争议内容激增中的内容审核与创作者激励机制

IF 7.2 2区 管理学 Q1 MANAGEMENT
Ruixiao Dong , Xu Guan , Xiaohua Han , Yuan Jiang
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引用次数: 0

摘要

内容平台通常会向创作者提供金钱奖励,以鼓励他们创作高质量的内容来吸引浏览量。这将促使一些创作者加入有争议的内容来提高参与度,从而导致平台的声誉成本。因此,在实践中,平台通过多种方式积极进行内容审核。在本文中,我们考虑了两种内容审核格式,即Pre-Moderation格式和Post-Moderation格式,这取决于审核是发生在内容发布之前还是之后。在Pre-Moderation模式下,平台会在内容发布前对其进行审核,这样就不太可能遭受高声誉成本的影响。然而,缺点是可能会错误地阻止高质量的内容。只有当高质量内容的每次观看给平台带来的收益相对较高时,平台才有动力奖励创作者努力吸引观看。此外,更严格的审核机制不一定有利于平台而伤害低类型创作者,高比例的争议内容粉丝也不一定有利于低类型创作者。相反,Post-Moderation格式证明对创作者更友好,因为它允许发布的内容无需检查,尽管这是以更高的声誉成本为代价的。与Pre-Moderation相比,Post-Moderation只有在争议内容粉丝比例较低的情况下,平台才更有可能提供金钱奖励。在任何一种适度模式下,平台的利润和创作者的利润都可能更高,这取决于金钱奖励策略和低质量内容的传播。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Content moderation and creator incentives mechanism amidst controversial content surges
The content platforms usually offer monetary rewards to creators to encourage the creation of high-quality content to attract views. This would motivate some creators to incorporate controversial content to generate engagement, which causes the platform’s reputation cost. Therefore, in practice, the platform actively conducts content moderation through various methods. In this paper, we consider two content moderation formats, Pre-Moderation format and Post-Moderation format, depending on whether the moderation takes place before or after the content’s publication. Under Pre-Moderation format, the platform reviews each content before it is released, which makes it less likely to suffer from a high reputation cost. However, the drawback is the potential for mistakenly blocking of high quality content. The platform has the incentive to reward creators to exert effort to attract views only when the platform’s payoff from each view of high-quality content is relatively high. Moreover, a more rigor moderation mechanism may not necessarily benefit the platform and hurt the low-type creators, and a high proportion of controversial-content fans may also not necessarily benefit the low-type creators. Conversely, Post-Moderation format proves more creator-friendly, as it enables each content published without check, though this comes at the expense of a higher reputation cost. Compared to Pre-Moderation format, the platform becomes more likely to provide monetary reward under Post-Moderation format only when the proportion of controversial-content fans is low. The platform’s profit and the creators’ profits can be higher under either moderation format, depending on the monetary reward strategy and the dissemination of low-quality content.
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来源期刊
Omega-international Journal of Management Science
Omega-international Journal of Management Science 管理科学-运筹学与管理科学
CiteScore
13.80
自引率
11.60%
发文量
130
审稿时长
56 days
期刊介绍: Omega reports on developments in management, including the latest research results and applications. Original contributions and review articles describe the state of the art in specific fields or functions of management, while there are shorter critical assessments of particular management techniques. Other features of the journal are the "Memoranda" section for short communications and "Feedback", a correspondence column. Omega is both stimulating reading and an important source for practising managers, specialists in management services, operational research workers and management scientists, management consultants, academics, students and research personnel throughout the world. The material published is of high quality and relevance, written in a manner which makes it accessible to all of this wide-ranging readership. Preference will be given to papers with implications to the practice of management. Submissions of purely theoretical papers are discouraged. The review of material for publication in the journal reflects this aim.
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