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检测为英语 中文
This paper provides descriptive evidence on how stock market participants use Generative Artificial Intelligence (GenAI) to process investment-related information. Using a data set of 1.7 million stock-related queries from one of China's largest GenAI platforms during the first half of 2024, we document that user queries address a wide range of topics and tasks and vary systematically with usage intensity and financial sophistication. Query activity increases around corporate disclosure events, but these increases largely track contemporaneous media coverage. We also find evidence consistent with a substitution between the informativeness of voluntary managerial disclosures and investors' reliance on GenAI. Continued platform engagement more likely follows answers that are concise and contain directionally accurate trading signals. Over time, users' subsequent queries increasingly reflect the specificity and financial terminology present in earlier GenAI answers. At the market level, GenAI usage is associated with higher measures of informed trading and lower liquidity, while aggregated sentiment in GenAI-generated answers correlates with same-day abnormal returns, particularly when user feedback is positive. Overall, our findings offer insights into early-stage GenAI adoption by retail investors and inform discussions on how GenAI shapes information processing in financial markets.
This paper provides descriptive evidence on how stock market participants use Generative Artificial Intelligence (GenAI) to process investment-related information. Using a data set of 1.7 million stock-related queries from one of China's largest GenAI platforms during the first half of 2024, we document that user queries address a wide range of topics and tasks and vary systematically with usage intensity and financial sophistication. Query activity increases around corporate disclosure events, but these increases largely track contemporaneous media coverage. We also find evidence consistent with a substitution between the informativeness of voluntary managerial disclosures and investors' reliance on GenAI. Continued platform engagement more likely follows answers that are concise and contain directionally accurate trading signals. Over time, users' subsequent queries increasingly reflect the specificity and financial terminology present in earlier GenAI answers. At the market level, GenAI usage is associated with higher measures of informed trading and lower liquidity, while aggregated sentiment in GenAI-generated answers correlates with same-day abnormal returns, particularly when user feedback is positive. Overall, our findings offer insights into early-stage GenAI adoption by retail investors and inform discussions on how GenAI shapes information processing in financial markets.
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本文提供了股票市场参与者如何使用生成人工智能(GenAI)处理投资相关信息的描述性证据。使用2024年上半年中国最大的GenAI平台之一的170万个股票相关查询的数据集,我们记录了用户查询涉及广泛的主题和任务,并随着使用强度和金融成熟度而系统地变化。围绕公司披露事件的查询活动有所增加,但这些增加主要是跟踪同期媒体报道。我们还发现,自愿管理层披露的信息含量与投资者对GenAI的依赖之间存在替代关系。持续的平台参与更可能遵循简洁且包含方向准确的交易信号的答案。随着时间的推移,用户随后的查询越来越多地反映了早期GenAI答案中存在的特殊性和金融术语。在市场层面,GenAI的使用与更高的知情交易指标和更低的流动性相关联,而GenAI生成的答案中的聚合情绪与当天的异常回报相关联,尤其是在用户反馈积极的情况下。总的来说,我们的发现为散户投资者早期GenAI采用提供了见解,并为关于GenAI如何影响金融市场信息处理的讨论提供了信息。

本文提供了股票市场参与者如何使用生成人工智能(GenAI)处理投资相关信息的描述性证据。使用2024年上半年中国最大的GenAI平台之一的170万个股票相关查询的数据集,我们记录了用户查询涉及广泛的主题和任务,并随着使用强度和金融成熟度而系统地变化。围绕公司披露事件的查询活动有所增加,但这些增加主要是跟踪同期媒体报道。我们还发现,自愿管理层披露的信息含量与投资者对GenAI的依赖之间存在替代关系。持续的平台参与更可能遵循简洁且包含方向准确的交易信号的答案。随着时间的推移,用户随后的查询越来越多地反映了早期GenAI答案中存在的特殊性和金融术语。在市场层面,GenAI的使用与更高的知情交易指标和更低的流动性相关联,而GenAI生成的答案中的聚合情绪与当天的异常回报相关联,尤其是在用户反馈积极的情况下。总的来说,我们的发现为散户投资者早期GenAI采用提供了见解,并为关于GenAI如何影响金融市场信息处理的讨论提供了信息。

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  • 重点词汇
  • descriptive

    描述性的;描写性的;描绘的;叙述的;用于描述的;说明性的;刻画性的

  • generative

    生产的;生成的;创造性的;有生产力的;有创造力的;促进发展的;能产生新想法的

  • artificial intelligence

    人工智能;AI(artificial intelligence的缩写)

  • data set

    数据集;资料集;数据组;数据装置

  • sophistication

    诡辩;复杂;老练;有教养

  • contemporaneous

    同时期的;同时代的;共存的;同步发生的

  • media coverage

    媒体覆盖;媒体报道;媒介覆盖率

  • disclosures

    揭发;揭露;公开;透露;(disclosure的复数)

  • reliance on

    信赖;依赖;依靠

  • concise

    简明的;简洁的;扼要的;精简的;简练的;简要的

AI大模型译文