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Decoding the patterns of critical factor associations driving electric vehicle recommendations

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  • Tamakloe, Reuben
  • Caesar, Livingstone Divine

Abstract

This study aims to identify the patterns of key factor combinations that collectively influence consumers to recommend distinct Electric Vehicle (EV) types, namely hydrogen-powered Fuel Cell EVs (FCEVs) and Plug-in EVs (PEVs). To achieve this goal, we apply a non-parametric Association Rules Mining (ARM) approach which unearths latent relationships between different factors in large datasets for analysis. The study utilized the comprehensive 2019 EV user survey data from California, covering socio-economic and demographic characteristics, EV driving and charging habits, housing and parking options, the impact of incentives on EV purchase decisions, and willingness to recommend EVs, among other factors. The results revealed that individuals who find incentives important and experienced a reduced need for refuelling and waiting to refuel their EVs, as well as those who did not have to make special trips to refuel, were more likely to recommend FCEVs. Besides, the availability of home charging facilities and variable electricity rates highly influenced consumers to recommend PEVs. Also, individuals who frequently drove and had positive experiences with both EV types were highly likely to recommend them. Although FCEV users are concerned about station availability when travelling, and PEV users worry about the high cost of EVs, they are still willing to recommend them. The findings highlight critical factors that can enhance EV recommendations and increase adoption rates. Understanding these patterns enables policymakers and industry players to accelerate the transition to sustainable energy and mitigate climate change impacts.

