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Peer effects of corporate ESG practice: Incorporating the impact of ESG rating disagreement

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  • Wang, Shaolin
  • Wang, Jianli
  • Dong, Minghua
  • Li, Jingyuan

Abstract

This study investigates peer effects in ESG practice by analyzing Chinese listed companies from 2009 to 2022. After incorporating the impact of ESG rating disagreement, we document the significant existence of peer effects of ESG practice. Mechanism analysis shows these effects are amplified by high information uncertainty and information transmission efficiency. Heterogeneity tests reveal stronger peer effects in non-state-owned, follower, and non-heavy-polluting firms. Additionally, we find peer effects of ESG practice is strongest for social activities and exhibit regional spillovers. Furthermore, this imitation is selective, as firms replicate positive ESG practice rather than controversies.

Suggested Citation

  • Wang, Shaolin & Wang, Jianli & Dong, Minghua & Li, Jingyuan, 2026. "Peer effects of corporate ESG practice: Incorporating the impact of ESG rating disagreement," Emerging Markets Review, Elsevier, vol. 71(C).
  • Handle: RePEc:eee:ememar:v:71:y:2026:i:c:s1566014125001608
    DOI: 10.1016/j.ememar.2025.101411
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    1. Huang, Qianqian & Yuan, Tao, 2021. "Does Political Corruption Impede Firm Innovation? Evidence from the United States," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 56(1), pages 213-248, February.
    2. Chen, Tao & Dong, Hui & Lin, Chen, 2020. "Institutional shareholders and corporate social responsibility," Journal of Financial Economics, Elsevier, vol. 135(2), pages 483-504.
    3. Li, Donghui & Xing, Lu & Zhao, Yang, 2022. "Does extended auditor disclosure deter managerial bad-news hoarding? Evidence from crash risk," Journal of Corporate Finance, Elsevier, vol. 76(C).
    4. Hao Liang & Luc Renneboog, 2017. "On the Foundations of Corporate Social Responsibility," Journal of Finance, American Finance Association, vol. 72(2), pages 853-910, April.
    5. Jerayr (John) Haleblian & Gerry McNamara & Kalin Kolev & Bernadine J. Dykes, 2012. "Exploring firm characteristics that differentiate leaders from followers in industry merger waves: a competitive dynamics perspective," Strategic Management Journal, Wiley Blackwell, vol. 33(9), pages 1037-1052, September.
    6. Maria Baldini & Lorenzo Dal Maso & Giovanni Liberatore & Francesco Mazzi & Simone Terzani, 2018. "Role of Country- and Firm-Level Determinants in Environmental, Social, and Governance Disclosure," Journal of Business Ethics, Springer, vol. 150(1), pages 79-98, June.
    7. Matthijs Breugem & Adrian Buss, 2019. "Institutional Investors and Information Acquisition: Implications for Asset Prices and Informational Efficiency," The Review of Financial Studies, Society for Financial Studies, vol. 32(6), pages 2260-2301.
    8. Mark T. Leary & Michael R. Roberts, 2014. "Do Peer Firms Affect Corporate Financial Policy?," Journal of Finance, American Finance Association, vol. 69(1), pages 139-178, February.
    9. Asimakopoulos, Panagiotis & Asimakopoulos, Stylianos & Li, Xinyu, 2023. "The role of environmental, social, and governance rating on corporate debt structure," Journal of Corporate Finance, Elsevier, vol. 83(C).
    10. Bhandari, Avishek & Javakhadze, David, 2017. "Corporate social responsibility and capital allocation efficiency," Journal of Corporate Finance, Elsevier, vol. 43(C), pages 354-377.
    11. Charles F. Manski, 1993. "Identification of Endogenous Social Effects: The Reflection Problem," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 60(3), pages 531-542.
    12. Dayuan Li & Min Huang & Shenggang Ren & Xiaohong Chen & Lutao Ning, 2018. "Environmental Legitimacy, Green Innovation, and Corporate Carbon Disclosure: Evidence from CDP China 100," Journal of Business Ethics, Springer, vol. 150(4), pages 1089-1104, July.
    13. Xuemin (Sterling) Yan & Zhe Zhang, 2009. "Institutional Investors and Equity Returns: Are Short-term Institutions Better Informed?," The Review of Financial Studies, Society for Financial Studies, vol. 22(2), pages 893-924, February.
    14. Hlouskova, Jaroslava & Fortin, Ines & Tsigaris, Panagiotis, 2017. "The consumption–investment decision of a prospect theory household: A two-period model," Journal of Mathematical Economics, Elsevier, vol. 70(C), pages 74-89.
