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Combining SEM, fsQCA and BNs to Explore E-Bike Riders’ Helmet Wearing Intentions under the Impact of Mandatory Policies: An Empirical Study in Zhenjiang

Author

Listed:
  • Bichen Wang

    (School of Traffic and Automation Engineering, Jiangsu University, Zhenjiang 212013, China)

  • Peng Jing

    (School of Traffic and Automation Engineering, Jiangsu University, Zhenjiang 212013, China)

  • Chengxi Jiang

    (School of Traffic and Automation Engineering, Jiangsu University, Zhenjiang 212013, China)

Abstract

China has become the largest country for e-bikes in the past decade, leading to a surge in road-related accidents. Chinese provinces and cities have successfully formulated local regulations, which set fines for not wearing helmets levying on e-bike riders. Without considering psychological resistance which is universal under the premise of compulsory legislation, the legislation and enforcement activities cannot continuously promote electric bikers’ helmet use. This study aims to investigate the predictors that influence e-bike riders’ intention to wear helmets by designing a research methodology that incorporates the theory of planned behavior (TPB), the protection motivation theory (PMT), and the psychological reactance theory (PRT). A multi-method analytical approach, including structural equation modeling (SEM), fuzzy-set qualitative comparative analysis (fsQCA), and a Bayesian Network (BN) with a sample dataset of 846 respondents. SEM and fsQCA explored the intentions to wear helmets from linear and nonlinear perspectives. BN verifies the degree of influence between different configurations resulting from fsQCA, to predict which mental configurations could get the most significant impact on helmet use. A total of 11 configurations lead to high helmet-wearing intention, and 4 lead to low helmet-wearing intention. Policymakers could design safety policies on our research, such as driving licenses and special lectures for e-bike riders.

Suggested Citation

  • Bichen Wang & Peng Jing & Chengxi Jiang, 2023. "Combining SEM, fsQCA and BNs to Explore E-Bike Riders’ Helmet Wearing Intentions under the Impact of Mandatory Policies: An Empirical Study in Zhenjiang," Sustainability, MDPI, vol. 15(24), pages 1-25, December.
    • Handle: RePEc:gam:jsusta:v:15:y:2023:i:24:p:16704-:d:1297140
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    References listed on IDEAS

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    1. Romero-Castro, Noelia & Piñeiro-Chousa, Juan & Pérez-Pico, Ada, 2021. "Dealing with heterogeneity and complexity in the analysis of the willingness to invest in community renewable energy in rural areas," Technological Forecasting and Social Change, Elsevier, vol. 173(C).
    2. Dahms, Sven, 2019. "Foreign-owned subsidiary knowledge sourcing: The role of location and expatriates," Journal of Business Research, Elsevier, vol. 105(C), pages 178-188.
    3. Borhan, Muhamad Nazri & Ibrahim, Ahmad Nazrul Hakimi & Miskeen, Manssour A. Abdulasalm, 2019. "Extending the theory of planned behaviour to predict the intention to take the new high-speed rail for intercity travel in Libya: Assessment of the influence of novelty seeking, trust and external inf," Transportation Research Part A: Policy and Practice, Elsevier, vol. 130(C), pages 373-384.
    4. Tao Wang & Sihong Xie & Xiaofei Ye & Xingchen Yan & Jun Chen & Wenyong Li, 2020. "Analyzing E-Bikers’ Risky Riding Behaviors, Safety Attitudes, Risk Perception, and Riding Confidence with the Structural Equation Model," IJERPH, MDPI, vol. 17(13), pages 1-18, July.
    5. P. Fuster-Parra & A. García-Mas & F. Ponseti & P. Palou & J. Cruz, 2014. "A Bayesian network to discover relationships between negative features in sport: a case study of teen players," Quality & Quantity: International Journal of Methodology, Springer, vol. 48(3), pages 1473-1491, May.
    6. Garcia-Ferrer, A. & de Juan, A. & Poncela, P., 2006. "Forecasting traffic accidents using disaggregated data," International Journal of Forecasting, Elsevier, vol. 22(2), pages 203-222.
    7. Kumar, Satish & Sahoo, Saumyaranjan & Lim, Weng Marc & Kraus, Sascha & Bamel, Umesh, 2022. "Fuzzy-set qualitative comparative analysis (fsQCA) in business and management research: A contemporary overview," Technological Forecasting and Social Change, Elsevier, vol. 178(C).
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