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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…

Computational Finance · Quantitative Finance 2022-10-04 Sudeep R. Bapat , Saumya Kothari , Rushil Bansal

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…

Computation and Language · Computer Science 2024-02-27 Karim Derrick

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…

Social and Information Networks · Computer Science 2023-09-12 Aarav Patel , Peter Gloor

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,…

Information Retrieval · Computer Science 2024-02-29 Jannik Fischbach , Max Adam , Victor Dzhagatspanyan , Daniel Mendez , Julian Frattini , Oleksandr Kosenkov , Parisa Elahidoost

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…

Computational Engineering, Finance, and Science · Computer Science 2025-10-28 Ziyuan Xia , Anchen Sun , Xiaodong Cai , Saixing Zeng

Environmental, social and governance (ESG) engagement of companies moved into the focus of public attention over recent years. With the requirements of compulsory reporting being implemented and investors incorporating sustainability in…

General Finance · Quantitative Finance 2022-12-23 Tanja Aue , Adam Jatowt , Michael Färber

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…

Information Retrieval · Computer Science 2024-12-20 Fabian Billert , Stefan Conrad

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…

Artificial Intelligence · Computer Science 2024-05-31 Mariya Pavlova , Bernard Casey , Miaosen Wang

This study investigates how emotion-specific sentiment embedded in financial news headlines interacts with firm-level Environmental, Social, and Governance (ESG) ratings to influence stock return behavior. Addressing key methodological gaps…

Applications · Statistics 2025-07-22 Sangdeok Lee

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…

Social and Information Networks · Computer Science 2026-03-20 Rudy Arthur , Guillherme Machado

While environmental, social, and governance (ESG) trading activity has been a distinctive feature of financial markets, the debate if ESG scores can also convey information regarding a company's riskiness remains open. Regulatory…

Risk Management · Quantitative Finance 2021-11-10 Karoline Bax , Özge Sahin , Claudia Czado , Sandra Paterlini

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…

Computation and Language · Computer Science 2022-04-01 Srishti Mehra , Robert Louka , Yixun Zhang

We know that reputation in organisational contexts can be understood as a valuable asset that requires diligent management. It directly affects how a firm is publicly perceived, and indirectly, how a firm will perform economically. The…

Social and Information Networks · Computer Science 2020-04-21 Julian Marx , Milad Mirbabaie , Stefan Stieglitz

Social media are increasingly reflecting and influencing behavior of other complex systems. In this paper we investigate the relations between a well-know micro-blogging platform Twitter and financial markets. In particular, we consider, in…

Computers and Society · Computer Science 2015-09-30 Gabriele Ranco , Darko Aleksovski , Guido Caldarelli , Miha Grčar , Igor Mozetič

Companies and financial investors are paying increasing attention to social consciousness in developing their corporate strategies and making investment decisions to support a sustainable economy for the future. Public discussion on…

Social and Information Networks · Computer Science 2019-09-15 Azadeh Nematzadeh , Grace Bang , Xiaomo Liu , Zhiqiang Ma

We systematically investigate the links between price returns and Environment, Social and Governance (ESG) scores in the European equity market. Using interpretable machine learning, we examine whether ESG scores can explain the part of…

Portfolio Management · Quantitative Finance 2023-04-10 Jérémi Assael , Laurent Carlier , Damien Challet

Environmental, Social, and Governance (ESG) scores measure companies' performance concerning sustainability and societal impact and are organized on three pillars: Environmental (E), Social (S), and Governance (G). These complementary…

Risk Management · Quantitative Finance 2022-06-14 Özge Sahin , Karoline Bax , Claudia Czado , Sandra Paterlini

Environmental, Social, and Governance (ESG) considerations are increasingly integral to assessing corporate performance, reputation, and long-term sustainability. Yet, reliable ESG ratings remain limited for smaller companies and emerging…

Computation and Language · Computer Science 2026-04-09 Paula Dodig , Boshko Koloski , Katarina Sitar Šuštar , Senja Pollak , Matthew Purver

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…

Risk Management · Quantitative Finance 2026-05-05 Zhi Chen , Zachary Feinstein , Ionut Florescu

Continued interest in sustainable investing calls for an axiomatic approach to measures of risk and reward that focus not only on financial returns, but also on measures of environmental and social sustainability, i.e. environmental,…

Mathematical Finance · Quantitative Finance 2026-02-19 Gabriele Torri , Rosella Giacometti , Darinka Dentcheva , Svetlozar T. Rachev , W. Brent Lindquist
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