Summary:
As sustainable development gains global consensus, ESG rating agencies have emerged as critical information intermediaries connecting firms with capital markets, with their assessments profoundly shaping corporate reputational capital and financing costs. Meanwhile, deepening supply chain integration increasingly exposes focal firms to ESG-driven reputational contagion from upstream and downstream partners. While existing research has extensively examined direct supply chain ESG risk management strategies, including supplier screening, on-site audits, and compliance standards, scholarly understanding remains limited regarding whether firms strategically adjust supply chain information disclosure as a lower-cost and more covert alternative. This gap motivates our central inquiry: under intensifying ESG scrutiny pressure, do firms strategically reduce supply chain disclosure transparency to sever risk transmission channels? Two competing theoretical hypotheses frame our analysis. The risk avoidance hypothesis predicts that ESG rating coverage will prompt firms to reduce supply chain disclosure transparency: by restricting the supply chain information available to ESG information stakeholders, firms take advantage of investors' limited attention to weaken the perceived linkage between supply chain ESG incidents and focal firm performance, thereby reducing external reputational pressure. The signaling hypothesis predicts the opposite: firms proactively enhance disclosure to satisfy ESG information demands and signal superior governance capabilities to the market. Which hypothesis prevails remains an empirical question. We exploit a quasi-natural experiment arising from the staggered coverage of Chinese A-share listed companies by seven major ESG rating agencies, including both domestic and international institutions, between 2007 and 2023. Leveraging the voluntary nature of supply chain disclosure in China, we employ a difference-in-differences framework to identify the effect of ESG scrutiny pressure on supply chain disclosure transparency and examine its real economic consequences. Our findings consistently support the risk avoidance hypothesis. ESG rating coverage significantly reduces supply chain disclosure transparency, with the effect intensifying as the number of covering agencies increases. Cross-sectional analyses reveal that strategic disclosure is more pronounced when supply chain members exhibit weaker ESG performance, that is, when reputational contagion risk is most acute, and when firms face elevated media attention, which amplifies the potential reputational damage from supply chain ESG incidents. These patterns collectively confirm that firms deliberately reduce transparency to sever the risk transmission chain between supply chain ESG events and their own market standing. Analysis of real effects reveals an asymmetry in economic consequences. On one hand, reduced supply chain transparency lowers firms' capital engagement in supply chain relationship maintenance, generating near-term cost savings. On the other hand, the information asymmetry created by strategic disclosure may persistently accumulate unresolved uncertainty in capital markets, potentially elevating firms' future stock price crash risk. This study contributes to the literature in three respects. First, we identify strategic information disclosure as a supply chain ESG risk management approach, extending the existing research framework beyond direct intervention measures to the domain of information management. Second, we document an unintended consequence of soft ESG regulation: while ESG rating coverage is intended to promote sustainability, the scrutiny pressure it generates may paradoxically suppress voluntary information transparency. Third, by introducing an ESG risk transmission avoidance motive, we extend supply chain disclosure motivation theory as a complement to traditional explanations grounded in proprietary costs and related considerations. These findings carry concrete policy implications. Regulators should further improve the regulatory framework governing supply chain information disclosure. ESG rating agencies should incorporate supply chain transparency as an independent evaluative dimension, monitor disclosure trends dynamically, and cross-validate assessments through diverse channels including regulatory enforcement records. Investors should look beyond ESG rating scores to the continuity and completeness of supply chain disclosure, incorporating anomalous transparency changes into investment decision frameworks as potential early warning signals of latent risk.