    15. Baik, Bok & Kang, Jun-Koo & Kim, Jin-Mo, 2010. "Local institutional investors, information asymmetries, and equity returns," Journal of Financial Economics, Elsevier, vol. 97(1), pages 81-106, July.
    16. Hilary Hoynes & Doug Miller & David Simon, 2015. "Income, the Earned Income Tax Credit, and Infant Health," American Economic Journal: Economic Policy, American Economic Association, vol. 7(1), pages 172-211, February.
    17. Adhikari, Binay K. & Agrawal, Anup, 2018. "Peer influence on payout policies," Journal of Corporate Finance, Elsevier, vol. 48(C), pages 615-637.
    18. Bo Becker & Zoran Ivković & Scott Weisbenner, 2011. "Local Dividend Clienteles," Journal of Finance, American Finance Association, vol. 66(2), pages 655-683, April.
    19. Roberto Garcia-Castro & Miguel Ariño & Miguel Canela, 2010. "Does Social Performance Really Lead to Financial Performance? Accounting for Endogeneity," Journal of Business Ethics, Springer, vol. 92(1), pages 107-126, March.
    20. Sadok El Ghoul & Omrane Guedhami & Hakkon Kim & Kwangwoo Park, 2018. "Corporate Environmental Responsibility and the Cost of Capital: International Evidence," Journal of Business Ethics, Springer, vol. 149(2), pages 335-361, May.
    21. Li, Chengcheng & Wang, Xiaoqiong, 2022. "Local peer effects of corporate social responsibility," Journal of Corporate Finance, Elsevier, vol. 73(C).
    22. Bae, Kee-Hong & El Ghoul, Sadok & Gong, Zhaoran (Jason) & Guedhami, Omrane, 2021. "Does CSR matter in times of crisis? Evidence from the COVID-19 pandemic," Journal of Corporate Finance, Elsevier, vol. 67(C).
    23. Demsetz, Harold & Villalonga, Belen, 2001. "Ownership structure and corporate performance," Journal of Corporate Finance, Elsevier, vol. 7(3), pages 209-233, September.
    24. Wu, Chunying & Xiong, Xiong & Gao, Ya & Zhang, Jin, 2022. "Does social media coverage deter firms from withholding bad news? Evidence from stock price crash risk," International Review of Financial Analysis, Elsevier, vol. 84(C).
    25. Rajna Gibson Brandon & Philipp Krueger & Peter Steffen Schmidt, 2021. "ESG Rating Disagreement and Stock Returns," Financial Analysts Journal, Taylor & Francis Journals, vol. 77(4), pages 104-127, October.
    26. Changhee Lee & Dan Palmon & Ari Yezegel, 2018. "The Corporate Social Responsibility Information Environment: Examining the Value of Financial Analysts’ Recommendations," Journal of Business Ethics, Springer, vol. 150(1), pages 279-301, June.
    27. Leonardo Bursztyn & Florian Ederer & Bruno Ferman & Noam Yuchtman, 2014. "Understanding Mechanisms Underlying Peer Effects: Evidence From a Field Experiment on Financial Decisions," Econometrica, Econometric Society, vol. 82(4), pages 1273-1301, July.
    28. Barrios, John M. & Hochberg, Yael V., 2021. "Risk perceptions and politics: Evidence from the COVID-19 pandemic," Journal of Financial Economics, Elsevier, vol. 142(2), pages 862-879.
    29. Florian Berg & Julian F Kölbel & Roberto Rigobon, 2022. "Aggregate Confusion: The Divergence of ESG Ratings [Corporate social responsibility and firm risk: theory and empirical evidence]," Review of Finance, European Finance Association, vol. 26(6), pages 1315-1344.
    30. Zhou, Zihan & Wang, Shaolin & Wang, Hongxia, 2025. "The performance of ESG portfolios: A stochastic dominance approach," Finance Research Letters, Elsevier, vol. 72(C).
    31. Samuel Drempetic & Christian Klein & Bernhard Zwergel, 2020. "The Influence of Firm Size on the ESG Score: Corporate Sustainability Ratings Under Review," Journal of Business Ethics, Springer, vol. 167(2), pages 333-360, November.
    32. Lee, Hye Seung & Salas, Jesus M. & Shen, Ke & Yang, Ke, 2024. "The effect of bond ownership structure on ESG performance," Journal of Corporate Finance, Elsevier, vol. 89(C).
    33. Jory, Surendranath R. & Khieu, Hinh D. & Ngo, Thanh N. & Phan, Hieu V., 2020. "The influence of economic policy uncertainty on corporate trade credit and firm value," Journal of Corporate Finance, Elsevier, vol. 64(C).
    34. James S. Ang & Rebel A. Cole & James Wuh Lin, 2000. "Agency Costs and Ownership Structure," Journal of Finance, American Finance Association, vol. 55(1), pages 81-106, February.
