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Examining influence factors of Chinese electric vehicle market demand based on online reviews under moderating effect of subsidy policy

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  • Yang, Zaoli
  • Li, Qin
  • Yan, Yamin
  • Shang, Wen-Long
  • Ochieng, Washington

Abstract

Increasing the market penetration of electric vehicles (EVs) is an important step toward reducing carbon emissions in transport and achieving the 'double carbon' target. Currently, the public acceptance of EV is significantly low in China; thus, EVs have not yet become the mainstream of the new vehicles sold. Based on online review sentiment analysis, we investigated the public's perception of EV attributes, and their impact on Chinese EV sales. The public comments on the EV attributes of four brands—Volkswagen, NIO, Xiaopeng, and BYD—were obtained from Autohome and analyzed for sentiment, with the sentiment scores of the corresponding attributes as the independent variables and the monthly sales of EV during 2019–2021 as the dependent variables. A fixed-effects regression model with panel data was constructed to analyze the relationship between the public perceptions of EV attributes and EV sales. Considering the trend of Chinese government subsidies for EV in recent years, a moderating effect model was constructed with government subsidy policy as the moderating variable, sentiment perception as the independent variable, and EV sales as the dependent variable. The results of the study showed that the public perception of the four attributes of EVs—comfort, manipulation, space, and cost performance— significantly impact EV sales. The subsidy policy moderates the relationship between the public's perception of EV attributes and EV sales. The results of this study also reflect that the public is more concerned with the four attributes of comfort, manipulation, space, and cost performance when purchasing EVs. From a practical perspective, by understanding the public perception of EV attributes, government policy makers and EV marketers can appropriately adjust and change their existing policies and marketing strategies for promoting EVs.

