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Global climate warming and air pollution pose severe threats to economic development and public safety, presenting significant challenges to sustainable development worldwide. Corporations, as key players in resource utilization and…

综合经济学 · 经济学 2025-10-29 Zehao Lin

Corporate carbon emissions data is disclosed by approximately 65% of large and mid-sized companies globally, despite being a key indicator of corporate climate performance. With investors increasingly looking to integrate climate risk into…

应用统计 · 统计学 2021-12-17 Malgorzata Olesiewicz , Jaakko Kooroshy , Sonja Greven

Climate change has increased demands for transparent and comparable corporate climate disclosures, yet imitation and symbolic reporting often undermine their value. This paper develops a multidimensional framework to assess disclosure…

计算与语言 · 计算机科学 2025-10-03 Bertrand Kian Hassani , Yacoub Bahini , Rizwan Mushtaq

Climate Finance Bench introduces an open benchmark that targets question-answering over corporate climate disclosures using Large Language Models. We curate 33 recent sustainability reports in English drawn from companies across all 11 GICS…

计算与语言 · 计算机科学 2025-05-30 Rafik Mankour , Yassine Chafai , Hamada Saleh , Ghassen Ben Hassine , Thibaud Barreau , Peter Tankov

In response to China's national carbon neutrality goals, this study examines how corporate carbon emissions disclosure affects the financial performance of Chinese A-share listed companies. Leveraging artificial intelligence tools,…

综合经济学 · 经济学 2025-08-26 Xiyuan Zhou , Xinlei Wang , Xiang Fei , Wenxuan Liu , Bai-Chen Xie , Junhua Zhao

As Artificial Intelligence becomes increasingly central to corporate strategies, concerns over its risks are growing too. In response, regulators are pushing for greater transparency in how companies identify, report and mitigate AI-related…

计算机与社会 · 计算机科学 2025-08-28 Lucas G. Uberti-Bona Marin , Bram Rijsbosch , Gerasimos Spanakis , Konrad Kollnig

Organizations around the world face an array of risks impacting their operations globally. It is imperative to have a robust risk identification process to detect and evaluate the impact of potential risks before they materialize. Given the…

人工智能 · 计算机科学 2021-09-21 Mahmoud Mahfouz , Armineh Nourbakhsh , Sameena Shah

In the context of global sustainability mandates, corporate carbon disclosure has emerged as a critical mechanism for aligning business strategy with environmental responsibility. The Carbon Disclosure Project (CDP) hosts the world's…

计算机与社会 · 计算机科学 2025-11-04 Haotian Hang , Yueyang Shen , Vicky Zhu , Jose Cruz , Michelle Li

To transition to a green economy, environmental claims made by companies must be reliable, comparable, and verifiable. To analyze such claims at scale, automated methods are needed to detect them in the first place. However, there exist no…

计算与语言 · 计算机科学 2023-05-29 Dominik Stammbach , Nicolas Webersinke , Julia Anna Bingler , Mathias Kraus , Markus Leippold

As an important step to fulfill the Paris Agreement and achieve net-zero emissions by 2050, the European Commission adopted the most ambitious package of climate impact measures in April 2021 to improve the flow of capital towards…

机器学习 · 计算机科学 2021-09-10 You Han , Achintya Gopal , Liwen Ouyang , Aaron Key

Companies report on their financial performance for decades. More recently they have also started to report on their environmental impact and their social responsibility. The latest trend is now to deliver one single integrated report where…

计算机与社会 · 计算机科学 2019-11-14 Benoît Otjacques

The document discusses the financial climate risk in the context of the banking industry, emphasizing the need for a comprehensive understanding of climate change across different spatial and temporal scales. It highlights the challenges in…

综合经济学 · 经济学 2024-05-29 Victor Cardenas

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…

计算与语言 · 计算机科学 2020-11-18 Alexandra Luccioni , Emily Baylor , Nicolas Duchene

Nature is an amorphous concept. Yet, it is essential for the planet's well-being to understand how the economy interacts with it. To address the growing demand for information on corporate nature disclosure, we provide datasets and…

计算与语言 · 计算机科学 2024-01-01 Tobias Schimanski , Chiara Colesanti Senni , Glen Gostlow , Jingwei Ni , Tingyu Yu , Markus Leippold

This paper introduces a novel approach to enhance Large Language Models (LLMs) with expert knowledge to automate the analysis of corporate sustainability reports by benchmarking them against the Task Force for Climate-Related Financial…

Climate change demands effective legislative action to mitigate its impacts. This study explores the application of machine learning (ML) to understand the progression of climate policy from announcement to adoption, focusing on policies…

Existing studies show that regulation is a major barrier to global economic integration. Nonetheless, identifying and measuring regulatory barriers remains a challenging task for scholars. I propose a novel approach to quantify regulatory…

应用统计 · 统计学 2023-01-27 Haosen Ge

Every publicly traded company in the US is required to file an annual 10-K financial report, which contains a wealth of information about the company. In this paper, we propose an explainable deep-learning model, called FinBERT-XRC, that…

风险管理 · 定量金融 2024-12-19 Xue Wen Tan , Stanley Kok

Tracking financial investments in climate adaptation is a complex and expertise-intensive task, particularly for Early Warning Systems (EWS), which lack standardized financial reporting across multilateral development banks (MDBs) and…

Corporate insolvency can have a devastating effect on the economy. With an increasing number of companies making expansion overseas to capitalize on foreign resources, a multinational corporate bankruptcy can disrupt the world's financial…

统计金融 · 定量金融 2018-02-16 Jacky C. K. Chow
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