    35. Wang, Jianli & Wang, Shaolin & Dong, Minghua & Wang, Hongxia, 2024. "ESG rating disagreement and stock returns: Evidence from China," International Review of Financial Analysis, Elsevier, vol. 91(C).
    36. Grennan, Jillian, 2019. "Dividend payments as a response to peer influence," Journal of Financial Economics, Elsevier, vol. 131(3), pages 549-570.
    37. Kaustia, Markku & Knüpfer, Samuli, 2012. "Peer performance and stock market entry," Journal of Financial Economics, Elsevier, vol. 104(2), pages 321-338.
    38. Karl V. Lins & Henri Servaes & Ane Tamayo, 2017. "Social Capital, Trust, and Firm Performance: The Value of Corporate Social Responsibility during the Financial Crisis," Journal of Finance, American Finance Association, vol. 72(4), pages 1785-1824, August.
    39. Amal Aouadi & Sylvain Marsat, 2018. "Do ESG Controversies Matter for Firm Value? Evidence from International Data," Post-Print halshs-02007374, HAL.
    40. Pedersen, Lasse Heje & Fitzgibbons, Shaun & Pomorski, Lukasz, 2021. "Responsible investing: The ESG-efficient frontier," Journal of Financial Economics, Elsevier, vol. 142(2), pages 572-597.
    41. Jiang, Hao, 2010. "Institutional investors, intangible information, and the book-to-market effect," Journal of Financial Economics, Elsevier, vol. 96(1), pages 98-126, April.
    42. Jie Cao & Hao Liang & Xintong Zhan, 2019. "Peer Effects of Corporate Social Responsibility," Management Science, INFORMS, vol. 65(12), pages 5487-5503, December.
    43. Bena, Jan & Ortiz-Molina, Hernán & Simintzi, Elena, 2022. "Shielding firm value: Employment protection and process innovation," Journal of Financial Economics, Elsevier, vol. 146(2), pages 637-664.
    44. An, Zhe & Chen, Chen & Naiker, Vic & Wang, Jun, 2020. "Does media coverage deter firms from withholding bad news? Evidence from stock price crash risk," Journal of Corporate Finance, Elsevier, vol. 64(C).
    45. Cesare Fracassi, 2017. "Corporate Finance Policies and Social Networks," Management Science, INFORMS, vol. 63(8), pages 2420-2438, August.
    46. Israel, Ronen & Moskowitz, Tobias J., 2013. "The role of shorting, firm size, and time on market anomalies," Journal of Financial Economics, Elsevier, vol. 108(2), pages 275-301.
    47. Pástor, Ľuboš & Stambaugh, Robert F. & Taylor, Lucian A., 2021. "Sustainable investing in equilibrium," Journal of Financial Economics, Elsevier, vol. 142(2), pages 550-571.
    48. Fang, Yiwei & Francis, Bill & Hasan, Iftekhar, 2018. "Differences make a difference: Diversity in social learning and value creation," Journal of Corporate Finance, Elsevier, vol. 48(C), pages 474-491.
    49. Edmans, Alex, 2011. "Does the stock market fully value intangibles? Employee satisfaction and equity prices," Journal of Financial Economics, Elsevier, vol. 101(3), pages 621-640, September.
    50. Wang, Shaolin & Cheng, Ho Cheung & Wang, Jianli & Yick, Ho Yin, 2025. "The performance of ESG portfolios: Evidence from the Chinese market under COVID-19," Economic Modelling, Elsevier, vol. 143(C).
    51. Lilian Ng & Fei Wu, 2010. "Peer Effects in the Trading Decisions of Individual Investors," Financial Management, Financial Management Association International, vol. 39(2), pages 807-831, June.
    52. Casey Dougal & Christopher A. Parsons & Sheridan Titman, 2015. "Urban Vibrancy and Corporate Growth," Journal of Finance, American Finance Association, vol. 70(1), pages 163-210, February.
    53. He, Feng & Guo, Xinyao & Yue, Pengpeng, 2024. "Media coverage and corporate ESG performance: Evidence from China," International Review of Financial Analysis, Elsevier, vol. 91(C).
    54. Dyck, Alexander & Lins, Karl V. & Roth, Lukas & Wagner, Hannes F., 2019. "Do institutional investors drive corporate social responsibility? International evidence," Journal of Financial Economics, Elsevier, vol. 131(3), pages 693-714.
    55. Seo, Hojun, 2021. "Peer effects in corporate disclosure decisions," Journal of Accounting and Economics, Elsevier, vol. 71(1).
    56. Kpegli, Yao Thibaut & Corgnet, Brice & Zylbersztejn, Adam, 2023. "All at once! A comprehensive and tractable semi-parametric method to elicit prospect theory components," Journal of Mathematical Economics, Elsevier, vol. 104(C).
