Department of Psychology, New York University, New York, NY, USA.
Department of Business and Economics, University of Giessen, Giessen, Germany.
Nat Hum Behav. 2023 May;7(5):812-822. doi: 10.1038/s41562-023-01538-4. Epub 2023 Mar 16.
Online media is important for society in informing and shaping opinions, hence raising the question of what drives online news consumption. Here we analyse the causal effect of negative and emotional words on news consumption using a large online dataset of viral news stories. Specifically, we conducted our analyses using a series of randomized controlled trials (N = 22,743). Our dataset comprises ~105,000 different variations of news stories from Upworthy.com that generated ∼5.7 million clicks across more than 370 million overall impressions. Although positive words were slightly more prevalent than negative words, we found that negative words in news headlines increased consumption rates (and positive words decreased consumption rates). For a headline of average length, each additional negative word increased the click-through rate by 2.3%. Our results contribute to a better understanding of why users engage with online media.
在线媒体在告知和塑造舆论方面对社会很重要,因此引发了一个问题,即是什么驱动了在线新闻消费。在这里,我们使用一个大型在线病毒新闻故事数据集来分析负面和情感词汇对新闻消费的因果影响。具体来说,我们使用了一系列随机对照试验(N=22743)进行了分析。我们的数据集包括来自 Upworthy.com 的约 105000 种不同的新闻故事变体,在超过 3.7 亿次总印象中产生了约 570 万次点击。尽管积极词汇的出现频率略高于消极词汇,但我们发现新闻标题中的消极词汇会提高消费率(而积极词汇会降低消费率)。对于平均长度的标题,每个额外的负面词汇会使点击率提高 2.3%。我们的研究结果有助于更好地理解为什么用户会接触在线媒体。