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探索环境、社会和治理主题的趋势及其随时间的情感价值。

Exploring Trends in Environmental, Social, and Governance Themes and Their Sentimental Value Over Time.

作者信息

Park Joonbeom, Choi Woojoo, Jung Sang-Uk

机构信息

Graduate School of Information, Yonsei University, Seoul, South Korea.

Graduate Business School, Hankuk University of Foreign Studies, Seoul, South Korea.

出版信息

Front Psychol. 2022 Jun 28;13:890435. doi: 10.3389/fpsyg.2022.890435. eCollection 2022.

Abstract

Environmental, social, and governance (ESG) is an indicator that measures a company's non-financial performance. Many firms have recently emphasized the importance of ESG. Ascertaining what topics are being discussed around ESG and how they change over time will contribute significantly to gaining insight into ESG. Using 73,397,870 text data scraped and refined from publicly available Twitter data, this study applied Latent Dirichlet Allocation (LDA) and the dynamic topic model (DTM) to ascertain the hidden structure of the ESG-related document collection and the topics being discussed. The study further conducts a sentiment analysis to examine the sentiment of the general public regarding ESG. Topic modeling shows that various topics regarding ESG are being discussed and evolve over time. Sentiment analysis shows that many people have neutral or positive sentiments toward ESG-related issues. This study contributes to exploring insights into ESG among the public and understanding public reactions toward ESG. We further conclude the study with a discussion of managerial implications and potential future research.

摘要

环境、社会和治理(ESG)是衡量公司非财务绩效的一个指标。最近,许多公司都强调了ESG的重要性。确定围绕ESG正在讨论哪些话题以及它们如何随时间变化,将对深入了解ESG有很大帮助。本研究使用从公开可用的推特数据中抓取和提炼的73397870条文本数据,应用潜在狄利克雷分配(LDA)和动态主题模型(DTM)来确定与ESG相关的文档集的隐藏结构以及正在讨论的话题。该研究还进行了情感分析,以考察公众对ESG的情感。主题建模表明,围绕ESG的各种话题正在被讨论且随时间演变。情感分析表明,许多人对与ESG相关的问题持中性或积极态度。本研究有助于探索公众对ESG的见解,并理解公众对ESG的反应。我们还通过讨论管理启示和潜在的未来研究来结束本研究。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2e74/9275432/42040ebcb20c/fpsyg-13-890435-g001.jpg

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