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Green supply chain management and ESG rating divergence: A quasi-natural experiment in China

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  • Guo, Chun
  • Luo, Jingbo

Abstract

Using China's six batches of green supply chain management demonstration enterprises (GSCMs) selection from 2017 to 2022 as exogenous shocks and drawing on the new institutional, signaling and information asymmetry theories, we investigate the information effect of green supply chain management (GSCM) on GSCMs' ESG rating divergence by constructing a staggered difference-in-difference model. We find a significant and negative effect of GSCM on GSCMs' ESG rating divergence. This negative effect is more pronounced for GSCMs in highly polluting industries, with green investor, occupying heightened climate change risk perception, and undergoing greater public environmental attention. The mechanism test demonstrates that GSCM mitigates GSCMs' ESG rating divergence via enhancing internal information disclosure and attracting external stakeholder attention. Further analyses indicate that the capital market values GSCMs, as evidenced by the fact that GSCM improves ESG rating divergent GSCMs' stock liquidity and reduces their equity financing costs. Taken together, we underscore the pivotal information effect of green supply chain management practices and regulations on mitigating ESG rating divergence.

Suggested Citation

  • Guo, Chun & Luo, Jingbo, 2026. "Green supply chain management and ESG rating divergence: A quasi-natural experiment in China," Technological Forecasting and Social Change, Elsevier, vol. 223(C).
  • Handle: RePEc:eee:tefoso:v:223:y:2026:i:c:s0040162525004883
    DOI: 10.1016/j.techfore.2025.124457
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    as
    1. Steven Scalet & Thomas Kelly, 2010. "CSR Rating Agencies: What is Their Global Impact?," Journal of Business Ethics, Springer, vol. 94(1), pages 69-88, June.
    2. Zacharias Sautner & Laurence Van Lent & Grigory Vilkov & Ruishen Zhang, 2023. "Firm‐Level Climate Change Exposure," Journal of Finance, American Finance Association, vol. 78(3), pages 1449-1498, June.
    3. Tao, Miaomiao & Wen, Le & Sheng, Mingyue Selena & Poletti, Stephen, 2024. "Appraising the role of energy conservation and emission reduction policy for eco-friendly productivity improvements: An entropy-balancing DID approach," Energy Economics, Elsevier, vol. 132(C).
    4. George Serafeim & Aaron Yoon, 2023. "Stock price reactions to ESG news: the role of ESG ratings and disagreement," Review of Accounting Studies, Springer, vol. 28(3), pages 1500-1530, September.
    5. X. Meng & S. Zeng & C. Tam & X. Xu, 2013. "Whether Top Executives’ Turnover Influences Environmental Responsibility: From the Perspective of Environmental Information Disclosure," Journal of Business Ethics, Springer, vol. 114(2), pages 341-353, May.
    6. Hainmueller, Jens, 2012. "Entropy Balancing for Causal Effects: A Multivariate Reweighting Method to Produce Balanced Samples in Observational Studies," Political Analysis, Cambridge University Press, vol. 20(1), pages 25-46, January.
    7. Amihud, Yakov, 2002. "Illiquidity and stock returns: cross-section and time-series effects," Journal of Financial Markets, Elsevier, vol. 5(1), pages 31-56, January.
    8. Feng, Jingyu & Yuan, Ying, 2024. "Green investors and corporate ESG performance: Evidence from China," Finance Research Letters, Elsevier, vol. 60(C).
    9. Samuel M. Hartzmark & Abigail B. Sussman, 2019. "Do Investors Value Sustainability? A Natural Experiment Examining Ranking and Fund Flows," Journal of Finance, American Finance Association, vol. 74(6), pages 2789-2837, December.
    10. Zhang, Mengzhi & He, Wenjian, 2025. "Encouraging or inhibiting: Can analyst attention reduce corporate greenwashing behavior?," Economic Analysis and Policy, Elsevier, vol. 85(C), pages 943-962.
