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相关论文: Predicting Companies' ESG Ratings from News Articl…

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Determining the sustainability impact of companies is a highly complex subject which has garnered more and more attention over the past few years. Today, investors largely rely on sustainability-ratings from established rating-providers in…

信息检索 · 计算机科学 2024-12-20 Fabian Billert , Stefan Conrad

Incorporating environmental, social, and governance (ESG) considerations into systematic investments has drawn numerous attention recently. In this paper, we focus on the ESG events in financial news flow and exploring the predictive power…

计算金融 · 定量金融 2020-05-07 Tian Guo , Nicolas Jamet , Valentin Betrix , Louis-Alexandre Piquet , Emmanuel Hauptmann

Environmental Social Governance (ESG) is a widely used metric that measures the sustainability of a company practices. Currently, ESG is determined using self-reported corporate filings, which allows companies to portray themselves in an…

社会与信息网络 · 计算机科学 2023-09-12 Aarav Patel , Peter Gloor

Over the past years, topics ranging from climate change to human rights have seen increasing importance for investment decisions. Hence, investors (asset managers and asset owners) who wanted to incorporate these issues started to assess…

人工智能 · 计算机科学 2021-09-22 Tim Krappel , Alex Bogun , Damian Borth

We present ESG-FTSE, the first corpus comprised of news articles with Environmental, Social and Governance (ESG) relevance annotations. In recent years, investors and regulators have pushed ESG investing to the mainstream due to the urgency…

人工智能 · 计算机科学 2024-05-31 Mariya Pavlova , Bernard Casey , Miaosen Wang

In this paper, we look at the impact of Environment, Social and Governance related news articles and social media data on the stock market performance. We pick four stocks of companies which are widely known in their domain to understand…

计算金融 · 定量金融 2022-10-04 Sudeep R. Bapat , Saumya Kothari , Rushil Bansal

Context: Sustainable corporate behavior is increasingly valued by society and impacts corporate reputation and customer trust. Hence, companies regularly publish sustainability reports to shed light on their impact on environmental, social,…

In this paper we explore the challenges of measuring sentiment in relation to Environmental, Social and Governance (ESG) social media. ESG has grown in importance in recent years with a surge in interest from the financial sector and the…

计算与语言 · 计算机科学 2024-02-27 Karim Derrick

Environmental, social, and governance (ESG) reports are globally recognized as a keystone in sustainable enterprise development. However, current literature has not concluded the development of topics and trends in ESG contexts in the…

计算工程、金融与科学 · 计算机科学 2025-10-28 Ziyuan Xia , Anchen Sun , Xiaodong Cai , Saixing Zeng

We investigate the response of shareholders to Environmental, Social, and Governance-related reputational risk (ESG-risk), focusing exclusively on the impact of social media. Using a dataset of 114 million tweets about firms listed on the…

综合经济学 · 经济学 2023-07-24 Maxime L. D. Nicolas , Adrien Desroziers , Fabio Caccioli , Tomaso Aste

Environmental, Social, and Governance (ESG) are non-financial factors that are garnering attention from investors as they increasingly look to apply these as part of their analysis to identify material risks and growth opportunities. Some…

计算与语言 · 计算机科学 2022-04-01 Srishti Mehra , Robert Louka , Yixun Zhang

Environmental, Social, and Governance (ESG) datasets are frequently plagued by significant data gaps, leading to inconsistencies in ESG ratings due to varying imputation methods. This paper explores the application of established machine…

机器学习 · 计算机科学 2024-07-30 Sergio Caprioli , Jacopo Foschi , Riccardo Crupi , Alessandro Sabatino

The widespread confusion among investors regarding Environmental, Social, and Governance (ESG) rankings assigned by rating agencies has underscored a critical issue in sustainable investing. To address this uncertainty, our research has…

投资组合管理 · 定量金融 2025-09-23 Jiayue Zhang , Ken Seng Tan , Tony S. Wirjanto , Lysa Porth

Negative screening is one method to avoid interactions with inappropriate entities. For example, financial institutions keep investment exclusion lists of inappropriate firms that have environmental, social, and government (ESG) problems.…

社会与信息网络 · 计算机科学 2020-03-27 Ryohei Hisano , Didier Sornette , Takayuki Mizuno

With the ever-growing urgency of sustainability in the economy and society, and the massive stream of information that comes with it, consumers need reliable access to that information. To address this need, companies began publishing so…

计算与语言 · 计算机科学 2026-04-01 Benjamin Josef Schüßler , Jakob Prange

Over the last decade, several regulatory bodies have started requiring the disclosure of non-financial information from publicly listed companies, in light of the investors' increasing attention to Environmental, Social, and Governance…

计算与语言 · 计算机科学 2024-01-17 Marco Bronzini , Carlo Nicolini , Bruno Lepri , Andrea Passerini , Jacopo Staiano

This paper introduces and defines a novel concept in sustainable investing, termed crosswashing, and explore its impact on ESG (Environmental, Social, and Governance) ratings through quantitative analysis using a Multi-Criteria Decision…

综合经济学 · 经济学 2024-09-13 Bertrand Kian Hassani , Yacoub Bahini

Environmental, Social, and Governance (ESG) has been used as a metric to measure the negative impacts and enhance positive outcomes of companies in areas such as the environment, society, and governance. Recently, investors have…

计算与语言 · 计算机科学 2023-09-06 Elvys Linhares Pontes , Mohamed Benjannet , Lam Kim Ming

Environmental, Social, and Governance (ESG) data provides non-financial insights into corporations. In this study, we aim to identify relevant ESG raw variables to assess financial risk, measured by logarithmic volatility of return. We…

风险管理 · 定量金融 2026-05-05 Zhi Chen , Zachary Feinstein , Ionut Florescu

Environmental, Social and Governance (ESG) rating is a way for investors to prioritise investments in companies with good corporate behaviour. However, ESG ratings are vulnerable to greenwashing in a number of ways. In this paper we study…

社会与信息网络 · 计算机科学 2026-03-20 Rudy Arthur , Guillherme Machado
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