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DOI | 10.1007/s10290-024-00531-x |
Assessing climate-related disclosures of European banks through text mining | |
Moreno, Angel-Ivan; Caminero, Teresa | |
发表日期 | 2024 |
ISSN | 1610-2878 |
EISSN | 1610-2886 |
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
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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 |
推荐引用方式 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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