双边市场的搜索、选择性和市场厚度:来自在线约会的证据

Jessica Fong
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引用次数: 17

摘要

本文研究了在线市场中的搜索和匹配,强调用户行为如何响应平台上其他人的存在,我称之为“市场厚度”。在双边市场中,由于搜索和选择性的内生调整,市场厚度的变化可能会导致匹配的复杂效应,而在标准环境中,企业通常会从增加客户基础中受益。本文通过因果关系测量市场规模和竞争规模对行为的独立影响,探讨了市场一方的变化如何影响整个平台。我执行了一个现场实验,该实验改变了发送给平台参与者的关于潜在匹配数量(市场规模)和竞争对手数量的信息。我使用这种实验诱导的变化来估计微建立模型的参数,以测量一般平衡匹配结果。与直觉和观察模式一致,当人们被告知有更多潜在的伴侣时,他们通常会变得更有选择性,而当他们被告知有更多竞争对手时,他们的选择性就会降低。我发现,由于市场厚度对选择性的异质性影响,市场规模的增加并不一定会增加匹配质量。然后,我展示了如何通过调整发送匹配建议的成本来改变选择性,从而减轻市场和竞争规模变化的负面影响。
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Search, Selectivity, and Market Thickness in Two-Sided Markets: Evidence from Online Dating
This paper investigates search and matching in online marketplaces, emphasizing how user behavior responds to the presence of others on the platform, which I call ``market thickness". Unlike standard settings in which firms typically benefit from increasing their customer base, in two-sided markets, changes in market thickness can induce complex effects in matching due to the endogenous adjustment of search and selectivity. This paper explores how changes in one side of the marketplace can affect the platform as a whole by causally measuring the independent effects of market size and competition size on behavior. I implement a field experiment that varies information sent to platform participants about the number of potential matches (market size) and number of competitors. I use this experimentally-induced variation to estimate the parameters of a microfounded model to measure general equilibrium matching outcomes. Consistent with intuition and observational patterns, individuals generally become more selective when they are told they have more potential matches, and less selective when they are told they have more competition. I find that an increase in market size does not necessarily increase match quality due to heterogeneous effects of market thickness on selectivity. I then show how changing selectivity by adjusting the cost of sending match proposals may mitigate negative effects of changes in market and competition size.
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