. "“Freedom–enslavement” paradox in consumers’ adoption of smart transportation: A comparative analysis of three technologies," Transport Policy, Elsevier, vol. 164(C), pages 206-216.
    3. Farm, Mooi Yen & Vafaei-Zadeh, Ali & Hanifah, Haniruzila & Nikbin, Davoud, 2024. "The role of value, belief and norm in shaping intentions to use residential rooftop solar for environment sustainability," Energy Policy, Elsevier, vol. 194(C).
    4. Kumar, Aman & Shankar, Amit & Behl, Abhishek & Vrontis, Demetris, 2026. "Feeling the heat? metaverse as a platform for motivating pro-environmental behaviour through consumers’ climate (change) engagement," Technovation, Elsevier, vol. 149(C).
    5. Gustavo Adolfo Correa Solano & Julián David Castañeda Muñoz & Angelica Chappe Chappe & Rogelio Manuel Alvarado Martinez & Rossember Edén Cardenas-Torres & Claudia Patricia Ortiz & Daniel Ricardo Delga, 2025. "Analysis of the Human Barriers to Using Bicycles as a Means of Transportation in Developing Cities," Sustainability, MDPI, vol. 17(18), pages 1-21, September.
    6. Jain, Monika & Singh, Archana, 2024. "An empirical study on electric vehicle adoption in India: A step towards a greener environment," Transport Policy, Elsevier, vol. 156(C), pages 112-125.
    7. Niu, Zhipeng & Liu, Wenjia & Yao, Jia & Xiao, Xu & Wu, Jianjun, 2025. "A multidimensional analysis of potential suppliers’ behavioral intentions in shared parking: Insights from SEM, NCA, and fsQCA," Transport Policy, Elsevier, vol. 174(C).
    8. Thi Hoang Ha Tran & Tuan Duong Vu, 2025. "Enhancing Renewable Energy Product Consumption of Young Customers Through Sustainable Development Goals Knowledge: An Application of the Theory of Planned Behavior," Sustainability, MDPI, vol. 17(9), pages 1-21, April.
    9. Gang Kou & Serkan Eti & Serhat Yüksel & Hasan Dinçer & Merve Acar & Edanur Ergün & Harun Çetinkaya, 2026. "Advancing financial innovation in energy poverty solutions: a koch snowflake-based fuzzy decision support system," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 12(1), pages 1-21, December.
    10. Schnack, Alexander & Bartsch, Fabian & Osburg, Victoria-Sophie & Errmann, Amy, 2024. "Sustainable agricultural technologies of the future: Determination of adoption readiness for different consumer groups," Technological Forecasting and Social Change, Elsevier, vol. 208(C).
    11. Tu, Gengyang & Zhang, Ruzhen & Morrissey, Karyn, 2025. "Cross-country perspectives on electrified mobility adoption: Comprehensive insights into the impact of lifestyles and mobility needs," Journal of Transport Geography, Elsevier, vol. 128(C).
    12. Sha Lou & Junjie Huang & Dehua Zhang, 2025. "The Mechanism of Textile Recycling Intention and Behavior Transformation: The Moderating Effect Based on Community Response," Sustainability, MDPI, vol. 17(21), pages 1-21, October.
    13. Li, Jun & Zhang, Ao & Wang, Chengyuan & Wang, Shanyong & Liang, Liang, 2025. "Switching behavior in the adoption of electric vehicle in China: Perspective of push–pull-mooring framework," Transportation Research Part A: Policy and Practice, Elsevier, vol. 192(C).
    14. Castellani, Paola & Cassia, Fabio & Vargas-Sánchez, Alfonso & Giaretta, Elena, 2025. "Food innovation towards a sustainable world: A study on intention to purchase lab-grown meat," Technological Forecasting and Social Change, Elsevier, vol. 211(C).
    15. Vigolo, Vania & Galimberti, Alessandro & Cobelli, Nicola & Baroni, Bruno Nazim, 2025. "Toward clean cooking: Predicting consumers' intentions to purchase improved cookstoves in Sub-Saharan countries," Technological Forecasting and Social Change, Elsevier, vol. 219(C).
    16. Terenzi, Marco & Ogheri, Chiara & Locatelli, Giorgio, 2025. "Understanding homeowners' behavioural determinants: A study on house retrofitting and PV adoption," Applied Energy, Elsevier, vol. 397(C).
    17. Xue, Yixi & Zhang, Yi & Wang, Zhuoli & Tian, Shuo & Xiong, Qian & Li, Lydia Qianqian, 2023. "Effects of incentive policies on the purchase intention of electric vehicles in China: Psychosocial value and family ownership," Energy Policy, Elsevier, vol. 181(C).
    18. den Steen, Nikolaas Van & Cappelle, Jan & Vanhaverbeke, Lieselot, 2025. "Adoption of speed pedelecs as a commuting vehicle: Investigating the influence of a test period," Transportation Research Part A: Policy and Practice, Elsevier, vol. 194(C).
    19. Lv, Zhe & Zhao, Wenjia & Liu, Yu & Wu, Jie & Hou, Mutian, 2024. "Impact of perceived value, positive emotion, product coolness and Mianzi on new energy vehicle purchase intention," Journal of Retailing and Consumer Services, Elsevier, vol. 76(C).
    20. Zhang, Chaoqun & Zha, Donglan & Jiang, Pansong & Wang, Fu & Yang, Guanglei & Salman, Muhammad & Wu, Qing, 2023. "The effect of customized information feedback on individual electricity saving behavior: Evidence from a field experiment in China," Technological Forecasting and Social Change, Elsevier, vol. 193(C).

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:gam:jsusta:v:17:y:2025:i:15:p:7147-:d:1719277. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.