预测能力
业务
公司治理
现金流
库存(枪支)
计量经济学
股票市场
索引(排版)
精算学
回归分析
现金
经济
股票市场指数
回归
综合数据
骨料(复合)
金融经济学
构造(python库)
系统性风险
市值
线性回归
经济指标
自由现金流
首次公开发行
市场数据
关系(数据库)
风险管理
资本市场
贴现现金流
作者
Liya Chu,Kent Wang,Bohui Zhang,Guofu Zhou
出处
期刊:Management Science
[Institute for Operations Research and the Management Sciences]
日期:2026-06-24
标识
DOI:10.1287/mnsc.2024.07169
摘要
We study the relation between firms’ environmental, social, and governance (ESG) performance and the aggregate stock market returns. Based on 38 individual ESG measures, we construct a market-level ESG index. With both the traditional predictive regression approach and two recently developed machine-learning methods, we find that the ESG index has strong and positive predictive power on the market both in- and out-of-sample, and both the cash flow and discount rate channels are the economic drivers of predictability. Our results are robust to a number of controls and set-ups. Our novel finding on the significant market-wide impact of the ESG provides support for the economy-wide importance of the ESG risk and for the central role played by governments. This paper was accepted by Caroline Flammer, sustainability. Supplemental Material: The online appendix and data files are available at https://doi.org/10.1287/mnsc.2024.07169 .
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