{"title":"Beyond Green Labels: Assessing Mutual Funds’ ESG Commitments through Large Language Models","authors":"Katherine Wood, Chaehyun Pyun, Hieu Pham","doi":"10.1016/j.frl.2024.106713","DOIUrl":null,"url":null,"abstract":"This paper investigates whether mutual funds that adopt ESG-related names follow through on the implied increase in ESG commitments. Utilizing Large Language Models (LLMs) to analyze mutual fund prospectuses, we find that, following a name change, funds increase their discussion of ESG and improve their holdings-based ESG scores. While we observe a positive correlation between a fund’s ESG content and its scores, the marginal benefit of additional ESG content diminishes post-name change. Our findings suggest that investors evaluating these funds can use LLMs to gauge a fund’s ESG commitment, especially when traditional ESG metrics are unavailable.","PeriodicalId":12167,"journal":{"name":"Finance Research Letters","volume":"99 1","pages":""},"PeriodicalIF":7.4000,"publicationDate":"2025-01-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Finance Research Letters","FirstCategoryId":"96","ListUrlMain":"https://doi.org/10.1016/j.frl.2024.106713","RegionNum":2,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"BUSINESS, FINANCE","Score":null,"Total":0}
引用次数: 0
Abstract
This paper investigates whether mutual funds that adopt ESG-related names follow through on the implied increase in ESG commitments. Utilizing Large Language Models (LLMs) to analyze mutual fund prospectuses, we find that, following a name change, funds increase their discussion of ESG and improve their holdings-based ESG scores. While we observe a positive correlation between a fund’s ESG content and its scores, the marginal benefit of additional ESG content diminishes post-name change. Our findings suggest that investors evaluating these funds can use LLMs to gauge a fund’s ESG commitment, especially when traditional ESG metrics are unavailable.
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