{"title":"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","authors":"Andre Martin, Tarun Kushwaha","doi":"10.1177/00222429241244804","DOIUrl":null,"url":null,"abstract":"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.","PeriodicalId":16152,"journal":{"name":"Journal of Marketing","volume":"41 1","pages":""},"PeriodicalIF":11.5000,"publicationDate":"2024-03-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"EXPRESS: Can Words Speak Louder than Actions? Using Top Management Teams’ Language to Predict Myopic Marketing Spending\",\"authors\":\"Andre Martin, Tarun Kushwaha\",\"doi\":\"10.1177/00222429241244804\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"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.\",\"PeriodicalId\":16152,\"journal\":{\"name\":\"Journal of Marketing\",\"volume\":\"41 1\",\"pages\":\"\"},\"PeriodicalIF\":11.5000,\"publicationDate\":\"2024-03-21\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of Marketing\",\"FirstCategoryId\":\"91\",\"ListUrlMain\":\"https://doi.org/10.1177/00222429241244804\",\"RegionNum\":1,\"RegionCategory\":\"管理学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"BUSINESS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Marketing","FirstCategoryId":"91","ListUrlMain":"https://doi.org/10.1177/00222429241244804","RegionNum":1,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"BUSINESS","Score":null,"Total":0}
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.
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.