Does AI bring value to firms? Value relevance of AI disclosures

T. Wang, Ju-Chun Yen
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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.
人工智能能为企业带来价值吗?重视AI信息披露的相关性
本研究考察了企业实施人工智能(AI)的价值相关性及其对相关风险的认识。我们通过向美国证券交易委员会提交的10-K文件中的人工智能相关披露和风险因素来代理公司的人工智能实施。我们的研究结果表明,10-K文件中的人工智能实施披露比没有人工智能披露的披露更具价值相关性。我们还发现,披露的人工智能相关风险因素与价值相关,这表明投资者积极评价公司的人工智能风险意识。通过对潜在狄利克雷分配的专题分析,进一步对人工智能风险因素进行分类,我们发现投资者更重视人工智能相关风险因素在安全和数据隐私方面的披露。最后,我们发现,当一家公司拥有更好的董事会或高管级别的IT治理时,投资者更重视与业务运营相关的人工智能风险因素披露。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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