IDEAS home Printed from https://ideas.repec.org/a/eee/eneeco/v148y2025ics0140988325005195.html

Peer effect matters for the adoption of new energy vehicles: Evidence from consumer sentiment analysis using Chat-GPT

Author

Listed:
  • Fu, Tong
  • Yu, Shuyi
  • Tan, Shiyu

Abstract

Although it is widely believed that reducing technological uncertainty can promote the adoption of new technologies, the mechanisms through which consumers perceive such reductions—and how these perceptions influence adoption decisions—remain underexplored. Utilizing Chat-GPT for sentiment analysis of online consumer reviews and treating consumer sentiment as a key measure of the peer effect, this study investigates the role of peer effects in mediating the causal relationship between technology uncertainty and the adoption of new energy vehicles (NEVs). The findings indicate that reducing technological uncertainty enhances both online word-of-mouth (active peer effects) and government procurement (passive peer effects), both of which facilitate greater NEVs adoption. Additionally, moderation effect analyses suggest that social trust amplifies the negative impact of technological uncertainty on NEV consumption intensity, thereby indirectly validating the role of peer effects in fostering NEV adoption. Ultimately, this research underscores that, even without government fiscal subsidies, peer effects can serve as a vital self-reinforcing mechanism in adopting green technologies.

Suggested Citation

  • Fu, Tong & Yu, Shuyi & Tan, Shiyu, 2025. "Peer effect matters for the adoption of new energy vehicles: Evidence from consumer sentiment analysis using Chat-GPT," Energy Economics, Elsevier, vol. 148(C).
  • Handle: RePEc:eee:eneeco:v:148:y:2025:i:c:s0140988325005195
    DOI: 10.1016/j.eneco.2025.108692
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0140988325005195
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.eneco.2025.108692?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. Yann Algan & Pierre Cahuc, 2010. "Inherited Trust and Growth," American Economic Review, American Economic Association, vol. 100(5), pages 2060-2092, December.
    2. Arthur Lewbel, 2012. "Using Heteroscedasticity to Identify and Estimate Mismeasured and Endogenous Regressor Models," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 30(1), pages 67-80.
    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. 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).
    5. Yann Algan & Pierre Cahuc, 2010. "Inherited Trust and Growth," American Economic Review, American Economic Association, vol. 100(5), pages 2060-2092, December.
    6. 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.
    7. Raffaele Oriani & Maurizio Sobrero, 2008. "Uncertainty and the market valuation of R&D within a real options logic," Strategic Management Journal, Wiley Blackwell, vol. 29(4), pages 343-361, April.
    8. Dowling, Grahame R & Staelin, Richard, 1994. "A Model of Perceived Risk and Intended Risk-Handling Activity," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 21(1), pages 119-134, June.
    9. Leippold, Markus, 2023. "Sentiment spin: Attacking financial sentiment with GPT-3," Finance Research Letters, Elsevier, vol. 55(PB).
    10. Dong, Mengming Michael & Stratopoulos, Theophanis C. & Wang, Victor Xiaoqi, 2024. "A scoping review of ChatGPT research in accounting and finance," International Journal of Accounting Information Systems, Elsevier, vol. 55(C).
