习明明, 李婷, 张卢千漪. 网络新闻媒体报道与企业环保投资行为——来自大语言模型文本分析的证据[J]. 证券市场导报, 2025, (9): 33-45.
引用本文: 习明明, 李婷, 张卢千漪. 网络新闻媒体报道与企业环保投资行为——来自大语言模型文本分析的证据[J]. 证券市场导报, 2025, (9): 33-45.
Xi Mingming, Li Ting, ZhangLu qianyi. Online News Media Coverage and Corporate Environmental Investment Behavior: Evidence from Large Language Model-Based Textual Analysis[J]. Securities Market Herald, 2025, (9): 33-45.
Citation: Xi Mingming, Li Ting, ZhangLu qianyi. Online News Media Coverage and Corporate Environmental Investment Behavior: Evidence from Large Language Model-Based Textual Analysis[J]. Securities Market Herald, 2025, (9): 33-45.

网络新闻媒体报道与企业环保投资行为——来自大语言模型文本分析的证据

Online News Media Coverage and Corporate Environmental Investment Behavior: Evidence from Large Language Model-Based Textual Analysis

  • 摘要: 近年,网络新闻媒体对企业环保投资行为的报道日益增加,引发了投资者、金融机构、监管机构等的广泛关注。这些报道如何影响企业行为,带来怎样的经济后果,目前还缺少实证研究。本文创新性地运用GPT大语言模型对上市公司的财务报表和新闻报道进行文本分析,实证检验网络新闻媒体报道对企业前端预防型与末端治理型环保投资行为的影响及作用机理。研究发现,网络新闻媒体报道能显著提升企业整体环保投资水平,且主要表现为对末端治理型环保投资的驱动作用。机制分析表明,网络新闻媒体报道可能提高公司股价波动风险、增加监管机构问询和加剧公司融资约束,为在短期内向市场释放正面信号,公司倾向于实施末端治理型环保投资。进一步分析发现,当公司处于非重污染行业、高管环保意识较强时,网络新闻媒体报道对公司环保投资行为的影响更显著。网络新闻媒体报道能通过影响企业环保投资行为,避免过度投资或投资不足,从而提升企业投资效率。本文对深入理解网络新闻媒体在企业环保决策中的作用机制,推动实现环境可持续发展目标具有参考意义。

     

    Abstract: Online news media coverage of corporate environmental investment has gradually increased in recent years, drawing broad attention from investors, financial institutions, and regulators. Currently, empirical evidence on how such coverage affects corporate behavior and the associated economic consequences remains scarce. This paper innovatively employs GPT large language models to conduct textual analysis of listed companies' financial statements and news reports, and empirically examines the impact and underlying mechanisms of online news media coverage on corporate front-end preventive and end-of-pipe governance environmental investment behavior. This study finds that online news media coverage can significantly enhance the overall level of corporate environmental investment, primarily manifested as a driving effect on end-of-pipe governance environmental investment. The mechanism analysis reveals that online news media coverage may increase stock price volatility risk, intensify inquiries from regulators, and exacerbate corporate financing constraints. To release positive signals to the market in the short term, firms tend to implement end-of-pipe governance environmental investments. Further analysis indicates that the impact of online news media coverage on corporate environmental investment behavior is more significant when firms operate in non-heavily polluting industries and when executives possess stronger environmental awareness. By shaping corporate environmental investment behavior, online news media coverage mitigates both overinvestment and underinvestment, thereby enhancing corporate investment efficiency. This paper provides valuable insights for deepening the understanding of the mechanisms through which online news media influence corporate environmental decision-making and for promoting the achievement of environmental sustainability goals.

     

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