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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…

Computation and Language · Computer Science 2026-04-01 Benjamin Josef Schüßler , Jakob Prange

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) 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

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…

Computation and Language · Computer Science 2024-01-17 Marco Bronzini , Carlo Nicolini , Bruno Lepri , Andrea Passerini , Jacopo Staiano

Climate change is a far-reaching, global phenomenon that will impact many aspects of our society, including the global stock market \cite{dietz2016climate}. In recent years, companies have increasingly been aiming to both mitigate their…

Computation and Language · Computer Science 2020-11-18 Alexandra Luccioni , Emily Baylor , Nicolas Duchene

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…

General Economics · Economics 2023-07-24 Maxime L. D. Nicolas , Adrien Desroziers , Fabio Caccioli , Tomaso Aste

The integration of Environmental, Social, and Governance (ESG) factors into corporate decision-making is a fundamental aspect of sustainable finance. However, ensuring that business practices align with evolving regulatory frameworks…

Artificial Intelligence · Computer Science 2025-12-17 Mattia Birti , Andrea Maurino , Francesco Osborne

This study investigates the effectiveness of Large Language Models (LLMs) in interpreting existing literature through a systematic review of the relationship between Environmental, Social, and Governance (ESG) factors and financial…

Computation and Language · Computer Science 2024-10-29 Aaditya Shah , Shridhar Mehendale , Siddha Kanthi

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 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

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

This paper explores an innovative approach to Environmental, Social, and Governance (ESG) scoring by integrating Natural Language Processing (NLP) techniques with Item Response Theory (IRT), specifically the Rasch model. The study utilizes…

Artificial Intelligence · Computer Science 2024-07-31 César Pedrosa Soares

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

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

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.…

Social and Information Networks · Computer Science 2020-03-27 Ryohei Hisano , Didier Sornette , Takayuki Mizuno

Evaluating corporate sustainability performance is essential to drive sustainable business practices, amid the need for a more sustainable economy. However, this is hindered by the complexity and volume of corporate sustainability data…

Computation and Language · Computer Science 2025-09-30 Keane Ong , Rui Mao , Deeksha Varshney , Frank Xing , Ranjan Satapathy , Johan Sulaeman , Erik Cambria , Gianmarco Mengaldo

The growing importance of environmental, social, and governance data in regulatory and investment contexts has increased the need for accurate, interpretable, and internationally aligned representations of non-financial risks, particularly…

Computation and Language · Computer Science 2025-09-16 Tsuyoshi Iwata , Guillaume Comte , Melissa Flores , Ryoma Kondo , Ryohei Hisano

Identifying risks associated with a company is important to investors and the well-being of the overall financial market. In this study, we build a computational framework to automatically extract company risk factors from news articles.…

Computation and Language · Computer Science 2025-08-18 Jiaxin Pei , Soumya Vadlamannati , Liang-Kang Huang , Daniel Preotiuc-Pietro , Xinyu Hua

Environmental, Social, and Governance (ESG) reports have become central to how companies communicate climate risk, social impact, and governance practices, yet they are still published primarily as long, heterogeneous PDF documents. This…

This paper presents our participation in the FinNLP-2023 shared task on multi-lingual environmental, social, and corporate governance issue identification (ML-ESG). The task's objective is to classify news articles based on the 35 ESG key…

Computation and Language · Computer Science 2023-06-14 Hanwool Lee , Jonghyun Choi , Sohyeon Kwon , Sungbum Jung
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