    11. Bruce Sacerdote, 2014. "Experimental and Quasi-Experimental Analysis of Peer Effects: Two Steps Forward?," Annual Review of Economics, Annual Reviews, vol. 6(1), pages 253-272, August.
    12. Hong, Areum & Nam, Changi & Kim, Seongcheol, 2020. "What will be the possible barriers to consumers’ adoption of smart home services?," Telecommunications Policy, Elsevier, vol. 44(2).
    13. Markus Leippold, 2023. "Sentiment Spin: Attacking Financial Sentiment with GPT-3," Swiss Finance Institute Research Paper Series 23-11, Swiss Finance Institute.
    14. Panle Jia Barwick & Shengmao Cao & Shanjun Li, 2021. "Local Protectionism, Market Structure, and Social Welfare: China's Automobile Market," American Economic Journal: Economic Policy, American Economic Association, vol. 13(4), pages 112-151, November.
    15. Paulina Oliva & B. Kelsey Jack & Samuel Bell & Elizabeth Mettetal & Christopher Severen, 2020. "Technology Adoption under Uncertainty: Take-Up and Subsequent Investment in Zambia," The Review of Economics and Statistics, MIT Press, vol. 102(3), pages 617-632, July.
    16. Zhanfei Lei & Dezhi Yin & Sabyasachi Mitra & Han Zhang, 2022. "Swayed by the reviews: Disentangling the effects of average ratings and individual reviews in online word‐of‐mouth," Production and Operations Management, Production and Operations Management Society, vol. 31(6), pages 2393-2411, June.
    17. Nelson, Richard R. & Winter, Sidney G., 1993. "In search of useful theory of innovation," Research Policy, Elsevier, vol. 22(2), pages 108-108, April.
    18. Sharma, Varinder M. & Klein, Andreas, 2020. "Consumer perceived value, involvement, trust, susceptibility to interpersonal influence, and intention to participate in online group buying," Journal of Retailing and Consumer Services, Elsevier, vol. 52(C).
    19. Chakraborty, Debapriya & Bunch, David S. & Brownstone, David & Xu, Bingzheng & Tal, Gil, 2022. "Plug-in electric vehicle diffusion in California: Role of exposure to new technology at home and work," Transportation Research Part A: Policy and Practice, Elsevier, vol. 156(C), pages 133-151.
    20. Han, Linsong & Li, Xun & Xu, Gang, 2022. "Anti-corruption and poverty alleviation: Evidence from China," Journal of Economic Behavior & Organization, Elsevier, vol. 203(C), pages 150-172.
    21. Sexton, Steven E. & Sexton, Alison L., 2014. "Conspicuous conservation: The Prius halo and willingness to pay for environmental bona fides," Journal of Environmental Economics and Management, Elsevier, vol. 67(3), pages 303-317.
    22. Xiaodan Guo & Junji Xiao, 2023. "Welfare analysis of the subsidies in the Chinese electric vehicle industry," Journal of Industrial Economics, Wiley Blackwell, vol. 71(3), pages 675-727, September.
    23. Michael Bailey & Drew Johnston & Theresa Kuchler & Johannes Stroebel & Arlene Wong, 2022. "Peer Effects in Product Adoption," American Economic Journal: Applied Economics, American Economic Association, vol. 14(3), pages 488-526, July.
    24. Nikhil Garg & Ramesh Johari, 2021. "Designing Informative Rating Systems: Evidence from an Online Labor Market," Manufacturing & Service Operations Management, INFORMS, vol. 23(3), pages 589-605, May.
    25. Bauner, Christoph & Crago, Christine L., 2015. "Adoption of residential solar power under uncertainty: Implications for renewable energy incentives," Energy Policy, Elsevier, vol. 86(C), pages 27-35.
    26. Wu, Wenfeng & Firth, Michael & Rui, Oliver M., 2014. "Trust and the provision of trade credit," Journal of Banking & Finance, Elsevier, vol. 39(C), pages 146-159.
