IDEAS home Printed from https://ideas.repec.org/a/eee/tefoso/v219y2025ics004016252500263x.html

Proactive social learning and green product consumption: Evidence from new energy vehicle sales in China

Author

Listed:
  • Jiang, Zhe
  • Liu, Ning
  • Zhang, Xiaobing
  • Chu, Yanlai
  • Zhang, Lin

Abstract

Growing literature on social norms points to the effectiveness of leveraging social interactions to spur prosocial purchase behaviors. This article studies the effects of proactive social learning, a dynamic social norm formation process measured by the public's online normative information acquisition regarding climate change, on new energy vehicle (NEV) sales in China. Drawing on model–month sales data, we provide robust evidence that citizens' broad searches for information about climate change or global warming boost local NEV sales. By distinguishing between search topics, we find that impact-based learning has a greater influence on NEV sales than reason-based learning. City-level analysis further reveals that local social norms formed through economic openness, public literacy, and strategic government interventions enhance proactive social learning-driven NEV sales. Our findings highlight the importance of understanding proactive social learning embedded in localized social norms in promoting prosocial consumer decisions.

Suggested Citation

  • Jiang, Zhe & Liu, Ning & Zhang, Xiaobing & Chu, Yanlai & Zhang, Lin, 2025. "Proactive social learning and green product consumption: Evidence from new energy vehicle sales in China," Technological Forecasting and Social Change, Elsevier, vol. 219(C).
  • Handle: RePEc:eee:tefoso:v:219:y:2025:i:c:s004016252500263x
    DOI: 10.1016/j.techfore.2025.124232
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S004016252500263X
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.techfore.2025.124232?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to

    for a different version of it.

