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注意力经济模型:数据、平台与发现

A Model of the Attention Economy: Data, Platforms, and Discovery
American Economic Review · 2026 · Daniel Chen

中文摘要

本文构建了一个注意力经济动态模型,其中包含两个相互关联的市场:产品市场,消费者对企业的认知有限;注意力市场,平台通过投资免费服务(如社交媒体、流媒体、播客)吸引注意力,并利用消费者偏好数据销售定向广告。该模型提供了一个易于分析的框架,平台投资、广告驱动的发现、产品需求与广告收入在其中共同决定。数据政策与互操作性政策的影响可能随时间而逆转;相对于有效率的水平,平台质量可能过高,也可能过低;依托丰富数据的数字广告的兴起,可能伴随着广告收入占GDP比重的下降。

Abstract

This paper develops a dynamic model of the attention economy featuring two interlinked markets: a product market, where consumers have limited awareness of firms, and an attention market, where platforms attract attention by investing in free services (e.g., social media, streaming, podcasts) and sell targeted ads using data on consumer preferences. The model provides a tractable framework in which platform investment, ad-driven discovery, product demand, and ad revenue are jointly determined. The effects of data and interoperability policies can reverse over time, platform quality may be inefficiently high or low, and the rise of data-rich digital advertising can coincide with a declining ad revenue-to-GDP ratio. (JEL D43, D44, D58, D83, L86, M37)
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