    27. Kyle Jurado & Sydney C. Ludvigson & Serena Ng, 2015. "Measuring Uncertainty," American Economic Review, American Economic Association, vol. 105(3), pages 1177-1216, March.
    28. Jan Ole Krugmann & Jochen Hartmann, 2024. "Sentiment Analysis in the Age of Generative AI," Customer Needs and Solutions, Springer;Institute for Sustainable Innovation and Growth (iSIG), vol. 11(1), pages 1-19, December.
    29. Shanjun Li & Xianglei Zhu & Yiding Ma & Fan Zhang & Hui Zhou, 2022. "The Role of Government in the Market for Electric Vehicles: Evidence from China," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 41(2), pages 450-485, March.
    30. Sovacool, Benjamin K. & Kester, Johannes & Noel, Lance & de Rubens, Gerardo Zarazua, 2019. "Income, political affiliation, urbanism and geography in stated preferences for electric vehicles (EVs) and vehicle-to-grid (V2G) technologies in Northern Europe," Journal of Transport Geography, Elsevier, vol. 78(C), pages 214-229.
    31. Bryan Bollinger & Kenneth Gillingham, 2012. "Peer Effects in the Diffusion of Solar Photovoltaic Panels," Marketing Science, INFORMS, vol. 31(6), pages 900-912, November.
    32. Uyarra, Elvira & Zabala-Iturriagagoitia, Jon Mikel & Flanagan, Kieron & Magro, Edurne, 2020. "Public procurement, innovation and industrial policy: Rationales, roles, capabilities and implementation," Research Policy, Elsevier, vol. 49(1).
    33. Jaffe, Adam B. & Newell, Richard G. & Stavins, Robert N., 2005. "A tale of two market failures: Technology and environmental policy," Ecological Economics, Elsevier, vol. 54(2-3), pages 164-174, August.
    34. 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.
    35. Kimberly S. Wolske & Kenneth T. Gillingham & P. Wesley Schultz, 2020. "Peer influence on household energy behaviours," Nature Energy, Nature, vol. 5(3), pages 202-212, March.
    36. Rai, Varun & Reeves, D. Cale & Margolis, Robert, 2016. "Overcoming barriers and uncertainties in the adoption of residential solar PV," Renewable Energy, Elsevier, vol. 89(C), pages 498-505.
    37. Ma, Shao-Chao & Xu, Jin-Hua & Fan, Ying, 2019. "Willingness to pay and preferences for alternative incentives to EV purchase subsidies: An empirical study in China," Energy Economics, Elsevier, vol. 81(C), pages 197-215.
    38. Anderson, Philip & Tushman, Michael L, 2001. "Organizational Environments and Industry Exit: The Effects of Uncertainty, Munificence and Complexity," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 10(3), pages 675-711, September.
    39. James E. Smith & Canan Ulu, 2012. "Technology Adoption with Uncertain Future Costs and Quality," Operations Research, INFORMS, vol. 60(2), pages 262-274, April.
    40. Xiong, Hang & Payne, Diane & Kinsella, Stephen, 2016. "Peer effects in the diffusion of innovations: Theory and simulation," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 63(C), pages 1-13.
    41. Jatinder Singh & Oriol Iglesias & Joan Batista-Foguet, 2012. "Does Having an Ethical Brand Matter? The Influence of Consumer Perceived Ethicality on Trust, Affect and Loyalty," Journal of Business Ethics, Springer, vol. 111(4), pages 541-549, December.
    42. Coad, Alex & Segarra, Agustí & Teruel, Mercedes, 2016. "Innovation and firm growth: Does firm age play a role?," Research Policy, Elsevier, vol. 45(2), pages 387-400.
    Full references (including those not matched with items on IDEAS)

