Targeting versus Competition in Marketplace Design: Evidence from Geotargeted Internet Ads

Bo Cowgill, Cosmina L. Dorobantu
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Abstract

How should market designers trade off targeting and competition? We study a natural experiment in the release of new targeting technology for online ads. A platform in our study introduced targeting into select geographic markets based on a discontinuity in local characteristics. We find that advertisers used new targeting to avoid low quality ad inventory. This led to a reduction in ad impressions. When advertisers avoided this inventory, they retreated into smaller, less competitive ad auctions featuring fewer bidders for available ad space. The reduction in competition lowered click prices in the treated areas. Nonetheless, the effects on platform revenue growth were positive. Better targeting improved the consumer experience of advertising. This led to higher consumer clickthrough rates, which raised the platform's revenue by increasing the quantity of clicks sold. The higher click volumes offset the revenue effects of the decrease in prices.
市场设计中的目标与竞争:来自地理定位互联网广告的证据
市场设计师应该如何权衡目标和竞争?我们研究了在线广告新定位技术发布的自然实验。在我们的研究中,一个平台基于当地特征的不连续性,将目标定位引入了选定的地理市场。我们发现广告商使用新的目标定位来避免低质量的广告库存。这导致了广告印象的减少。当广告客户避开这种广告目录时,他们就会退回到规模较小、竞争不那么激烈的广告拍卖中,在这些拍卖中,竞标者较少。竞争的减少降低了处理区域的点击价格。尽管如此,对平台收入增长的影响是积极的。更好的定位改善了广告的消费者体验。这带来了更高的用户点击率,从而通过增加点击量提高了平台的收益。较高的点击量抵消了价格下降对收入的影响。
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