    11. Liu, Guangqiang & Yang, Zhiqing & Zhang, Fan & Zhang, Nan, 2022. "Environmental tax reform and environmental investment: A quasi-natural experiment based on China's Environmental Protection Tax Law," Energy Economics, Elsevier, vol. 109(C).
    12. Cedric Dawkins & John Fraas, 2011. "Erratum to: Beyond Acclamations and Excuses: Environmental Performance, Voluntary Environmental Disclosure and the Role of Visibility," Journal of Business Ethics, Springer, vol. 99(3), pages 383-397, March.
    13. Shi, Bo & Wang, Xiaoran & Jiang, Xiaowen & Yang, Huikang & Sui, Wenzhao, 2024. "Green institutional investors’ shareholding and corporate environmental responsibility," Finance Research Letters, Elsevier, vol. 62(PB).
    14. 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.
    15. Yue, Jun & Li, Yilin, 2023. "Media attention and corporate greenwashing behavior: Evidence from China," Finance Research Letters, Elsevier, vol. 55(PB).
    16. Jing‐Yue Liu & Yue‐Jun Zhang & Charles H. Cho, 2023. "Corporate environmental information disclosure and green innovation: The moderating effect of CEO visibility," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 30(6), pages 3020-3042, November.
    17. 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.
    18. Fumin Zhu & Haoyuan Fan & Zunxin Zheng, 2025. "The Disclosure Fog: Institutional Investors and Corporate Greenwashing," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 30(4), pages 3856-3874, October.
    19. Wang, Yuxi & Hu, Fangjia & Wang, Yunyun, 2024. "Analyst coverage and greenwashing: Evidence from Chinese A-Share listed corporations," International Review of Economics & Finance, Elsevier, vol. 94(C).
    20. Zhou, Bo & Ding, Hao, 2023. "How public attention drives corporate environmental protection: Effects and channels," Technological Forecasting and Social Change, Elsevier, vol. 191(C).
    21. Geng, Ruoqi & Mansouri, S. Afshin & Aktas, Emel, 2017. "The relationship between green supply chain management and performance: A meta-analysis of empirical evidences in Asian emerging economies," International Journal of Production Economics, Elsevier, vol. 183(PA), pages 245-258.
    22. Aaron K. Chatterji & David I. Levine & Michael W. Toffel, 2009. "How Well Do Social Ratings Actually Measure Corporate Social Responsibility?," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 18(1), pages 125-169, March.
    23. Tian, Ye & Chen, Songbo & Dai, Li, 2024. "How climate risk drives corporate green innovation: Evidence from China," Finance Research Letters, Elsevier, vol. 59(C).
    24. JOSEPH A. McCAHERY & ZACHARIAS SAUTNER & LAURA T. STARKS, 2016. "Behind the Scenes: The Corporate Governance Preferences of Institutional Investors," Journal of Finance, American Finance Association, vol. 71(6), pages 2905-2932, December.
    25. 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).
    26. Pan, An & Cao, Xuekang, 2024. "Pilot free trade zones and low-carbon innovation: Evidence from listed companies in China," Energy Economics, Elsevier, vol. 136(C).
    27. Baker, Andrew C. & Larcker, David F. & Wang, Charles C.Y., 2022. "How much should we trust staggered difference-in-differences estimates?," Journal of Financial Economics, Elsevier, vol. 144(2), pages 370-395.
    28. 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.
    29. Peter M. Clarkson & Michael B. Overell & Larelle Chapple, 2011. "Environmental Reporting and its Relation to Corporate Environmental Performance," Abacus, Accounting Foundation, University of Sydney, vol. 47(1), pages 27-60, March.
    30. Goodman-Bacon, Andrew, 2021. "Difference-in-differences with variation in treatment timing," Journal of Econometrics, Elsevier, vol. 225(2), pages 254-277.
    31. Annachiara Longoni & Davide Luzzini & Marco Guerci, 2018. "Deploying Environmental Management Across Functions: The Relationship Between Green Human Resource Management and Green Supply Chain Management," Journal of Business Ethics, Springer, vol. 151(4), pages 1081-1095, September.