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  • Yang, Zaoli & Li, Qin & Yan, Yamin & Shang, Wen-Long & Ochieng, Washington, 2022. "Examining influence factors of Chinese electric vehicle market demand based on online reviews under moderating effect of subsidy policy," Applied Energy, Elsevier, vol. 326(C).
    • Handle: RePEc:eee:appene:v:326:y:2022:i:c:s0306261922012764
    DOI: 10.1016/j.apenergy.2022.120019
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    as
    1. Scarpa, Riccardo & Willis, Ken, 2010. "Willingness-to-pay for renewable energy: Primary and discretionary choice of British households' for micro-generation technologies," Energy Economics, Elsevier, vol. 32(1), pages 129-136, January.
    2. 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).
    3. Hackbarth, André & Madlener, Reinhard, 2016. "Willingness-to-pay for alternative fuel vehicle characteristics: A stated choice study for Germany," Transportation Research Part A: Policy and Practice, Elsevier, vol. 85(C), pages 89-111.
    4. Austmann, Leonhard M. & Vigne, Samuel A., 2021. "Does environmental awareness fuel the electric vehicle market? A Twitter keyword analysis," Energy Economics, Elsevier, vol. 101(C).
    5. Gnann, Till & Stephens, Thomas S. & Lin, Zhenhong & Plötz, Patrick & Liu, Changzheng & Brokate, Jens, 2018. "What drives the market for plug-in electric vehicles? - A review of international PEV market diffusion models," Renewable and Sustainable Energy Reviews, Elsevier, vol. 93(C), pages 158-164.
    6. 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.
    7. Cui, Lixin & Wang, Yonggui & Chen, Weiming & Wen, Wen & Han, Myat Su, 2021. "Predicting determinants of consumers' purchase motivation for electric vehicles: An application of Maslow's hierarchy of needs model," Energy Policy, Elsevier, vol. 151(C).
    8. Clinton, Bentley C. & Steinberg, Daniel C., 2019. "Providing the Spark: Impact of financial incentives on battery electric vehicle adoption," Journal of Environmental Economics and Management, Elsevier, vol. 98(C).
    9. Björn Nykvist & Måns Nilsson, 2015. "Rapidly falling costs of battery packs for electric vehicles," Nature Climate Change, Nature, vol. 5(4), pages 329-332, April.
    10. Jenn, Alan & Azevedo, Inês L. & Ferreira, Pedro, 2013. "The impact of federal incentives on the adoption of hybrid electric vehicles in the United States," Energy Economics, Elsevier, vol. 40(C), pages 936-942.
    11. Tao Shu & Zhiyi Wang & Ling Lin & Huading Jia & Jixian Zhou, 2022. "Customer Perceived Risk Measurement with NLP Method in Electric Vehicles Consumption Market: Empirical Study from China," Energies, MDPI, vol. 15(5), pages 1-23, February.
    12. Choi, In, 2001. "Unit root tests for panel data," Journal of International Money and Finance, Elsevier, vol. 20(2), pages 249-272, April.
    13. Kong, Deyang & Xia, Quhong & Xue, Yixi & Zhao, Xin, 2020. "Effects of multi policies on electric vehicle diffusion under subsidy policy abolishment in China: A multi-actor perspective," Applied Energy, Elsevier, vol. 266(C).
    14. Omar Isaac Asensio & Kevin Alvarez & Arielle Dror & Emerson Wenzel & Catharina Hollauer & Sooji Ha, 2020. "Real-time data from mobile platforms to evaluate sustainable transportation infrastructure," Nature Sustainability, Nature, vol. 3(6), pages 463-471, June.
    15. Yang, Zaoli & Shang, Wen-Long & Zhang, Haoran & Garg, Harish & Han, Chunjia, 2022. "Assessing the green distribution transformer manufacturing process using a cloud-based q-rung orthopair fuzzy multi-criteria framework," Applied Energy, Elsevier, vol. 311(C).
    16. Aravena, C. & Denny, E., 2021. "The impact of learning and short-term experience on preferences for electric vehicles," Renewable and Sustainable Energy Reviews, Elsevier, vol. 152(C).
    17. Priessner, Alfons & Sposato, Robert & Hampl, Nina, 2018. "Predictors of electric vehicle adoption: An analysis of potential electric vehicle drivers in Austria," Energy Policy, Elsevier, vol. 122(C), pages 701-714.
    18. 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.
    19. Zhu, Lijing & Wang, Jingzhou & Farnoosh, Arash & Pan, Xunzhang, 2022. "A game-theory analysis of electric vehicle adoption in Beijing under license plate control policy," Energy, Elsevier, vol. 244(PA).
    20. Junquera, Beatriz & Moreno, Blanca & Álvarez, Roberto, 2016. "Analyzing consumer attitudes towards electric vehicle purchasing intentions in Spain: Technological limitations and vehicle confidence," Technological Forecasting and Social Change, Elsevier, vol. 109(C), pages 6-14.
    21. 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).
    22. 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.
    23. Wen, W. & Yang, S. & Zhou, P. & Gao, S.Z., 2021. "Impacts of COVID-19 on the electric vehicle industry: Evidence from China," Renewable and Sustainable Energy Reviews, Elsevier, vol. 144(C).
    24. Zulfiqar Ali Lashari & Joonho Ko & Junseok Jang, 2021. "Consumers’ Intention to Purchase Electric Vehicles: Influences of User Attitude and Perception," Sustainability, MDPI, vol. 13(12), pages 1-14, June.
    25. White, Lee V. & Sintov, Nicole D., 2017. "You are what you drive: Environmentalist and social innovator symbolism drives electric vehicle adoption intentions," Transportation Research Part A: Policy and Practice, Elsevier, vol. 99(C), pages 94-113.
    26. Shang, Wen-Long & Chen, Jinyu & Bi, Huibo & Sui, Yi & Chen, Yanyan & Yu, Haitao, 2021. "Impacts of COVID-19 pandemic on user behaviors and environmental benefits of bike sharing: A big-data analysis," Applied Energy, Elsevier, vol. 285(C).
    27. Liu, Xiaoling & Sun, Xiaohua & Zheng, Hui & Huang, Dongdong, 2021. "Do policy incentives drive electric vehicle adoption? Evidence from China," Transportation Research Part A: Policy and Practice, Elsevier, vol. 150(C), pages 49-62.
    28. Bi, Huibo & Shang, Wen-Long & Chen, Yanyan & Wang, Kezhi & Yu, Qing & Sui, Yi, 2021. "GIS aided sustainable urban road management with a unifying queueing and neural network model," Applied Energy, Elsevier, vol. 291(C).
    29. Hidrue, Michael K. & Parsons, George R., 2015. "Is there a near-term market for vehicle-to-grid electric vehicles?," Applied Energy, Elsevier, vol. 151(C), pages 67-76.
    30. Wang, Ning & Tang, Linhao & Pan, Huizhong, 2018. "Analysis of public acceptance of electric vehicles: An empirical study in Shanghai," Technological Forecasting and Social Change, Elsevier, vol. 126(C), pages 284-291.
    31. Felix Hinnüber & Marek Szarucki & Katarzyna Szopik-Depczyńska, 2019. "The Effects of a First-Time Experience on the Evaluation of Battery Electric Vehicles by Potential Consumers," Sustainability, MDPI, vol. 11(24), pages 1-25, December.
    32. Liao, Fanchao & Molin, Eric & Timmermans, Harry & van Wee, Bert, 2019. "Consumer preferences for business models in electric vehicle adoption," Transport Policy, Elsevier, vol. 73(C), pages 12-24.
    33. Wang, Ning & Pan, Huizhong & Zheng, Wenhui, 2017. "Assessment of the incentives on electric vehicle promotion in China," Transportation Research Part A: Policy and Practice, Elsevier, vol. 101(C), pages 177-189.
    34. Lu, Tianwei & Yao, Enjian & Jin, Fanglei & Yang, Yang, 2022. "Analysis of incentive policies for electric vehicle adoptions after the abolishment of purchase subsidy policy," Energy, Elsevier, vol. 239(PB).
    35. Lijing Zhu & Jingzhou Wang & Arash Farnoosh & Xunzhang Pan, 2022. "A Game-Theory Analysis of Electric Vehicle Adoption in Beijing under License Plate Control Policy," Post-Print hal-03686100, HAL.
    36. Wang, Xiao-Wu & Cao, Yu-Mei & Zhang, Ning, 2021. "The influences of incentive policy perceptions and consumer social attributes on battery electric vehicle purchase intentions," Energy Policy, Elsevier, vol. 151(C).
    Full references (including those not matched with items on IDEAS)

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