    57. Shroff, Nemit & Verdi, Rodrigo S. & Yost, Benjamin P., 2017. "When does the peer information environment matter?," Journal of Accounting and Economics, Elsevier, vol. 64(2), pages 183-214.
    58. Bhuyan, Md Nazmul Hasan & García-Feijóo, Luis & Rajkovic, Tijana, 2025. "Real options and CEO social connections: The role of financial flexibility," Journal of Corporate Finance, Elsevier, vol. 91(C).
    59. Amal Aouadi & Sylvain Marsat, 2018. "Do ESG Controversies Matter for Firm Value? Evidence from International Data," Journal of Business Ethics, Springer, vol. 151(4), pages 1027-1047, September.
    60. Jeffrey R. Brown & Zoran Ivković & Paul A. Smith & Scott Weisbenner, 2008. "Neighbors Matter: Causal Community Effects and Stock Market Participation," Journal of Finance, American Finance Association, vol. 63(3), pages 1509-1531, June.
    61. Homroy, Swarnodeep & Mukherjee, Shibashish, 2021. "The role of employer learning and regulatory interventions in mitigating executive gender pay gap," Journal of Corporate Finance, Elsevier, vol. 71(C).
    62. Conlisk, John, 1980. "Costly optimizers versus cheap imitators," Journal of Economic Behavior & Organization, Elsevier, vol. 1(3), pages 275-293, September.
    63. Andres Almazan & Adolfo De Motta & Sheridan Titman & Vahap Uysal, 2010. "Financial Structure, Acquisition Opportunities, and Firm Locations," Journal of Finance, American Finance Association, vol. 65(2), pages 529-563, April.
    64. Teck Ming Tan & Jari Salo, 2023. "Ethical Marketing in the Blockchain-Based Sharing Economy: Theoretical Integration and Guiding Insights," Journal of Business Ethics, Springer, vol. 183(4), pages 1113-1140, April.
    65. Hans B. Christensen & Luzi Hail & Christian Leuz, 2021. "Mandatory CSR and sustainability reporting: economic analysis and literature review," Review of Accounting Studies, Springer, vol. 26(3), pages 1176-1248, September.
    66. Chen, Yi-Chun & Hung, Mingyi & Wang, Yongxiang, 2018. "The effect of mandatory CSR disclosure on firm profitability and social externalities: Evidence from China," Journal of Accounting and Economics, Elsevier, vol. 65(1), pages 169-190.
    67. Siemroth, Christoph & Hornuf, Lars, 2023. "Why Do Retail Investors Pick Green Investments? A Lab-in-the-Field Experiment with Crowdfunders," Journal of Economic Behavior & Organization, Elsevier, vol. 209(C), pages 74-90.
    68. Zyglidopoulos, Stelios C. & Georgiadis, Andreas P. & Carroll, Craig E. & Siegel, Donald S., 2012. "Does media attention drive corporate social responsibility?," Journal of Business Research, Elsevier, vol. 65(11), pages 1622-1627.
    69. Avramov, Doron & Cheng, Si & Lioui, Abraham & Tarelli, Andrea, 2022. "Sustainable investing with ESG rating uncertainty," Journal of Financial Economics, Elsevier, vol. 145(2), pages 642-664.
    70. Michael Bailey & Ruiqing Cao & Theresa Kuchler & Johannes Stroebel, 2018. "The Economic Effects of Social Networks: Evidence from the Housing Market," Journal of Political Economy, University of Chicago Press, vol. 126(6), pages 2224-2276.
    71. David H. Autor, 2003. "Outsourcing at Will: The Contribution of Unjust Dismissal Doctrine to the Growth of Employment Outsourcing," Journal of Labor Economics, University of Chicago Press, vol. 21(1), pages 1-42, January.
    72. Scharfstein, David S & Stein, Jeremy C, 1990. "Herd Behavior and Investment," American Economic Review, American Economic Association, vol. 80(3), pages 465-479, June.
    73. Aaron K. Chatterji & Rodolphe Durand & David I. Levine & Samuel Touboul, 2016. "Do ratings of firms converge? Implications for managers, investors and strategy researchers," Strategic Management Journal, Wiley Blackwell, vol. 37(8), pages 1597-1614, August.
    74. Cai, Ye & Pan, Carrie H. & Statman, Meir, 2016. "Why do countries matter so much in corporate social performance?," Journal of Corporate Finance, Elsevier, vol. 41(C), pages 591-609.
    75. Kim, Y. Han (Andy) & Park, Junho & Shin, Hojong, 2022. "CEO facial masculinity, fraud, and ESG: Evidence from South Korea," Emerging Markets Review, Elsevier, vol. 53(C).
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