讲座主题:Algorithmic Attention and Content Creation onSocial Media Platforms
主讲嘉宾:陈轶康 奈尔大学商学院经济系
讲座时间:2025年6月4日周三14:00
讲座地点:学院11号楼308会议室
嘉宾简介:
陈轶,康奈尔大学商学院经济系助理教授,2018年5月毕业于美国耶鲁大学经济系。他的研究领域为动态博弈,机制设计和产业组织。他的论文在Journal of Finance、 Theoretical Economics、Journal of Economic Theory、RandJournal of Economics上发表。
讲座内容简介:
This paper develops a theoretical framework to examine how a social media platform allocates attention through recommendation algorithms and how this in turn shapes content creation and consumption. Creators and viewers, as the two sides of the algorithm, fall into different categories based on interest. Creators are also heterogeneous in ability. We show that a platform, to maximize advertisement revenue, optimally filters out low-ability creators, restricts the reach of medium-ability creators to relevant audiences only, and propagates viral content for high-ability ones at the expense of relevance. The attention a creator receives grows disproportionally in his ability and the popularity of his category. We show the source of the inefficiencies of the algorithm by contrasting it with a welfare-maximizing benchmark. We additionally study the effect of monetary transfers in the algorithm. Our framework offers insights into content production and matching in digital markets, giving rise to potential regulatory interventions.