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What factors influence the intention to use electric motorcycles in motorcycle-dominated countries? An empirical study in Vietnam

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  • Nguyen-Phuoc, Duy Quy
  • Truong, Thi Minh
  • Nguyen, Minh Hieu
  • Pham, Huong-Giang
  • Li, Zhi-Chun
  • Oviedo-Trespalacios, Oscar

Abstract

Transitioning to electric motorcycles (EMs) can reduce dependence on carbon-based fuels, mitigate air pollution, and lower greenhouse gas emissions in countries where motorcycles dominate the transportation landscape. However, the factors influencing fleet electrification in these countries remain largely unknown. Given that this challenge pertains to the prior adoption of new technology, technology acceptance theories can provide valuable insights into the adoption of EMs. Additionally, misinformation about EM risks and self-assessment of knowledge could interact as determinants of adoption. This study integrates the Technology Acceptance Model (TAM), the Theory of Planned Behavior (TPB), and perceived risk to elucidate the impact of psychosocial factors on consumers' intentions to use EMs. Furthermore, it examines the direct and moderating effect of subjective knowledge about EM technology on the formation of this behavioral intention. Structural Equation Modeling (SEM) analysis was applied to investigate data collected from 762 respondents through personal interviews using a questionnaire. The results confirm that all original TAM and TPB constructs significantly influence behavioral intention, aligning with theoretical expectations. As hypothesized, perceived risk was found to exert a negative influence on the intention to adopt EMs. Additionally, subjective knowledge was observed to moderate the relationship between perceived usefulness and subjective norms concerning the intention to use EMs. These findings offer a roadmap for developing strategies aimed at encouraging adoption intentions toward EMs, particularly in countries like Vietnam.

