减少需求不确定性和合谋的可持续性:人工智能如何影响竞争

IF 4.5 3区 经济学 Q1 ECONOMICS
Jason O’Connor , Nathan E. Wilson
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引用次数: 0

摘要

我们对一种完美预测两种随机需求冲击之一的技术如何改变共谋的特征和可持续性进行了建模。我们的研究结果表明,减少企业对真实需求水平的不确定性的机制对消费者和企业都有模棱两可的福利含义。企业预测需求能力的外生提高,可能会使勾结在以前不可持续的地方成为可能,或者在以前存在的地方更有利可图。然而,透明度的提高也可能使勾结在可能的情况下变得不切实际。对这种模糊性的直观理解是,对真实需求状态的更清晰了解,会增加串通和欺骗的回报。我们关于减少不确定性所带来的模糊福利影响的研究结果,为市场情报应用中的算法、人工智能(AI)和“大数据”如何影响竞争的新兴文献做出了贡献。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Reduced demand uncertainty and the sustainability of collusion: How AI could affect competition

We model how a technology that perfectly predicts one of two stochastic demand shocks alters the character and sustainability of collusion. Our results show that mechanisms that reduce firms’ uncertainty about the true level of demand have ambiguous welfare implications for consumers and firms alike. An exogenous improvement in firms’ ability to predict demand may make collusion possible where it was previously unsustainable or more profitable where it previously existed. However, an increase in transparency also may make collusion impracticable where it had been possible. The intuition for this ambiguity is that greater clarity about the true state of demand raises the payoffs both to colluding and to cheating. Our findings on the ambiguous welfare implications of reduced uncertainty contribute to the emerging literature on how algorithms, artificial intelligence (AI), and “big data” in market intelligence applications may affect competition.

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来源期刊
CiteScore
5.00
自引率
10.70%
发文量
27
期刊介绍: IEP is an international journal that aims to publish peer-reviewed policy-oriented research about the production, distribution and use of information, including these subjects: the economics of the telecommunications, mass media, and other information industries, the economics of innovation and intellectual property, the role of information in economic development, and the role of information and information technology in the functioning of markets. The purpose of the journal is to provide an interdisciplinary and international forum for theoretical and empirical research that addresses the needs of other researchers, government, and professionals who are involved in the policy-making process. IEP publishes research papers, short contributions, and surveys.
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