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DOI10.1007/s10290-024-00531-x
Assessing climate-related disclosures of European banks through text mining
Moreno, Angel-Ivan; Caminero, Teresa
发表日期2024
ISSN1610-2878
EISSN1610-2886
英文摘要The Intergovernmental Panel on Climate Change-a United Nations body responsible for assessing the climate change science and producing comprehensive assessment reports on climate change-estimates that global net-zero should be achieved by 2050. To this end, many private firms are pledging to reach net-zero emissions by 2050. The Climate Data Steering Committee (CDSC) is working on an initiative to create a global central digital repository of climate disclosures, which tries to address the current data challenges. This paper assesses the progress within European financial institutions in addressing the data challenges outlined by the CDSC. Using a text-mining approach, coupled with the application of commercial Large Language Models for context verification, we calculate a Greenhouse Gas Disclosure Index (GHGDI), by analysing 23 very granular disclosures in the ESG reports between 2019 and 2021 of most of the significant banks under the ECB direct supervision. This index is then compared to the score given by CDP. The results indicate a moderate correlation between institutions not reporting to CDP upon request and a low GHG Disclosure Index (GHGDI). Institutions with high CDP score do not necessarily correlate with a high GHGDI.
英文关键词ESG; Sustainability; Environment; Climate change; Carbon emissions; Natural language processing; Climate data challenges; OpenAI's chatGPT; Google's text-bison; C88; G32; Q56
语种英语
WOS研究方向Business & Economics ; International Relations
WOS类目Economics ; International Relations
WOS记录号WOS:001234037400001
来源期刊REVIEW OF WORLD ECONOMICS
文献类型期刊论文
条目标识符http://gcip.llas.ac.cn/handle/2XKMVOVA/307348
作者单位Banco de Espana
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GB/T 7714
Moreno, Angel-Ivan,Caminero, Teresa. Assessing climate-related disclosures of European banks through text mining[J],2024.
APA Moreno, Angel-Ivan,&Caminero, Teresa.(2024).Assessing climate-related disclosures of European banks through text mining.REVIEW OF WORLD ECONOMICS.
MLA Moreno, Angel-Ivan,et al."Assessing climate-related disclosures of European banks through text mining".REVIEW OF WORLD ECONOMICS (2024).
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