Suggested Citation

  • Tamakloe, Reuben & Caesar, Livingstone Divine, 2024. "Decoding the patterns of critical factor associations driving electric vehicle recommendations," Transportation Research Part A: Policy and Practice, Elsevier, vol. 187(C).
    • Handle: RePEc:eee:transa:v:187:y:2024:i:c:s0965856424002192
    DOI: 10.1016/j.tra.2024.104171
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    1. Egbue, Ona & Long, Suzanna, 2012. "Barriers to widespread adoption of electric vehicles: An analysis of consumer attitudes and perceptions," Energy Policy, Elsevier, vol. 48(C), pages 717-729.
    2. DONG,Yinguo & PU,Lijuan, 2019. "Driving Force of China's Agricultural Exports to Japan," Asian Agricultural Research, USA-China Science and Culture Media Corporation, vol. 11(02), February.
    3. Featherman, Mauricio & Jia, Shizhen (Jasper) & Califf, Christopher B. & Hajli, Nick, 2021. "The impact of new technologies on consumers beliefs: Reducing the perceived risks of electric vehicle adoption," Technological Forecasting and Social Change, Elsevier, vol. 169(C).
    4. Fanchao Liao & Eric Molin & Bert van Wee, 2017. "Consumer preferences for electric vehicles: a literature review," Transport Reviews, Taylor & Francis Journals, vol. 37(3), pages 252-275, May.
    5. Muratori, Matteo & Kontou, Eleftheria & Eichman, Joshua, 2019. "Electricity rates for electric vehicle direct current fast charging in the United States," Renewable and Sustainable Energy Reviews, Elsevier, vol. 113(C), pages 1-1.
    6. Hsu, Chia-Lin & Chang, Chi-Ya & Yansritakul, Chutinart, 2017. "Exploring purchase intention of green skincare products using the theory of planned behavior: Testing the moderating effects of country of origin and price sensitivity," Journal of Retailing and Consumer Services, Elsevier, vol. 34(C), pages 145-152.
    7. Almeida Neves, Sónia & Cardoso Marques, António & Alberto Fuinhas, José, 2019. "Technological progress and other factors behind the adoption of electric vehicles: Empirical evidence for EU countries," Research in Transportation Economics, Elsevier, vol. 74(C), pages 28-39.
    8. Cherchi, Elisabetta, 2017. "A stated choice experiment to measure the effect of informational and normative conformity in the preference for electric vehicles," Transportation Research Part A: Policy and Practice, Elsevier, vol. 100(C), pages 88-104.
    9. Zachary P. Cano & Dustin Banham & Siyu Ye & Andreas Hintennach & Jun Lu & Michael Fowler & Zhongwei Chen, 2018. "Batteries and fuel cells for emerging electric vehicle markets," Nature Energy, Nature, vol. 3(4), pages 279-289, April.
    10. Liu, Chih-Hsing Sam & Lee, Tingko, 2016. "Service quality and price perception of service: Influence on word-of-mouth and revisit intention," Journal of Air Transport Management, Elsevier, vol. 52(C), pages 42-54.
    11. Debnath, Ramit & Bardhan, Ronita & Reiner, David M. & Miller, J.R., 2021. "Political, economic, social, technological, legal and environmental dimensions of electric vehicle adoption in the United States: A social-media interaction analysis," Renewable and Sustainable Energy Reviews, Elsevier, vol. 152(C).
    12. 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.
    13. Sierzchula, William & Bakker, Sjoerd & Maat, Kees & van Wee, Bert, 2014. "The influence of financial incentives and other socio-economic factors on electric vehicle adoption," Energy Policy, Elsevier, vol. 68(C), pages 183-194.
    14. Feng Ming Tsai & Tat-Dat Bui, 2021. "Impact of word of mouth via social media on consumer intention to purchase cruise travel products," Maritime Policy & Management, Taylor & Francis Journals, vol. 48(2), pages 167-183, February.
    15. 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.
    16. Zhang, Hong & Zhao, Ling & Gupta, Sumeet, 2018. "The role of online product recommendations on customer decision making and loyalty in social shopping communities," International Journal of Information Management, Elsevier, vol. 38(1), pages 150-166.
    17. Anders Jensen & Elisabetta Cherchi & Juan Dios Ortúzar, 2014. "A long panel survey to elicit variation in preferences and attitudes in the choice of electric vehicles," Transportation, Springer, vol. 41(5), pages 973-993, September.
    18. Langbroek, Joram H.M. & Franklin, Joel P. & Susilo, Yusak O., 2016. "The effect of policy incentives on electric vehicle adoption," Energy Policy, Elsevier, vol. 94(C), pages 94-103.
    19. 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.
    20. Zarazua de Rubens, Gerardo & Noel, Lance & Kester, Johannes & Sovacool, Benjamin K., 2020. "The market case for electric mobility: Investigating electric vehicle business models for mass adoption," Energy, Elsevier, vol. 194(C).
    21. Jude Bayham & Jesse Burkhardt & Makena Coffman & Sherilyn Hayashida & Sumner La Croix, 2022. "Does air pollution increase electric vehicle adoption? Evidence from U.S. metropolitan areas, 2011–2018," Journal of Environmental Economics and Policy, Taylor & Francis Journals, vol. 11(4), pages 438-462, October.
    22. Shewmake, Sharon & Jarvis, Lovell, 2014. "Hybrid cars and HOV lanes," Transportation Research Part A: Policy and Practice, Elsevier, vol. 67(C), pages 304-319.
    23. Meckler-Pacheco, Alma, 2022. "How Do Consumers Become Aware of Electric Vehicles? A Qualitative Approach," Institute of Transportation Studies, Working Paper Series qt7rx580w0, Institute of Transportation Studies, UC Davis.
    24. Jenn, Alan & Springel, Katalin & Gopal, Anand R., 2018. "Effectiveness of electric vehicle incentives in the United States," Energy Policy, Elsevier, vol. 119(C), pages 349-356.
    25. Chen, Chien-fei & Zarazua de Rubens, Gerardo & Noel, Lance & Kester, Johannes & Sovacool, Benjamin K., 2020. "Assessing the socio-demographic, technical, economic and behavioral factors of Nordic electric vehicle adoption and the influence of vehicle-to-grid preferences," Renewable and Sustainable Energy Reviews, Elsevier, vol. 121(C).
    26. Haidar, Bassem & Aguilar Rojas, Maria Teresa, 2022. "The relationship between public charging infrastructure deployment and other socio-economic factors and electric vehicle adoption in France," Research in Transportation Economics, Elsevier, vol. 95(C).
    27. Dixon, James & Andersen, Peter Bach & Bell, Keith & Træholt, Chresten, 2020. "On the ease of being green: An investigation of the inconvenience of electric vehicle charging," Applied Energy, Elsevier, vol. 258(C).
    28. Schuitema, Geertje & Anable, Jillian & Skippon, Stephen & Kinnear, Neale, 2013. "The role of instrumental, hedonic and symbolic attributes in the intention to adopt electric vehicles," Transportation Research Part A: Policy and Practice, Elsevier, vol. 48(C), pages 39-49.
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