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相关论文: Navigating Uncertainty in ESG Investing

200 篇论文

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

Individuals invest in Environmental-Social-Governance (ESG)-assets not only because of (higher) expected returns but also driven by ethical and social considerations. Less is known about ESG-conscious investor subjective beliefs about…

综合经济学 · 经济学 2022-06-30 Pavel Ciaian , Andrej Cupak , Pirmin Fessler , d'Artis Kancs

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

Artificial Intelligence (AI) is a widely developed and adopted technology across entire industry sectors. Integrating environmental, social, and governance (ESG) considerations with AI investments is crucial for ensuring ethical and…

人工智能 · 计算机科学 2024-08-07 Sung Une Lee , Harsha Perera , Yue Liu , Boming Xia , Qinghua Lu , Liming Zhu , Jessica Cairns , Moana Nottage

I identify a new signaling channel in ESG research by empirically examining whether environmental, social, and governance (ESG) investing remains valuable as large institutional investors increasingly shift toward artificial intelligence…

综合金融 · 定量金融 2025-10-21 Qionghua Chu

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

This paper investigates the impact of environmental, social, and governance (ESG) constraint on a regularized mean-variance (MV) portfolio optimization problem in a large-dimensional setting, in which a positive definite regularization…

投资组合管理 · 定量金融 2026-02-17 Ruike Wu , Yonghe Lu , Yanrong Yang

Environmental, Social, and Governance (ESG) finance is a cornerstone of modern finance and investment, as it changes the classical return-risk view of investment by incorporating an additional dimension of investment performance: the ESG…

数理金融 · 定量金融 2023-06-08 Svetlozar Rachev , Nancy Asare Nyarko , Blessing Omotade , Peter Yegon

Our main contribution is that we are using AI to discern the key drivers of variation of ESG mentions in the corporate filings. With AI, we are able to separate "dimensions" along which the corporate management presents their ESG policies…

综合经济学 · 经济学 2022-12-02 Irene Aldridge , Payton Martin

This chapter explores the convergence of two major developments: the rise of environmental, social, and governance (ESG) investing and the exponential growth of artificial intelligence (AI) technology. The increased demand for diverse ESG…

人工智能 · 计算机科学 2025-05-20 Georgios Pavlidis

This research investigates the classification of Environmental, Social, and Governance (ESG) information within textual disclosures. The aim is to develop and evaluate binary classification models capable of accurately identifying and…

计算与语言 · 计算机科学 2024-10-02 Tin Yuet Chung , Majid Latifi

We examine whether large language models (LLMs) hold systematic beliefs about environmental, social, and governance (ESG) issues and how these beliefs compare with-and potentially influence-those of human market participants. Based on…

物理与社会 · 物理学 2026-01-06 Tong Li , Luping Yu

We present ESGBench, a benchmark dataset and evaluation framework designed to assess explainable ESG question answering systems using corporate sustainability reports. The benchmark consists of domain-grounded questions across multiple ESG…

计算与语言 · 计算机科学 2025-11-21 Sherine George , Nithish Saji

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

This paper explores key theoretical frameworks instrumental in understanding the relationship between sustainability and institutional investment decisions. The study identifies and analyzes various theories, including Behavioral Finance…

综合金融 · 定量金融 2025-02-20 Innocentus Alhamis

ESG-aware portfolio optimization is increasingly important for sustainable capital allocation, yet most learning-based methods still operationalize ESG by appending static scores to the policy observation or reward. This creates a mismatch…

人工智能 · 计算机科学 2026-05-12 Xin Li , Yan Ke , Longbing Cao

In this article, we present a novel approach for the construction of an environment-friendly green portfolio using the ESG ratings, and application of the modern portfolio theory to present what we call as the ``green efficient frontier''…

投资组合管理 · 定量金融 2023-05-29 Shashwat Mishra , Rishabh Raj , Siddhartha P. Chakrabarty

We investigate the portfolio frontier and risk premia in equilibrium when institutional investors aim to minimize the tracking error variance under an ESG score mandate. If a negative ESG premium is priced in the market, this mandate can…

投资组合管理 · 定量金融 2024-12-12 Michele Azzone , Emilio Barucci , Davide Stocco

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…

人工智能 · 计算机科学 2025-12-17 Mattia Birti , Andrea Maurino , Francesco Osborne

Given a universe of N assets, investors often form equally weighted portfolios (EWPs) by selecting subsets of assets. EWPs are simple, robust, and competitive out-of-sample, yet the uncertainty about which subset truly performs best is…

投资组合管理 · 定量金融 2025-10-20 Davide Ferrari , Alessandro Fulci , Sandra Paterlini