Suggested Citation

  • Nguyen-Phuoc, Duy Quy & Truong, Thi Minh & Nguyen, Minh Hieu & Pham, Huong-Giang & Li, Zhi-Chun & Oviedo-Trespalacios, Oscar, 2024. "What factors influence the intention to use electric motorcycles in motorcycle-dominated countries? An empirical study in Vietnam," Transport Policy, Elsevier, vol. 146(C), pages 193-204.
    • Handle: RePEc:eee:trapol:v:146:y:2024:i:c:p:193-204
    DOI: 10.1016/j.tranpol.2023.11.013
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    as
    1. Adu-Gyamfi, Gibbson & Song, Huaming & Obuobi, Bright & Nketiah, Emmanuel & Wang, Hong & Cudjoe, Dan, 2022. "Who will adopt? Investigating the adoption intention for battery swap technology for electric vehicles," Renewable and Sustainable Energy Reviews, Elsevier, vol. 156(C).
    2. Jones, Tim & Harms, Lucas & Heinen, Eva, 2016. "Motives, perceptions and experiences of electric bicycle owners and implications for health, wellbeing and mobility," Journal of Transport Geography, Elsevier, vol. 53(C), pages 41-49.
    3. Ning, Yu & Yan, Mian & Xu, Su Xiu & Li, Yina & Li, Lixu, 2021. "Shared parking acceptance under perceived network externality and risks: Theory and evidence," Transportation Research Part A: Policy and Practice, Elsevier, vol. 150(C), pages 1-15.
    4. Huang, Shihping Kevin & Kuo, Lopin & Chou, Kuei-Lan, 2018. "The impacts of government policies on green utilization diffusion and social benefits – A case study of electric motorcycles in Taiwan," Energy Policy, Elsevier, vol. 119(C), pages 473-486.
    5. Nguyen-Phuoc, Duy Quy & Su, Diep Ngoc & Nguyen, Minh Hieu & Vo, Nguyen S. & Oviedo-Trespalacios, Oscar, 2022. "Factors influencing intention to use on-demand shared ride-hailing services in Vietnam: risk, cost or sustainability?," Journal of Transport Geography, Elsevier, vol. 99(C).
    6. Park, Eunil & Ohm, Jay Y., 2014. "Factors influencing the public intention to use renewable energy technologies in South Korea: Effects of the Fukushima nuclear accident," Energy Policy, Elsevier, vol. 65(C), pages 198-211.
    7. Kumar Shalender & Naman Sharma, 2021. "Using extended theory of planned behaviour (TPB) to predict adoption intention of electric vehicles in India," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 23(1), pages 665-681, January.
    8. Liang, Jyun-Kai & Eccarius, Timo & Lu, Chung-Cheng, 2019. "Investigating factors that affect the intention to use shared parking: A case study of Taipei City," Transportation Research Part A: Policy and Practice, Elsevier, vol. 130(C), pages 799-812.
    9. Shanyong Wang & Jin Fan & Dingtao Zhao & Shu Yang & Yuanguang Fu, 2016. "Predicting consumers’ intention to adopt hybrid electric vehicles: using an extended version of the theory of planned behavior model," Transportation, Springer, vol. 43(1), pages 123-143, January.
    10. Anil Khurana & V. V. Ravi Kumar & Manish Sidhpuria, 2020. "A Study on the Adoption of Electric Vehicles in India: The Mediating Role of Attitude," Vision, , vol. 24(1), pages 23-34, March.
    11. Wang, Shanyong & Wang, Jing & Li, Jun & Wang, Jinpeng & Liang, Liang, 2018. "Policy implications for promoting the adoption of electric vehicles: Do consumer’s knowledge, perceived risk and financial incentive policy matter?," Transportation Research Part A: Policy and Practice, Elsevier, vol. 117(C), pages 58-69.
    12. Kim, Moon-Koo & Oh, Jeesun & Park, Jong-Hyun & Joo, Changlim, 2018. "Perceived value and adoption intention for electric vehicles in Korea: Moderating effects of environmental traits and government supports," Energy, Elsevier, vol. 159(C), pages 799-809.
    13. Chee, Pei Nen Esther & Susilo, Yusak O. & Wong, Yiik Diew, 2020. "Determinants of intention-to-use first-/last-mile automated bus service," Transportation Research Part A: Policy and Practice, Elsevier, vol. 139(C), pages 350-375.
    14. Hidrue, Michael K. & Parsons, George R. & Kempton, Willett & Gardner, Meryl P., 2011. "Willingness to pay for electric vehicles and their attributes," Resource and Energy Economics, Elsevier, vol. 33(3), pages 686-705, September.
    15. Quy Nguyen-Phuoc, Duy & An Ngoc Nguyen, Nguyen & Nguyen, Minh Hieu & Ngoc Thi Nguyen, Ly & Oviedo-Trespalacios, Oscar, 2022. "Factors influencing road safety compliance among food delivery riders: An extension of the job demands-resources (JD-R) model," Transportation Research Part A: Policy and Practice, Elsevier, vol. 166(C), pages 541-556.
    16. Mohamed, Moataz & Higgins, Christopher D. & Ferguson, Mark & Réquia, Weeberb J., 2018. "The influence of vehicle body type in shaping behavioural intention to acquire electric vehicles: A multi-group structural equation approach," Transportation Research Part A: Policy and Practice, Elsevier, vol. 116(C), pages 54-72.
    17. Jaiswal, Deepak & Kaushal, Vikrant & Kant, Rishi & Kumar Singh, Pankaj, 2021. "Consumer adoption intention for electric vehicles: Insights and evidence from Indian sustainable transportation," Technological Forecasting and Social Change, Elsevier, vol. 173(C).
