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Sponsored Search: Do Organic Results help or hurt the Performance and under what conditions?

机译:赞助商搜索:自然搜索结果会在什么情况下帮助或损害绩效?

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We study the relative impact of competing links in organic and sponsored search results on the performance of sponsored search ads. We use data generated through a field experiment for several keywords from the ad campaign of an online retailer. Using a hierarchical Bayesian model, we measure the impact of competition on both click through rate and conversion rate of sponsored search ads for these keywords. We find that the competitor links in organic results have a higher impact on the performance as compared to the competitor links in sponsored results. We also find that competition has a greater influence on the conversion performance as compared to the click through performance. Our results inform advertisers on the impact of organic results on their performance. Our results reveal inefficiency in the current auction mechanism as the click performance may not reveal the true quality of advertisers.
机译:我们研究了自然搜索和赞助搜索结果中竞争链接对赞助搜索广告的效果的相对影响。我们将通过现场实验生成的数据用于在线零售商广告系列中的几个关键字。使用分层贝叶斯模型,我们可以衡量竞争对这些关键字的赞助搜索广告的点击率和转化率的影响。我们发现,与赞助商结果中的竞争者链接相比,自然结果中的竞争者链接对绩效有更高的影响。我们还发现,与点击后效果相比,竞争对转化效果的影响更大。我们的结果会告知广告客户自然结果对其效果的影响。我们的结果表明,当前的拍卖机制效率不高,因为点击效果可能无法揭示广告客户的真实素质。

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