{"title":"评估报告可读性对ESG分数的影响:一种生成式人工智能方法","authors":"Takuya Shimamura , Yoshitaka Tanaka , Shunsuke Managi","doi":"10.1016/j.irfa.2025.104027","DOIUrl":null,"url":null,"abstract":"<div><div>This study explores the relationship between the readability of sustainability reports and ESG scores for U.S. companies using GPT-4, a generative AI tool. The findings reveal a positive correlation between context-dependent readability scores and the average of multiple ESG scores, whereas their standard deviations exhibit a negative correlation. Conversely, existing text-dependent readability scores reflecting word features show no correlation with ESG scores. Moreover, we observe a correlation between readability and ESG scores among companies with lower social visibility, where transparent disclosure is essential for accurate ESG evaluation. These results point to the usefulness of context-dependent readability in ESG evaluations. In particular, it suggests that the stability of ESG evaluations is related to the high level of readability that takes context into account.</div></div>","PeriodicalId":48226,"journal":{"name":"International Review of Financial Analysis","volume":"101 ","pages":"Article 104027"},"PeriodicalIF":9.8000,"publicationDate":"2025-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Evaluating the impact of report readability on ESG scores: A generative AI approach\",\"authors\":\"Takuya Shimamura , Yoshitaka Tanaka , Shunsuke Managi\",\"doi\":\"10.1016/j.irfa.2025.104027\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>This study explores the relationship between the readability of sustainability reports and ESG scores for U.S. companies using GPT-4, a generative AI tool. The findings reveal a positive correlation between context-dependent readability scores and the average of multiple ESG scores, whereas their standard deviations exhibit a negative correlation. Conversely, existing text-dependent readability scores reflecting word features show no correlation with ESG scores. Moreover, we observe a correlation between readability and ESG scores among companies with lower social visibility, where transparent disclosure is essential for accurate ESG evaluation. These results point to the usefulness of context-dependent readability in ESG evaluations. In particular, it suggests that the stability of ESG evaluations is related to the high level of readability that takes context into account.</div></div>\",\"PeriodicalId\":48226,\"journal\":{\"name\":\"International Review of Financial Analysis\",\"volume\":\"101 \",\"pages\":\"Article 104027\"},\"PeriodicalIF\":9.8000,\"publicationDate\":\"2025-05-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"International Review of Financial Analysis\",\"FirstCategoryId\":\"96\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S1057521925001140\",\"RegionNum\":1,\"RegionCategory\":\"经济学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"2025/2/19 0:00:00\",\"PubModel\":\"Epub\",\"JCR\":\"Q1\",\"JCRName\":\"BUSINESS, FINANCE\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"International Review of Financial Analysis","FirstCategoryId":"96","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S1057521925001140","RegionNum":1,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2025/2/19 0:00:00","PubModel":"Epub","JCR":"Q1","JCRName":"BUSINESS, FINANCE","Score":null,"Total":0}
Evaluating the impact of report readability on ESG scores: A generative AI approach
This study explores the relationship between the readability of sustainability reports and ESG scores for U.S. companies using GPT-4, a generative AI tool. The findings reveal a positive correlation between context-dependent readability scores and the average of multiple ESG scores, whereas their standard deviations exhibit a negative correlation. Conversely, existing text-dependent readability scores reflecting word features show no correlation with ESG scores. Moreover, we observe a correlation between readability and ESG scores among companies with lower social visibility, where transparent disclosure is essential for accurate ESG evaluation. These results point to the usefulness of context-dependent readability in ESG evaluations. In particular, it suggests that the stability of ESG evaluations is related to the high level of readability that takes context into account.
期刊介绍:
The International Review of Financial Analysis (IRFA) is an impartial refereed journal designed to serve as a platform for high-quality financial research. It welcomes a diverse range of financial research topics and maintains an unbiased selection process. While not limited to U.S.-centric subjects, IRFA, as its title suggests, is open to valuable research contributions from around the world.