于翔, 牛彪. 同行情感语调对企业数据资产的溢出效应[J]. 证券市场导报, 2025, (9): 68-79.
引用本文: 于翔, 牛彪. 同行情感语调对企业数据资产的溢出效应[J]. 证券市场导报, 2025, (9): 68-79.
Yu Xiang, Niu Biao. The Spillover Effects of Peer Firms' Data Asset Sentiment Tone on Corporate Data Assets[J]. Securities Market Herald, 2025, (9): 68-79.
Citation: Yu Xiang, Niu Biao. The Spillover Effects of Peer Firms' Data Asset Sentiment Tone on Corporate Data Assets[J]. Securities Market Herald, 2025, (9): 68-79.

同行情感语调对企业数据资产的溢出效应

The Spillover Effects of Peer Firms' Data Asset Sentiment Tone on Corporate Data Assets

  • 摘要: 数据资产投资具有沉没成本高、回报周期长和收益难量化的特点,使得企业往往参考同行的态度和行为制定数据资产战略。作为传递管理层主观态度的重要载体,同行年报中关于数据资产的情感语调如何影响企业数据资产投资值得探索。本文以沪深A股上市公司为样本,采用文本分析法实证检验同行情感语调对企业数据资产的溢出效应。研究发现,同行情感语调越积极,越能促使企业提升数据资产投资水平。一是在政府政策规制下,企业将重新审视发展战略,更容易受同行积极态度的影响,降低对风险和成本的担忧;二是在社会规范化认知下,企业为获得社会认可倾向于参照同行的积极行为,加大对数据资产的投资;三是同行的积极语调能给予企业信息导向,帮助企业分析判断适合自身的投资方向。进一步分析发现,同行信息披露频率和质量越高,目标企业资金基础和技术能力越好,同行情感语调对企业数据资产投资的影响越显著。同行积极的情感语调指引企业学习借鉴成功经验,深入挖掘和分析数据,为企业生产决策提供科学依据,提升企业运营效率与盈利能力,推动企业高质量发展。本文对提升企业数据资产水平、推动数字中国建设具有启示意义。

     

    Abstract: Data asset investment is characterized by high sunk costs, long payback periods, and difficult-to-quantify returns, leading firms to formulate their data asset strategies by referencing the attitudes and behaviors of peers. As an important vehicle for conveying management's subjective attitudes, how the sentiment tone regarding data assets in peers' annual reports influences corporate data asset investment deserves exploration. Using A-share listed companies on the Shanghai and Shenzhen Stock Exchanges as the sample, this paper employs textual analysis and empirically examines the spillover effects of peers' sentiment tone on corporate data assets. The study finds that the more positive the peer firms' data asset sentiment tone, the more it can motivate firms to enhance their levels of data asset investment. First, under government policy regulation, firms will reassess their development strategies and are more susceptible to the positive attitudes of peers, reducing concerns about risks and costs. Second, under socially normative cognition, firms tend to reference the positive behaviors of peers to gain social recognition, increasing investment in data assets. Third, the positive tone of peers can provide informational guidance to firms, helping them analyze and determine suitable investment directions. Further analysis reveals that the higher the frequency and quality of peers' information disclosure and the better the target firm's financial foundation and technological capabilities, the more significant the impact of peers' sentiment tone on corporate data asset investment. The positive sentiment tone of peers guides companies to learn from successful experiences, intensifies data mining and analytics, provides a scientific basis for corporate production decisions, enhances operational efficiency and profitability, and promotes the high-quality development of the corporate. This paper provides implications for enhancing corporate data asset levels and advancing the construction of Digital China.

     

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