赞助搜索拍卖中的“位置悖论”

Kinshuk Jerath, Liye Ma, Young-Hoon Park, K. Srinivasan
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引用次数: 2

摘要

我们研究了垂直差异化公司竞标某一搜索引擎关键词赞助广告位置的投标策略。我们明确地模拟了消费者如何根据他们对公司质量的知识和信念浏览和点击赞助链接。我们的模型产生了几个有趣的见解,我们关注的一个主要反直觉的结果是位置悖论。”矛盾之处在于,一个优等公司可能出价低于一个劣等公司,并获得一个低于它的位置,但仍然比劣等公司获得更多的点击量。在按印象付费的机制下,较差的公司想要在更多消费者点击它的链接的顶部,而较好的公司把它的链接放在较低的位置,因为它支付较少的广告费,但一些消费者在寻找更高质量的公司时仍然会到达它。在按点击付费的机制下,排名较低的公司有更强的动机登上榜首,因为现在它只需要为不知道公司声誉的消费者付费,因此可以更积极地出价。有趣的是,随着优质企业的质量溢价的增加,和/或如果更多的消费者知道优质企业的身份,劣质企业成为顶级企业的动机可能会增加。与传统观点相反,我们发现搜索引擎可能会有动机去高估劣势公司的出价,并在战略上制造位置悖论,以增加消费者的总体点击量。为了验证我们的模型,我们分析了来自一家受欢迎的韩国搜索引擎公司的数据集,发现:(i)数据中的大部分拍卖结果显示了位置悖论,(ii)我们模型的尖锐预测在数据中得到了验证。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A 'Position Paradox' in Sponsored Search Auctions
We study the bidding strategies of vertically differentiated firms that bid for sponsored search advertisement positions for a keyword at a search engine. We explicitly model how consumers navigate and click on sponsored links based on their knowledge and beliefs about firm qualities. Our model yields several interesting insights and a main counter-intuitive result we focus on is the position paradox." The paradox is that a superior firm may bid lower than an inferior firm and obtain a position below it, yet still obtain more clicks than the inferior firm. Under a pay-per- impression mechanism, the inferior firm wants to be at the top where more consumers click on its link, while the superior firm is better off by placing its link at a lower position as it pays a smaller advertising fee but some consumers will still reach it in the search of a higher-quality firm. Under a pay-per-click mechanism, the inferior firm has an even stronger incentive to be at the top since now it only has to pay for the consumers who do not know the firms' reputations and, therefore, can bid more aggressively. Interestingly, as the quality premium for the superior firm increases, and/or if more consumers know the identity of the superior firm, the incentive for the inferior firm to be at the top may increase. Contrary to conventional belief, we find that the search engine may have the incentive to over-weight the inferior firm's bid and strategically create the position paradox to increase overall clicks by consumers. To validate our model, we analyze a dataset from a popular Korean search engine firm and find that: (i) a large proportion of auction outcomes in the data show the position paradox, and (ii) sharp predictions from our model are validated in the data.
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