    18. Song, Hak Jun & Lee, Choong-Ki & Kang, Soo K. & Boo, Sug-jin, 2012. "The effect of environmentally friendly perceptions on festival visitors’ decision-making process using an extended model of goal-directed behavior," Tourism Management, Elsevier, vol. 33(6), pages 1417-1428.
    19. Li, Lixu & Wang, Zhiqiang & Xie, Xiaoqing, 2022. "From government to market? A discrete choice analysis of policy instruments for electric vehicle adoption," Transportation Research Part A: Policy and Practice, Elsevier, vol. 160(C), pages 143-159.
    20. Jui-Che Tu & Chun Yang, 2019. "Key Factors Influencing Consumers’ Purchase of Electric Vehicles," Sustainability, MDPI, vol. 11(14), pages 1-22, July.
    21. Khalid Alzahrani & Adrienne Hall-Phillips & Amy Z. Zeng, 2019. "Applying the theory of reasoned action to understanding consumers’ intention to adopt hybrid electric vehicles in Saudi Arabia," Transportation, Springer, vol. 46(1), pages 199-215, February.
    22. Yu Wang & Shanyong Wang & Jing Wang & Jiuchang Wei & Chenglin Wang, 2020. "An empirical study of consumers’ intention to use ride-sharing services: using an extended technology acceptance model," Transportation, Springer, vol. 47(1), pages 397-415, February.
    23. Zhu, Lichao & Song, Qingbin & Sheng, Ni & Zhou, Xiu, 2019. "Exploring the determinants of consumers’ WTB and WTP for electric motorcycles using CVM method in Macau," Energy Policy, Elsevier, vol. 127(C), pages 64-72.
    24. Tran, Martino & Banister, David & Bishop, Justin D.K. & McCulloch, Malcolm D., 2013. "Simulating early adoption of alternative fuel vehicles for sustainability," Technological Forecasting and Social Change, Elsevier, vol. 80(5), pages 865-875.
    25. Adnan, Nadia & Md Nordin, Shahrina & Hadi Amini, M. & Langove, Naseebullah, 2018. "What make consumer sign up to PHEVs? Predicting Malaysian consumer behavior in adoption of PHEVs," Transportation Research Part A: Policy and Practice, Elsevier, vol. 113(C), pages 259-278.
    26. Wolf, Angelika & Seebauer, Sebastian, 2014. "Technology adoption of electric bicycles: A survey among early adopters," Transportation Research Part A: Policy and Practice, Elsevier, vol. 69(C), pages 196-211.
    27. Makena Coffman & Paul Bernstein & Sherilyn Wee, 2017. "Electric vehicles revisited: a review of factors that affect adoption," Transport Reviews, Taylor & Francis Journals, vol. 37(1), pages 79-93, January.
    28. Xuemei Fu, 2021. "A novel perspective to enhance the role of TPB in predicting green travel: the moderation of affective-cognitive congruence of attitudes," Transportation, Springer, vol. 48(6), pages 3013-3035, December.
    29. Krause, Rachel M. & Carley, Sanya R. & Lane, Bradley W. & Graham, John D., 2013. "Perception and reality: Public knowledge of plug-in electric vehicles in 21 U.S. cities," Energy Policy, Elsevier, vol. 63(C), pages 433-440.
    30. 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.
    31. Kaplan, Sigal & Gruber, Johannes & Reinthaler, Martin & Klauenberg, Jens, 2016. "Intentions to introduce electric vehicles in the commercial sector: A model based on the theory of planned behaviour," Research in Transportation Economics, Elsevier, vol. 55(C), pages 12-19.
    32. Wang, Shanyong & Li, Jun & Zhao, Dingtao, 2017. "The impact of policy measures on consumer intention to adopt electric vehicles: Evidence from China," Transportation Research Part A: Policy and Practice, Elsevier, vol. 105(C), pages 14-26.
    33. Shanyong Wang & Jin Fan & Dingtao Zhao & Shu Yang & Yuanguang Fu, 2016. "Predicting consumers’ intention to adopt hybrid electric vehicles: using an extended version of the theory of planned behavior model," Transportation, Springer, vol. 43(1), pages 123-143, January.
    34. Christin Hoffmann & Charles Abraham & Mathew P. White & Susan Ball & Stephen M. Skippon, 2017. "What cognitive mechanisms predict travel mode choice? A systematic review with meta-analysis," Transport Reviews, Taylor & Francis Journals, vol. 37(5), pages 631-652, September.
    35. Xinshu Zhao & John G. Lynch & Qimei Chen, 2010. "Reconsidering Baron and Kenny: Myths and Truths about Mediation Analysis," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 37(2), pages 197-206, August.
    36. Viswanath Venkatesh & Fred D. Davis, 2000. "A Theoretical Extension of the Technology Acceptance Model: Four Longitudinal Field Studies," Management Science, INFORMS, vol. 46(2), pages 186-204, February.
    37. Wu, Jih-Hwa & Wu, Chih-Wen & Lee, Chin-Tarn & Lee, Hsiao-Jung, 2015. "Green purchase intentions: An exploratory study of the Taiwanese electric motorcycle market," Journal of Business Research, Elsevier, vol. 68(4), pages 829-833.
    38. Joachim Scheiner & Christian Holz-Rau, 2007. "Travel mode choice: affected by objective or subjective determinants?," Transportation, Springer, vol. 34(4), pages 487-511, July.
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