    References listed on IDEAS

    as
    1. Zheng, Yunhan & Moody, Joanna & Wang, Shenhao & Zhao, Jinhua, 2021. "Measuring policy leakage of Beijing’s car ownership restriction," Transportation Research Part A: Policy and Practice, Elsevier, vol. 148(C), pages 223-236.
    2. Jalil, Abdul & Feridun, Mete, 2011. "The impact of growth, energy and financial development on the environment in China: A cointegration analysis," Energy Economics, Elsevier, vol. 33(2), pages 284-291, March.
    3. Bart J. Bronnenberg & Jun B. Kim & Carl F. Mela, 2016. "Zooming In on Choice: How Do Consumers Search for Cameras Online?," Marketing Science, INFORMS, vol. 35(5), pages 693-712, September.
    4. Simon Alder & Lin Shao & Fabrizio Zilibotti, 2016. "Economic reforms and industrial policy in a panel of Chinese cities," Journal of Economic Growth, Springer, vol. 21(4), pages 305-349, December.
    5. Jang C. Jin, 2004. "On the Relationship Between Openness and Growth in China: Evidence from Provincial Time Series Data," The World Economy, Wiley Blackwell, vol. 27(10), pages 1571-1582, November.
    6. Michael T. Rock, 1996. "Toward More Sustainable Development: The Environment and Industrial Policy in Taiwan," Development Policy Review, Overseas Development Institute, vol. 14(3), pages 255-272, September.
    7. Jones, Derek C. & Li, Cheng & Owen, Ann L., 2003. "Growth and regional inequality in China during the reform era," China Economic Review, Elsevier, vol. 14(2), pages 186-200.
    8. Ziying Yang & Manping Tang, 2019. "Welfare Analysis of Government Subsidy Programs for Fuel-Efficient Vehicles and New Energy Vehicles in China," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 74(2), pages 911-937, October.
    9. Kumar, Anil & Prakash, Gyan & Kumar, Gaurav, 2021. "Does environmentally responsible purchase intention matter for consumers? A predictive sustainable model developed through an empirical study," Journal of Retailing and Consumer Services, Elsevier, vol. 58(C).
    10. Yang, Deli & Sonmez, Mahmut (Maho) & Li, Qinghai & Duan, Yibing, 2015. "The power of triple contexts on customer-based brand performance—A comparative study of Baidu and Google from Chinese netizens’ perspective," International Business Review, Elsevier, vol. 24(1), pages 11-22.
    11. Diamond, David, 2009. "The impact of government incentives for hybrid-electric vehicles: Evidence from US states," Energy Policy, Elsevier, vol. 37(3), pages 972-983, March.
    12. Jia Liu & Olivier Toubia, 2018. "A Semantic Approach for Estimating Consumer Content Preferences from Online Search Queries," Marketing Science, INFORMS, vol. 37(6), pages 930-952, November.
    13. Ajzen, Icek, 1991. "The theory of planned behavior," Organizational Behavior and Human Decision Processes, Elsevier, vol. 50(2), pages 179-211, December.
    14. van Birgelen, Marcel & Semeijn, Janjaap & Behrens, Pia, 2011. "Explaining pro-environment consumer behavior in air travel," Journal of Air Transport Management, Elsevier, vol. 17(2), pages 125-128.
    15. Hyunyoung Choi & Hal Varian, 2012. "Predicting the Present with Google Trends," The Economic Record, The Economic Society of Australia, vol. 88(s1), pages 2-9, June.
    16. Gallagher, Kelly Sims & Muehlegger, Erich, 2011. "Giving green to get green? Incentives and consumer adoption of hybrid vehicle technology," Journal of Environmental Economics and Management, Elsevier, vol. 61(1), pages 1-15, January.
    17. David Hirshleifer & Tyler Shumway, 2003. "Good Day Sunshine: Stock Returns and the Weather," Journal of Finance, American Finance Association, vol. 58(3), pages 1009-1032, June.
    18. Wang, Lei & Fu, Zhong-Lin & Guo, Wei & Liang, Ruo-Yu & Shao, Hong-Yu, 2020. "What influences sales market of new energy vehicles in China? Empirical study based on survey of consumers’ purchase reasons," Energy Policy, Elsevier, vol. 142(C).
    19. Eppstein, Margaret J. & Grover, David K. & Marshall, Jeffrey S. & Rizzo, Donna M., 2011. "An agent-based model to study market penetration of plug-in hybrid electric vehicles," Energy Policy, Elsevier, vol. 39(6), pages 3789-3802, June.
    20. Münzel, Christiane & Plötz, Patrick & Sprei, Frances & Gnann, Till, 2019. "How large is the effect of financial incentives on electric vehicle sales? – A global review and European analysis," Energy Economics, Elsevier, vol. 84(C).
    21. Li, Yaoming & Zhang, Qi & Liu, Boyu & McLellan, Benjamin & Gao, Yuan & Tang, Yanyan, 2018. "Substitution effect of New-Energy Vehicle Credit Program and Corporate Average Fuel Consumption Regulation for Green-car Subsidy," Energy, Elsevier, vol. 152(C), pages 223-236.
    22. Li, Xin & Pan, Bing & Law, Rob & Huang, Xiankai, 2017. "Forecasting tourism demand with composite search index," Tourism Management, Elsevier, vol. 59(C), pages 57-66.
    23. Minton, Elizabeth A. & Spielmann, Nathalie & Kahle, Lynn R. & Kim, Chung-Hyun, 2018. "The subjective norms of sustainable consumption: A cross-cultural exploration," Journal of Business Research, Elsevier, vol. 82(C), pages 400-408.
    24. Meyer, Bruce D, 1995. "Natural and Quasi-experiments in Economics," Journal of Business & Economic Statistics, American Statistical Association, vol. 13(2), pages 151-161, April.
    25. France, Stephen L. & Shi, Yuying & Kazandjian, Brett, 2021. "Web Trends: A valuable tool for business research," Journal of Business Research, Elsevier, vol. 132(C), pages 666-679.
    26. Mody, Ashoka & Wang, Fang-Yi, 1997. "Explaining Industrial Growth in Coastal China: Economic Reforms . . . and What Else?," The World Bank Economic Review, World Bank, vol. 11(2), pages 293-325, May.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Huang, Han & Li, Qianwen & Long, Ruyin, 2026. "Guidance strategies for green consumption from an information ecology perspective: Dynamic modeling and scenario simulation in social networks," Journal of Retailing and Consumer Services, Elsevier, vol. 89(PA).

