生成式人工智能对信息处理的影响:来自意大利ChatGPT禁令的证据

IF 6.8 1区 管理学 Q1 BUSINESS, FINANCE
Jeremy Bertomeu , Yupeng Lin , Yibin Liu , Zhenghui Ni
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引用次数: 0

摘要

本文探讨了生成式人工智能的出现如何重塑资本市场的信息环境。利用意大利对ChatGPT的意外禁令,我们研究了其对市场参与者信息处理能力的影响。我们采用人工智能生成文本检测的指标来表明,禁令恰逢国内金融分析师使用人工智能的减少,以及相对于覆盖同一家公司的外国分析师发布的收益预测更少。在禁令前报告与人工智能使用更一致的分析师或具有技术背景的分析师中,负面影响更为明显。禁令还降低了预测的准确性,增加了对行业特定信息的依赖,降低了信息效率。此外,投资者对收益公告的反应变得更加明显,买卖价差扩大,反映出市场效率下降。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
The impact of generative AI on information processing: Evidence from the ban of ChatGPT in Italy
This paper explores how the emergence of generative artificial intelligence is reshaping the information environment in capital markets. Leveraging an unexpected ban on ChatGPT in Italy, we examine its impact on the information processing capabilities of market participants. We employ metrics for AI-generated text detection to show that the ban coincides with decreased AI usage by domestic financial analysts and fewer earnings forecasts issued relative to foreign analysts covering the same firm. The negative effects are more pronounced among analysts whose pre-ban reports are more consistent with AI use or analysts with a technical background. The ban also diminishes forecast accuracy, increases reliance on industry-specific information, and reduces information efficiency. Furthermore, investor reactions to earnings announcements become more pronounced, and bid–ask spreads widen, reflecting lower market efficiency.
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来源期刊
CiteScore
8.70
自引率
6.80%
发文量
68
期刊介绍: The Journal of Accounting and Economics encourages the application of economic theory to the explanation of accounting phenomena. It provides a forum for the publication of the highest quality manuscripts which employ economic analyses of accounting problems. A wide range of methodologies and topics are encouraged and covered: * The role of accounting within the firm; * The information content and role of accounting numbers in capital markets; * The role of accounting in financial contracts and in monitoring agency relationships; * The determination of accounting standards; * Government regulation of corporate disclosure and/or the Accounting profession; * The theory of the accounting firm.
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