[1]方先明、胡丁,2023,《企业ESG表现与创新——来自A股上市公司的证据》,《经济研究》第2期,第91~106页。 [2]宫晓云、权小锋和刘希鹏,2022,《供应链透明度与公司避税》,《中国工业经济》第11期,第155~173页。 [3]李欢、李丹和王丹,2018,《客户效应与上市公司债务融资能力——来自我国供应链客户关系的证据》,《金融研究》第6期,第138~154页。 [4]刘柏和卢家锐,2024,《ESG榜单对企业融资成本冲击的异化效应》,《财经研究》第4期,第112~125页。 [5]刘柏、卢家锐和琚涛,2023,《形式主义还是实质主义:ESG评级软监管下的绿色创新研究》,《南开管理评论》第5期,第16~26页。 [6]彭旋和王雄元,2018,《客户股价崩盘风险对供应商具有传染效应吗》,《财经研究》第2期,第141~153页。 [7]汪建新,2023,《ESG活动表现与企业升级》,《金融研究》第11期,第132~152页。 [8]徐凤敏、景奎和李雪鹏,2023,《“双碳”目标背景下基于ESG整合的投资组合研究》,《金融研究》第8期,第149~169页。 [9]严兵、程敏和王乃合,2024,《ESG绿色溢出、供应链传导与企业绿色创新》,《经济研究》第7期,第72~91页。 [10]杨金玉、彭秋萍和葛震霆,2022,《数字化转型的客户传染效应——供应商创新视角》,《中国工业经济》第8期,第156~174页。 [11]张树山和谷城,2024,《供应链数字化与供应链韧性》,《财经研究》第7期,第21~34页。 [12]周开国、应千伟和陈晓娴,2014,《媒体关注度、分析师关注度与盈余预测准确度》,《金融研究》第2期,第139~152页。 [13]Basu, Sudipta, Mahsa S. Kaviani, and Hosein Maleki, 2025, “Bank Entry Barriers and Firms’ Risk-Taking”,The Accounting Review, 100, pp. 55~85. [14]Chen, Y., X. Yang, C. Yuan, and B. Zhu, 2022, “Product Market Competition and the Disclosure of Supply Chain Information”,China Journal of Accounting Research, 15(1), 100223. [15]Christensen, D. M., G. Serafeim, and A. Sikochi, 2022, “Why Is Corporate Virtue in the Eye of the Beholder? The Case of ESG Ratings”,The Accounting Review, 97(1), pp. 147~175. [16]Cho, S. H., X. Fang, S. Tayur, and Y. Xu, 2019, “Combating Child Labor: Incentives and Information Disclosure in Global Supply Chains”,Manufacturing & Service Operations Management, 21(3), pp. 692~711. [17]Darendeli, A., Fiechter, P., Hitz, J. M., and Lehmann, N., 2022, “The role of corporate social responsibility (CSR) information in supply-chain contracting: Evidence from the expansion of CSR rating coverage”, Journal of Accounting and Economics, 74(2–3), 101525. [18]Dhaliwal, D. S., O. Z. Li, A. Tsang, and Y. G. Yang, 2011, “Voluntary Nonfinancial Disclosure and the Cost of Equity Capital: The Initiation of Corporate Social Responsibility Reporting”,The Accounting Review, 86(1), pp. 59~100. [19]Dhaliwal, D., J. S. Judd, M. Serfling and S. Shaikh, 2016, “CustomerConcentration Risk and the Cost of Equity Capital”. Journal of Accounting and Economics, 61(1), pp. 23~48. [20]Elliott, M., B. Golub, and M. V. Leduc, 2022, “Supply Network Formation and Fragility”,American Economic Review, 112(8), pp. 2701~2747. [21]Ellis, J. A., C. E. Fee, and S. E. Thomas, 2012, “Proprietary Costs and the Disclosure of Information about Customers”,Journal of Accounting Research, 50(3), pp. 685~727. [22]Healy, P. M., and Palepu, K. G., 2001, “Information Asymmetry, Corporate Disclosure, and the Capital Markets: A Review of the Empirical Disclosure Literature”. Journal of Accounting and Economics, 31(1-3), pp. 405~440. [23]Hirshleifer, D. and S. H. Teoh, 2003, “Limited Attention, Information Disclosure, and Financial Reporting”,Journal of Accounting and Economics, 36(1-3), pp. 337~386. [24]Li, Y., Y. Lin, and L. Zhang, 2018, “Trade Secrets Law and Corporate Disclosure: Causal Evidence on the Proprietary Cost Hypothesis”,Journal of Accounting Research, 56(1), pp. 265~308. [25]Long, L., C. Wang, and M. Zhang, 2024, “Does Social Media Pressure Induce Corporate Hypocrisy? Evidence of ESG Greenwashing from China”,Journal of Business Ethics, 188(3), pp. 629~656. [26]Lu, H., Q. Peng, J. E. Shin, and L. Yu, 2023, “Migration of Global Supply Chains: A Real Effect of Mandatory ESG Disclosure”,SSRN Working Paper. [27]Lu, S. and B. Cheng, 2023, “Does Environmental Regulation Affect Firms' ESG Performance? Evidence from China”,Managerial and Decision Economics, 44(4), pp. 2004~2009. [28]Patatoukas, P. N., 2012, “Customer-Base Concentration: Implications for Firm Performance and Capital Markets”,The Accounting Review, 87(2), pp. 363~392. [29]She, G., 2022, “The Real Effects of Mandatory Nonfinancial Disclosure: Evidence from Supply Chain Transparency”, The Accounting Review, 97(5), pp. 399~425. [30]Shi, R., Q. Yin, Y. Yuan, F. Lai, and X. Luo, 2024, “The Impact of Supply Chain Transparency on Financing Offerings to Firms: The Moderating Role of Supply Chain Concentration”,International Journal of Operations and Production Management, 44(9), pp. 1721~1742. [31]Shi, Y., Tang, C. S., and Wu, J., 2025, “Are Firms Voluntarily Disclosing Emissions Greener?”, Production and Operations Management, 34(8), pp. 2363~2377. [32]Shi, Y., Wu, J., Zhang, Y.,and Zhou, Y., 2026, “Supply Chain Washing: Strategic Disclosure of Corporate Suppliers”, Journal of Accounting and Economics, 101883. [33]Tsang, A., Y. Wang, Y. Wang, and L. Yu, 2024, “ESG Ratings and Dividend Changes: Evidence from the Initiation of Nonfinancial Agency Coverage”,Corporate Governance: An International Review, 32(4), pp. 812~835. [34]Wang, G., Y. Xiong, Y. Cheng, and H. K. S. Lam, 2023, “The Spillover Effects of Supply Chain Corruption Practices on Stock Returns”,International Journal of Operations and Production Management, 44(2), pp. 298~325.