{"title":"Does AI bring value to firms? Value relevance of AI disclosures","authors":"T. Wang, Ju-Chun Yen","doi":"10.5771/0042-059x-2023-2-134","DOIUrl":null,"url":null,"abstract":"This study examines the value relevance of a firm’s artificial intelligence (AI) implementation and its awareness of the related risks. We proxy a firm’s AI implementation by AI-related disclosures and risk factors in 10-K filings to the U.S. Securities and Exchange Commission. Our results show that AI implementation disclosures in 10-K filings are more value relevant than those without AI disclosures. We also find that the disclosed AI-related risk factors are value relevant, suggesting that investors positively value a firm’s AI risk awareness. By further classifying AI risk factors by a topical analysis of the latent Dirichlet allocation, we find that investors value AI-related risk factor disclosures more regarding security and data privacy. Finally, we find that when a firm has better board- or executive-level IT governance, investors place greater value on AI-related risk factor disclosures regarding business operations.","PeriodicalId":424989,"journal":{"name":"Die Unternehmung","volume":"24 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Die Unternehmung","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.5771/0042-059x-2023-2-134","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
This study examines the value relevance of a firm’s artificial intelligence (AI) implementation and its awareness of the related risks. We proxy a firm’s AI implementation by AI-related disclosures and risk factors in 10-K filings to the U.S. Securities and Exchange Commission. Our results show that AI implementation disclosures in 10-K filings are more value relevant than those without AI disclosures. We also find that the disclosed AI-related risk factors are value relevant, suggesting that investors positively value a firm’s AI risk awareness. By further classifying AI risk factors by a topical analysis of the latent Dirichlet allocation, we find that investors value AI-related risk factor disclosures more regarding security and data privacy. Finally, we find that when a firm has better board- or executive-level IT governance, investors place greater value on AI-related risk factor disclosures regarding business operations.