企业自愿气候行动披露与股市反应:基于 BERT 的中国财报电话会议分析

Mengxin Shao, Minggao Xue
{"title":"企业自愿气候行动披露与股市反应:基于 BERT 的中国财报电话会议分析","authors":"Mengxin Shao,&nbsp;Minggao Xue","doi":"10.1016/j.jclimf.2024.100047","DOIUrl":null,"url":null,"abstract":"<div><p>Climate information disclosure plays a pivotal role in fostering sustainable practices and enhancing transparency in climate risk. However, it is unclear whether firms’ voluntary climate-related disclosures effectively convey incremental information to investors. In the empirical context of Chinese listed firms, we explore the valuation effect of firms’ voluntary climate action disclosures, which is quantified from the transcripts of earning conference calls using a novel natural language model, BERT. Our results reveal that firms with more voluntary climate action disclosures experience more positive stock market reactions, indicating that investors value transparency on corporate commitment to future climate actions. The positive valuation effect of disclosures tends to be more pronounced in firms with higher disclosure quality, more green-preference investors, and higher investor attention. Moreover, we find that the positive valuation effect is achieved through enhancing corporate reputation and investor confidence. We further show that firms’ voluntary climate action disclosures exhibit a significant positive correlation with green innovations and environmental pillar scores, dispelling concerns of mere “greenwashing”. Overall, our evidence contributes to understanding the role of climate disclosures in investor assessment of firms’ climate risks and opportunities. The findings provides fresh insights for policymakers and regulatory bodies involved in shaping disclosure frameworks that promote sustainable business practices.</p></div>","PeriodicalId":100763,"journal":{"name":"Journal of Climate Finance","volume":"8 ","pages":"Article 100047"},"PeriodicalIF":0.0000,"publicationDate":"2024-07-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Firms’ voluntary climate action disclosures and stock market reaction: A BERT-based analysis of earnings conference calls in China\",\"authors\":\"Mengxin Shao,&nbsp;Minggao Xue\",\"doi\":\"10.1016/j.jclimf.2024.100047\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><p>Climate information disclosure plays a pivotal role in fostering sustainable practices and enhancing transparency in climate risk. However, it is unclear whether firms’ voluntary climate-related disclosures effectively convey incremental information to investors. In the empirical context of Chinese listed firms, we explore the valuation effect of firms’ voluntary climate action disclosures, which is quantified from the transcripts of earning conference calls using a novel natural language model, BERT. Our results reveal that firms with more voluntary climate action disclosures experience more positive stock market reactions, indicating that investors value transparency on corporate commitment to future climate actions. The positive valuation effect of disclosures tends to be more pronounced in firms with higher disclosure quality, more green-preference investors, and higher investor attention. Moreover, we find that the positive valuation effect is achieved through enhancing corporate reputation and investor confidence. We further show that firms’ voluntary climate action disclosures exhibit a significant positive correlation with green innovations and environmental pillar scores, dispelling concerns of mere “greenwashing”. Overall, our evidence contributes to understanding the role of climate disclosures in investor assessment of firms’ climate risks and opportunities. The findings provides fresh insights for policymakers and regulatory bodies involved in shaping disclosure frameworks that promote sustainable business practices.</p></div>\",\"PeriodicalId\":100763,\"journal\":{\"name\":\"Journal of Climate Finance\",\"volume\":\"8 \",\"pages\":\"Article 100047\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2024-07-08\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of Climate Finance\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S2949728024000178\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Climate Finance","FirstCategoryId":"1085","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S2949728024000178","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

摘要

气候信息披露在促进可持续发展实践和提高气候风险透明度方面发挥着举足轻重的作用。然而,企业自愿性气候相关信息披露是否能有效地向投资者传递增量信息尚不明确。在中国上市公司的实证背景下,我们探讨了企业自愿性气候行动信息披露的估值效应,并利用新颖的自然语言模型--BERT,从盈利电话会议的记录中进行量化。我们的研究结果表明,自愿性气候行动信息披露越多的企业,其股票市场反应越积极,这表明投资者重视企业未来气候行动承诺的透明度。在信息披露质量较高、绿色偏好投资者较多、投资者关注度较高的企业中,信息披露的正面估值效应往往更为明显。此外,我们还发现,积极的估值效应是通过提高企业声誉和投资者信心实现的。我们进一步发现,企业自愿披露的气候行动信息与绿色创新和环境支柱得分呈显著的正相关关系,从而消除了人们对单纯 "洗绿 "的担忧。总之,我们的证据有助于理解气候信息披露在投资者评估企业气候风险和机遇方面的作用。研究结果为参与制定促进可持续商业实践的信息披露框架的政策制定者和监管机构提供了新的见解。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Firms’ voluntary climate action disclosures and stock market reaction: A BERT-based analysis of earnings conference calls in China

Climate information disclosure plays a pivotal role in fostering sustainable practices and enhancing transparency in climate risk. However, it is unclear whether firms’ voluntary climate-related disclosures effectively convey incremental information to investors. In the empirical context of Chinese listed firms, we explore the valuation effect of firms’ voluntary climate action disclosures, which is quantified from the transcripts of earning conference calls using a novel natural language model, BERT. Our results reveal that firms with more voluntary climate action disclosures experience more positive stock market reactions, indicating that investors value transparency on corporate commitment to future climate actions. The positive valuation effect of disclosures tends to be more pronounced in firms with higher disclosure quality, more green-preference investors, and higher investor attention. Moreover, we find that the positive valuation effect is achieved through enhancing corporate reputation and investor confidence. We further show that firms’ voluntary climate action disclosures exhibit a significant positive correlation with green innovations and environmental pillar scores, dispelling concerns of mere “greenwashing”. Overall, our evidence contributes to understanding the role of climate disclosures in investor assessment of firms’ climate risks and opportunities. The findings provides fresh insights for policymakers and regulatory bodies involved in shaping disclosure frameworks that promote sustainable business practices.

求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信