What Holds Attention? Linguistic Drivers of Engagement

IF 11.5 1区 管理学 Q1 BUSINESS
Jonah A. Berger, Wendy W. Moe, David A. Schweidel
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引用次数: 2

Abstract

From advertisers and marketers to salespeople and leaders, everyone wants to hold attention. They want to make ads, pitches, presentations, and content that captivates audiences and keeps them engaged. But not all content has that effect. What makes some content more engaging? A multimethod investigation combines controlled experiments with natural language processing of 600,000 reading sessions from over 35,000 pieces of content to examine what types of language hold attention and why. Results demonstrate that linguistic features associated with processing ease (e.g., concrete or familiar words) and emotion both play an important role. Rather than simply being driven by valence, though, the effects of emotional language are driven by the degree to which different discrete emotions evoke arousal and uncertainty. Consistent with this idea, anxious, exciting, and hopeful language holds attention while sad language discourages it. Experimental evidence underscores emotional language's causal impact and demonstrates the mediating role of uncertainty and arousal. The findings shed light on what holds attention; illustrate how content creators can generate more impactful content; and, as shown in a stylized simulation, have important societal implications for content recommendation algorithms.
什么吸引注意力?参与的语言驱动因素
从广告商和市场营销者到销售人员和领导者,每个人都想吸引注意力。他们想要制作广告、推销、演示和内容来吸引观众并保持他们的参与。但并非所有内容都有这种效果。是什么让某些内容更具吸引力?一项多方法调查将对照实验与自然语言处理结合起来,研究了来自35000多份内容的60万次阅读会话,以研究哪种类型的语言能引起注意力以及为什么能引起注意力。结果表明,与处理容易程度相关的语言特征(例如,具体或熟悉的单词)和情感都起着重要作用。然而,情感语言的影响不仅仅是由效价驱动的,而是由不同的离散情绪唤起唤起和不确定的程度驱动的。与这一观点一致的是,焦虑的、兴奋的和充满希望的语言能吸引注意力,而悲伤的语言则会让人泄气。实验证据强调了情绪语言的因果影响,并证明了不确定性和唤醒的中介作用。这些发现揭示了什么会引起人们的注意;说明内容创作者如何生成更有影响力的内容;并且,如程式化模拟所示,对内容推荐算法具有重要的社会意义。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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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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