    32. Li, Lingjia & Shan, Shuo & Dai, Jing & Che, Wen & Shou, Yongyi, 2022. "The impact of green supply chain management on green innovation: A meta-analysis from the inter-organizational learning perspective," International Journal of Production Economics, Elsevier, vol. 250(C).
    33. Wang, Xue & Liu, Qingyuan, 2024. "Information disclosure and ESG rating disagreement: Evidence from green bond issuance in China," Pacific-Basin Finance Journal, Elsevier, vol. 85(C).
    34. Sreedhar T. Bharath & Paolo Pasquariello & Guojun Wu, 2009. "Does Asymmetric Information Drive Capital Structure Decisions?," The Review of Financial Studies, Society for Financial Studies, vol. 22(8), pages 3211-3243, August.
    35. Alexander Dyck & Natalya Volchkova & Luigi Zingales, 2008. "The Corporate Governance Role of the Media: Evidence from Russia," Journal of Finance, American Finance Association, vol. 63(3), pages 1093-1135, June.
    36. Joseph E. Stiglitz, 2000. "The Contributions of the Economics of Information to Twentieth Century Economics," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 115(4), pages 1441-1478.
    37. Feng, Chao & Cheng, Xi & Luo, Jiaxing & Zheng, Hao & Wang, Miao, 2025. "Can corporate site visits by institutional investors improve the quality of corporate environmental information disclosure? Evidence from China," International Review of Financial Analysis, Elsevier, vol. 102(C).
    38. Clarkson, Peter M. & Li, Yue & Richardson, Gordon D. & Vasvari, Florin P., 2008. "Revisiting the relation between environmental performance and environmental disclosure: An empirical analysis," Accounting, Organizations and Society, Elsevier, vol. 33(4-5), pages 303-327.
    39. Brian J. Bushee & John E. Core & Wayne Guay & Sophia J.W. Hamm, 2010. "The Role of the Business Press as an Information Intermediary," Journal of Accounting Research, John Wiley & Sons, Ltd., vol. 48(1), pages 1-19, March.
    40. Nico Lehmann, 2019. "Do Corporate Governance Analysts Matter? Evidence from the Expansion of Governance Analyst Coverage," Journal of Accounting Research, John Wiley & Sons, Ltd., vol. 57(3), pages 721-761, June.
    41. 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.
    42. Allen H. Huang & Reuven Lehavy & Amy Y. Zang & Rong Zheng, 2018. "Analyst Information Discovery and Interpretation Roles: A Topic Modeling Approach," Management Science, INFORMS, vol. 64(6), pages 2833-2855, June.
    43. Li, Menghan & Chen, Qi, 2024. "Executive pay gap and corporate ESG greenwashing: Evidence from China," International Review of Financial Analysis, Elsevier, vol. 95(PA).
    44. Joel F Houston & Hongyu Shan, 2022. "Corporate ESG Profiles and Banking Relationships," The Review of Financial Studies, Society for Financial Studies, vol. 35(7), pages 3373-3417.
    45. Michael D. Kimbrough & Xu (Frank) Wang & Sijing Wei & Jiarui (Iris) Zhang, 2024. "Does Voluntary ESG Reporting Resolve Disagreement among ESG Rating Agencies?," European Accounting Review, Taylor & Francis Journals, vol. 33(1), pages 15-47, January.
    46. Yali Yi & Pelin Demirel, 2023. "The impact of sustainability‐oriented dynamic capabilities on firm growth: Investigating the green supply chain management and green political capabilities," Business Strategy and the Environment, Wiley Blackwell, vol. 32(8), pages 5873-5888, December.
    47. Thomas J. Chemmanur & Gang Hu & Jiekun Huang, 2010. "The Role of Institutional Investors in Initial Public Offerings," The Review of Financial Studies, Society for Financial Studies, vol. 23(12), pages 4496-4540, December.
    48. Michael Spence, 1973. "Job Market Signaling," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 87(3), pages 355-374.
    49. Jabbour, Ana Beatriz Lopes de Sousa & Frascareli, Fernanda Cortegoso de Oliveira & Jabbour, Charbel José Chiappetta, 2015. "Green supply chain management and firms’ performance: Understanding potential relationships and the role of green sourcing and some other green practices," Resources, Conservation & Recycling, Elsevier, vol. 104(PB), pages 366-374.
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