Whole page optimization: how page elements interact with the position auction

Pavel Metrikov, Fernando Diaz, Sébastien Lahaie, Justin M. Rao
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引用次数: 17

Abstract

We study the trade-off between layout elements of the search results page and revenue in the real-time sponsored search auction. Using data from a randomized experiment on a major search engine, we find that having images present among the search results tends to simultaneously raise the ad click-through rate and flatten the ad click curve, reducing the premium for occupying the top slot and thus impacting bidding incentives. Theoretical analysis shows that this type of change creates an ambiguous impact on revenue in equilibrium: a steeper curve with lower total click-through rate is preferable only if the expected revenue distribution is skewed enough towards the top bidder. Empirically, we show that this is a relatively rare phenomenon, and we also find that whole page satisfaction causally raises the click-through rate of the ad block. This means search engines have a short-run incentive to boost search result quality, not just a long-run incentive based on competition between providers.
整个页面优化:页面元素如何与位置拍卖互动
我们研究了实时赞助搜索拍卖中搜索结果页面布局元素与收益之间的权衡。通过对一个主要搜索引擎的随机实验数据,我们发现在搜索结果中出现图片往往会同时提高广告点击率,并使广告点击曲线变平,从而降低占据榜首位置的溢价,从而影响竞标动机。理论分析表明,这种类型的变化对均衡收益产生了模糊的影响:只有当预期收益分配向最高出价者倾斜到一定程度时,更陡峭的曲线和更低的总点击率才是可取的。根据经验,我们发现这是一种相对罕见的现象,我们还发现整个页面满意度会导致广告块的点击率上升。这意味着搜索引擎有短期的动机来提高搜索结果的质量,而不仅仅是基于供应商之间竞争的长期动机。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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