Accelerated Quality Discovery through Sponsored Search Advertising in Online Marketplaces
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چکیده
This paper analyzes the dynamic e¤ect of sponsored search advertising on quality discovery on the Taobao.com retail platform. A stylized model spells out the dynamic from a theoretical perspective: A new products boosted exposure from sponsored search ads could help the platform to infer how well the product converts exposure to sales (the quality measure). Because the platform awards top organic search ranks to products inferred of high quality, sellers with higher private quality signals would bid more aggressively for sponsored ads, which accelerates the platforms discovery of these high-quality products. An empirical speci cation, connecting search ranks to sales through exposure, is estimated using scraped panel data on sales of hundreds of products and their sponsored and organic search ranks under thousands of keywords on both PC and mobile interfaces. A platform-speci c feature with individual organic ranks a¤ected by asynchronous weekly cycles provides exogenous variation for identi cation. The estimation results echo the stylized models characterization of the informational landscape and reveal a synergy between the platforms PC and mobile interfaces: PC consumers browse extensively and generate signi cant exposure for sponsored products. Observations of sponsored sales to PC consumers could improve the organic rankings in the mobile app, where consumers highly concentrate on top
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تاریخ انتشار 2016