Recommenders’ Originals: The Welfare Effects of the Dual Role of Platforms as Producers and Recommender Systems

Guy Aridor, Duarte Gonçalves
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引用次数: 9

Abstract

We study a model of strategic interaction between producers and a monopolist platform that employs a recommendation system. We characterize the consumer welfare implications of the platform’s entry into the production market. Upon entry, the platform biases recommendations to steer consumers towards its own goods, which leads to equilibrium investment adjustments by the producers and lower consumer welfare when the platform’s market size is large. Furthermore, we find that a policy separating recommendation and production or imposing unbiased recommendations is not always welfare improving. Our results highlight the ability of platforms to foreclose competition through the use of biased recommender systems.
推荐的原创性:平台作为生产者和推荐系统双重角色的福利效应
我们研究了生产者和垄断性平台之间的战略互动模型,该模型采用了推荐系统。我们描述了该平台进入生产市场对消费者福利的影响。进入平台后,平台会偏向于推荐,引导消费者购买自己的商品,当平台的市场规模较大时,导致生产者进行均衡投资调整,降低消费者福利。此外,我们发现将推荐和生产分开的政策或施加公正的建议并不总是改善福利。我们的研究结果强调了平台通过使用有偏见的推荐系统来排除竞争的能力。
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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