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相关论文: Navigating Uncertainty in ESG Investing

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This paper proposes an algorithmic trading framework integrating Environmental, Social, and Governance (ESG) ratings with a pairs trading strategy. It addresses the demand for socially responsible investment solutions by developing a unique…

交易与市场微观结构 · 定量金融 2024-01-29 Eeshaan Dutta , Sarthak Diwan , Siddhartha P. Chakrabarty

Environmental, Social, and Governance (ESG) reports are central to investment decision-making, yet their length, heterogeneous content, and lack of standardized structure make manual analysis costly and inconsistent. We present ESGLens, a…

计算与语言 · 计算机科学 2026-04-23 Tsung-Yu Yang , Meng-Chi Chen

As Artificial Intelligence (AI) becomes integral to business operations, integrating Responsible AI (RAI) within Environmental, Social, and Governance (ESG) frameworks is essential for ethical and sustainable AI deployment. This study…

计算机与社会 · 计算机科学 2024-09-18 Harsha Perera , Sung Une Lee , Yue Liu , Boming Xia , Qinghua Lu , Liming Zhu , Jessica Cairns , Moana Nottage

This paper introduces a state-dependent momentum framework that integrates ESG regime switching with tail-risk-aware reward-risk metrics. Using a dynamic programming approach and solving a finite-horizon Bellman equation, we construct…

综合经济学 · 经济学 2025-06-02 Ayush Jha , Abootaleb Shirvani , Ali Jaffri , Svetlozar T. Rachev , Frank J. Fabozzi

Sustainable investing refers to the integration of environmental and social aspects in investors' decisions. We propose a novel methodology based on the Triangulated Maximally Filtered Graph and node2vec algorithms to construct an hedging…

投资组合管理 · 定量金融 2024-03-15 Michele Azzone , Maria Chiara Pocelli , Davide Stocco

This study investigates the resilience of Environmental, Social, and Governance (ESG) investments during periods of financial instability, comparing them with traditional equity indices across major European markets-Germany, France, and…

统计金融 · 定量金融 2025-04-29 Barbara Iannone , Pierdomenico Duttilo , Stefano Antonio Gattone

In long-horizon tasks, recent agents based on Large Language Models (LLMs) face a significant challenge that sparse, outcome-based rewards make it difficult to assign credit to intermediate steps. Previous methods mainly focus on creating…

机器学习 · 计算机科学 2025-09-12 Jiawei Wang , Jiacai Liu , Yuqian Fu , Yingru Li , Xintao Wang , Yuan Lin , Yu Yue , Lin Zhang , Yang Wang , Ke Wang

Environmental, Social, and Governance (ESG) considerations play a central role in contemporary financial decision-making. In parallel, Large Language Model (LLM) applications in this domain have primarily emphasized well-defined…

计算工程、金融与科学 · 计算机科学 2026-05-01 Gabriel Assis , Ayrton Surica , Pedro Kroll , Gabriela Aires , Darian Rabbani , Edson Bollis , Lucas Pellicer , Aline Paes

Addressing climate change requires global coordination, yet rational economic actors often prioritize immediate gains over collective welfare, resulting in social dilemmas. InvestESG is a recently proposed multi-agent simulation that…

机器学习 · 计算机科学 2026-02-13 Juan Agustin Duque , Razvan Ciuca , Ayoub Echchahed , Hugo Larochelle , Aaron Courville

In this work we propose a framework to construct Market-Implied Sustainability (MIS) scores for individual firms by exploiting fund-level sustainability classifications and granular portfolio holdings. The central idea is that the relative…

投资组合管理 · 定量金融 2026-03-17 Rosella Giacometti , Gabriele Torri , Marco Bonomelli , Davide Lauria

Since the formal introduction of its "dual-carbon" strategy in 2020, China has witnessed the concepts of green development and sustainability evolve from policy directives into a broad societal consensus. Within this transformative context,…

综合金融 · 定量金融 2026-03-31 Li Xiao

Sustainability reports are key for evaluating companies' environmental, social and governance, ESG performance, but their content is increasingly obscured by greenwashing - sustainability claims that are misleading, exaggerated, and…

计算与语言 · 计算机科学 2025-06-06 Keane Ong , Rui Mao , Deeksha Varshney , Erik Cambria , Gianmarco Mengaldo

This research establishes ESG as a state dependent insurance mechanism against equity crashes by addressing the decoupling of unconditional alpha from tail risk resilience. By validating market stress regimes as distinct economic states…

数理金融 · 定量金融 2026-05-07 Jiayu Yi , Minxuan Hu , Wenxi Sun , Ziheng Chen

The Sustainable Development Goals (SDGs) were introduced by the United Nations in order to encourage policies and activities that help guarantee human prosperity and sustainability. SDG frameworks produced in the finance industry are…

机器学习 · 计算机科学 2023-08-08 Qingzhi Hu , Daniel Daza , Laurens Swinkels , Kristina Ūsaitė , Robbert-Jan 't Hoen , Paul Groth

The analysis of determinants of a company's financial performance has aroused significant attention, particularly, the environmental, social, and governance (ESG) has been the research focus in recent years. In addition to increasing…

综合经济学 · 经济学 2024-09-04 Yuechen Wu

We study the implications of model uncertainty in a climate-economics framework with three types of capital: "dirty" capital that produces carbon emissions when used for production, "clean" capital that generates no emissions but is…

综合经济学 · 经济学 2023-10-23 Michael Barnett , William Brock , Lars Peter Hansen , Ruimeng Hu , Joseph Huang

ESGReveal is an innovative method proposed for efficiently extracting and analyzing Environmental, Social, and Governance (ESG) data from corporate reports, catering to the critical need for reliable ESG information retrieval. This approach…

计算与语言 · 计算机科学 2024-01-01 Yi Zou , Mengying Shi , Zhongjie Chen , Zhu Deng , ZongXiong Lei , Zihan Zeng , Shiming Yang , HongXiang Tong , Lei Xiao , Wenwen Zhou

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,…

We introduce ESGenius, a comprehensive benchmark for evaluating and enhancing the proficiency of Large Language Models (LLMs) in Environmental, Social, and Governance (ESG) and sustainability-focused question answering. ESGenius comprises…

计算与语言 · 计算机科学 2026-03-09 Chaoyue He , Xin Zhou , Yi Wu , Xinjia Yu , Yan Zhang , Lei Zhang , Di Wang , Shengfei Lyu , Hong Xu , Xiaoqiao Wang , Wei Liu , Chunyan Miao

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