Effect of Popularity Shocks on User Behaviour

Omkar Gurjar, Tanmay Bansal, Hitkul Jangra, Hemank Lamba, P. Kumaraguru
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引用次数: 3

Abstract

Users often post on content-sharing platforms in the hope of attracting high engagement from viewers. Some posts receive unusual attention and go "viral", eliciting a significant response (likes, views, shares) to the creator in the form of popularity shocks. Past theories have suggested a sense of reputation as one of the key drivers of online activity and the tendency of users to repeat fruitful behaviors. Based on these, we theorize popularity shocks to be linked with changes in the behavior of users. In this paper, we propose a framework to study the changes in user activity in terms of frequency of posting and content posted around popularity shocks. Further, given the sudden nature of their occurrence, we look into the survival durations of effects associated with these shocks. We observe that popularity shocks lead to an increase in the posting frequency of users, and users alter their content to match with the one which resulted in the shock. Also, it is found that shocks are tough to maintain, with effects fading within a few days for most users. High response from viewers and diversification of content posted is found to be linked with longer survival durations of the shock effects. We believe our work fills the gap related to observing users' online behavior exposed to sudden popularity and has widespread implications for platforms, users, and brands involved in marketing on such platforms.
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人气冲击对用户行为的影响
用户经常在内容分享平台上发布内容,希望吸引观众的高度参与。一些帖子受到了不寻常的关注,并“病毒式传播”,以人气冲击的形式引发了对创作者的重大回应(点赞、观看、分享)。过去的理论认为,声誉感是在线活动的关键驱动力之一,也是用户重复富有成效行为的倾向。在此基础上,我们将人气冲击与用户行为变化联系起来。在本文中,我们提出了一个框架来研究用户活动在发布频率和围绕人气冲击发布的内容方面的变化。此外,考虑到它们发生的突发性,我们研究了与这些冲击相关的影响的持续时间。我们观察到,人气冲击导致用户的发布频率增加,用户改变自己的内容以匹配导致人气冲击的内容。此外,人们发现电击很难维持,对大多数用户来说,几天内效果就会消退。研究发现,观众的高反应和发布内容的多样化与冲击效果的持续时间更长有关。我们相信,我们的工作填补了与观察突然走红的用户在线行为相关的空白,并对参与这些平台营销的平台、用户和品牌具有广泛的影响。
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