    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. Brown, Marilyn A. & Kale, Snehal & Cha, Min-Kyeong & Chapman, Oliver, 2023. "Exploring the willingness of consumers to electrify their homes," Applied Energy, Elsevier, vol. 338(C).
    2. Ball-Burack, Ari & Sun, Ruixiao & Stack, Stephen & Ou, Shiqi (Shawn) & Bose, Ranjan & Yang, Hung-Chia, 2025. "Assessing the behavioral realism of energy system models in light of the consumer adoption literature," Renewable and Sustainable Energy Reviews, Elsevier, vol. 211(C).
    3. 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.
    4. Otrachshenko, Vladimir & Tyurina, Elena & Nagapetyan, Artur, 2022. "The economic value of the Glass Beach: Contingent valuation and life satisfaction approaches," Ecological Economics, Elsevier, vol. 198(C).
    5. Du, Hua & Han, Qi & de Vries, Bauke & Sun, Jun, 2024. "Community solar PV adoption in residential apartment buildings: A case study on influencing factors and incentive measures in Wuhan," Applied Energy, Elsevier, vol. 354(PA).
    6. Fabian Scheller & Isabel Doser & Emily Schulte & Simon Johanning & Russell McKenna & Thomas Bruckner, 2021. "Stakeholder dynamics in residential solar energy adoption: findings from focus group discussions in Germany," Papers 2104.14240, arXiv.org.
    7. Peng, Ruoqing & Tang, Justin Hayse Chiwing G. & Yang, Xiong & Meng, Meng & Zhang, Jie & Zhuge, Chengxiang, 2024. "Investigating the factors influencing the electric vehicle market share: A comparative study of the European Union and United States," Applied Energy, Elsevier, vol. 355(C).
    8. Rodrigues, João L. & Bolognesi, Hugo M. & Melo, Joel D. & Heymann, Fabian & Soares, F.J., 2019. "Spatiotemporal model for estimating electric vehicles adopters," Energy, Elsevier, vol. 183(C), pages 788-802.
    9. Shuihua Han & Yudi Mo & Zhenyuan Liu & Cheng Lei & Zhen Ye, 2024. "The impact of public climate change concern on sustainable product consumption: a case study of new energy vehicles in China," Annals of Operations Research, Springer, vol. 342(1), pages 323-353, November.
    10. Kuo, Nan-Ting & Li, Shu & Jin, Zhen, 2023. "Social trust and the demand for audit quality," Research in International Business and Finance, Elsevier, vol. 65(C).
    11. Reeves, D.C. & Rai, V., 2018. "Strike while the rebate is hot: Savvy consumers and strategic technology adoption timing," Energy Policy, Elsevier, vol. 121(C), pages 325-335.
    12. Carattini, Stefano & Gillingham, Kenneth & Meng, Xiangyu & Yoeli, Erez, 2024. "Peer-to-peer solar and social rewards: Evidence from a field experiment," Journal of Economic Behavior & Organization, Elsevier, vol. 219(C), pages 340-370.
    13. Chelsea Schelly & James C. Letzelter, 2020. "Examining the Key Drivers of Residential Solar Adoption in Upstate New York," Sustainability, MDPI, vol. 12(6), pages 1-13, March.
    14. Jianhua Zhang & Xiaolong Liu & Dimitris Ballas, 2023. "Spatial and relational peer effects on environmental behavioral imitation," Environmental Economics and Policy Studies, Springer;Society for Environmental Economics and Policy Studies - SEEPS, vol. 25(4), pages 575-599, October.
    15. Balta-Ozkan, Nazmiye & Yildirim, Julide & Connor, Peter M. & Truckell, Ian & Hart, Phil, 2021. "Energy transition at local level: Analyzing the role of peer effects and socio-economic factors on UK solar photovoltaic deployment," Energy Policy, Elsevier, vol. 148(PB).
    16. Sommerfeldt, Nelson & Lemoine, Ida & Madani, Hatef, 2022. "Hide and seek: The supply and demand of information for household solar photovoltaic investment," Energy Policy, Elsevier, vol. 161(C).
    17. Yu, Lin & Ye, Jiahui & Yang, Lin, 2025. "From endowed trust to earned trust: Firms located in trusted regions," International Review of Financial Analysis, Elsevier, vol. 104(PA).
    18. Fang, Ming & Lai, Weizheng & Xia, Congling, 2025. "Anti-corruption and political trust: Evidence from China," Journal of Economic Behavior & Organization, Elsevier, vol. 234(C).
    19. Wen, Le & Sheng, Mingyue Selena & Sharp, Basil & Meng, Tongyu & Du, Bo & Yi, Ming & Suomalainen, Kiti & Gkritza, Konstantina, 2023. "Exploration of the nexus between solar potential and electric vehicle uptake: A case study of Auckland, New Zealand," Energy Policy, Elsevier, vol. 173(C).
    20. Cabeza-Ramírez, L. Javier & Rosales-Tristancho, Abel & Sánchez-Cañizares, Sandra M. & Palacios-Florencio, Beatriz, 2025. "Rational and normative determinants in electric vehicle adoption: Willingness to pay and moderating variables," Technology in Society, Elsevier, vol. 81(C).

    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:eneeco:v:148:y:2025:i:c:s0140988325005195. 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.elsevier.com/locate/eneco .

    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.