    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. Wolf, Ingo & Schröder, Tobias & Neumann, Jochen & de Haan, Gerhard, 2015. "Changing minds about electric cars: An empirically grounded agent-based modeling approach," Technological Forecasting and Social Change, Elsevier, vol. 94(C), pages 269-285.
    2. Monge, Manuel & Claudio-Quiroga, Gloria & Poza, Carlos, 2024. "Chinese economic behavior in times of covid-19. A new leading economic indicator based on Google trends," International Economics, Elsevier, vol. 177(C).
    3. 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.
    4. 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.
    5. Fan, Hang & Li, Zhi & Duan, Yunjie & Wang, Boyu, 2025. "Incentive policy formulation for China's electric vehicle market: Navigating pathways to sustainable mobility with a green premium analytical model," Energy Policy, Elsevier, vol. 202(C).
    6. Briseño, Hugo & Ramirez-Nafarrate, Adrian & Araz, Ozgur M., 2021. "A multivariate analysis of hybrid and electric vehicles sales in Mexico," Socio-Economic Planning Sciences, Elsevier, vol. 76(C).
    7. Stella Karagianni & Maria Pempetzoglou & Anastasios Saraidaris, 2019. "Government Expenditures and Economic Growth: a Nonlinear Causality Investigation for the UK," European Journal of Marketing and Economics Articles, Revistia Research and Publishing, vol. 2, ejme_v2_i.
    8. 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.
    9. Zhang, Xian & Wang, Ke & Hao, Yu & Fan, Jing-Li & Wei, Yi-Ming, 2013. "The impact of government policy on preference for NEVs: The evidence from China," Energy Policy, Elsevier, vol. 61(C), pages 382-393.
    10. Leslier Valenzuela-Fernández & Manuel Escobar-Farfán & Mauricio Guerra-Velásquez & Elizabeth Emperatriz García-Salirrosas, 2023. "COVID-19 Effects on Environmentally Responsible Behavior: A Social Impact Perspective from Latin American Countries," IJERPH, MDPI, vol. 20(4), pages 1-21, February.
    11. Alali, Layla & Niesten, Eva & Gagliardi, Dimitri, 2022. "The impact of UK financial incentives on the adoption of electric fleets: The moderation effect of GDP change," Transportation Research Part A: Policy and Practice, Elsevier, vol. 161(C), pages 200-220.
    12. Javid, Roxana J. & Nejat, Ali, 2017. "A comprehensive model of regional electric vehicle adoption and penetration," Transport Policy, Elsevier, vol. 54(C), pages 30-42.
    13. Lee, Yongseung & Kim, Chongman & Shin, Juneseuk, 2016. "A hybrid electric vehicle market penetration model to identify the best policy mix: A consumer ownership cycle approach," Applied Energy, Elsevier, vol. 184(C), pages 438-449.
    14. Yahong Jiang & Qunqi Wu & Min Li & Yulei Gu & Jun Yang, 2023. "What Is Affecting the Popularity of New Energy Vehicles? A Systematic Review Based on the Public Perspective," Sustainability, MDPI, vol. 15(18), pages 1-29, September.
    15. Muhammad Mohiuddin & Abdullah Al Mamun & Fazal Ali Syed & Muhammad Mehedi Masud & Zhan Su, 2018. "Environmental Knowledge, Awareness, and Business School Students’ Intentions to Purchase Green Vehicles in Emerging Countries," Sustainability, MDPI, vol. 10(5), pages 1-18, May.
    16. Egnér, Filippa & Trosvik, Lina, 2018. "Electric vehicle adoption in Sweden and the impact of local policy instruments," Energy Policy, Elsevier, vol. 121(C), pages 584-596.
    17. Ji, Qing & Wang, Chunan & Fan, Ying, 2022. "Environmental and welfare effects of vehicle purchase tax: Evidence from China," Energy Economics, Elsevier, vol. 115(C).
    18. Daziano, Ricardo A. & Chiew, Esther, 2012. "Electric vehicles rising from the dead: Data needs for forecasting consumer response toward sustainable energy sources in personal transportation," Energy Policy, Elsevier, vol. 51(C), pages 876-894.
    19. Yan, Shiyu, 2018. "The economic and environmental impacts of tax incentives for battery electric vehicles in Europe," Energy Policy, Elsevier, vol. 123(C), pages 53-63.
    20. Shang, Wen-Long & Zhang, Junjie & Wang, Kun & Yang, Hangjun & Ochieng, Washington, 2024. "Can financial subsidy increase electric vehicle (EV) penetration---evidence from a quasi-natural experiment," Renewable and Sustainable Energy Reviews, Elsevier, vol. 190(PA).

    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:eee:tefoso:v:219:y:2025:i:c:s004016252500263x. 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: Catherine Liu (email available below). General contact details of provider: http://www.sciencedirect.com/science/journal/00401625 .

    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.