快讯言胜于行吗?利用高层管理团队的语言预测近视营销支出

IF 11.5 1区 管理学 Q1 BUSINESS
Andre Martin, Tarun Kushwaha
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引用次数: 0

摘要

近视性营销支出--削减营销和研发费用以提高收益--会损害公司的长期价值。尽管如此,企业的高层管理团队(TMT)却往往目光短浅,当投资者或董事会发现这种短期行为时,已经来不及做出反应或干预了。本研究通过分析企业高层管理团队在财报电话会议中使用的语言,特别是对营销和盈利强调的分析,提出了一种新颖的预测方法,以预测未来近视营销支出的情况。通过对 2008-2019 年间从 1,197 家公司近 25,000 份季度财报电话记录中提取的近 1,100 万个句子进行语言依赖性解析,我们证明了所提出的方法可以提前一年预测每季度的近视营销支出。我们发现,盈利强调程度每增加一个标准差,未来近视营销支出的可能性就会增加 23.68%。与完全使用已知的近视营销支出预测指标的模型相比,基于所建议方法的投资每年会产生 1.61% 的额外异常回报,同时提供更早的预见性和更频繁的干预机会。这减少了投资者和董事会的信息不对称。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
EXPRESS: Can Words Speak Louder than Actions? Using Top Management Teams’ Language to Predict Myopic Marketing Spending
Myopic marketing spending—curtailing marketing and research and development expenses to boost earnings—damages firms’ long-term value. Despite this, Top Management Teams (TMTs) are often myopic and by the time investors or boards detect such short-termism, it is too late to react or intervene. This research introduces a novel prediction method by analyzing the language TMTs use in earnings’ calls, specifically focusing on marketing and earnings emphasis, to predict future instances of myopic marketing spending. Through linguistic dependency parsing of almost 11 million sentences extracted from nearly 25,000 quarterly earnings call transcripts of 1,197 firms between 2008–2019, we demonstrate the proposed approach can predict myopic marketing spending at a quarterly frequency for up to one year in advance. We find that one standard deviation increase in earnings emphasis is associated with 23.68% increase in the likelihood of future myopic marketing spending. Investments based on the proposed approach produce 1.61% additional annual abnormal returns compared to models that exclusively use known predictors of myopic marketing spending, while offering earlier foresight and more frequent opportunities for interventions. This reduces information asymmetry for investors and boards of directors.
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来源期刊
CiteScore
24.10
自引率
5.40%
发文量
49
期刊介绍: Founded in 1936,the Journal of Marketing (JM) serves as a premier outlet for substantive research in marketing. JM is dedicated to developing and disseminating knowledge about real-world marketing questions, catering to scholars, educators, managers, policy makers, consumers, and other global societal stakeholders. Over the years,JM has played a crucial role in shaping the content and boundaries of the marketing discipline.
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