CONSUMER HETEROGENEITY AND PAID SEARCH EFFECTIVENESS: A LARGE-SCALE FIELD EXPERIMENT

被引:185
作者
Blake, Thomas [1 ]
Nosko, Chris [1 ,2 ]
Tadelis, Steven [1 ,3 ,4 ]
机构
[1] eBay Res Labs, San Jose, CA 95125 USA
[2] Univ Chicago, Chicago, IL 60637 USA
[3] Univ Calif Berkeley, Berkeley, CA 94720 USA
[4] NBER, Cambridge, MA 02138 USA
关键词
Advertising; field experiments; causal inference; electronic commerce; return on investment; information; MODEL;
D O I
10.3982/ECTA12423
中图分类号
F [经济];
学科分类号
02 ;
摘要
Internet advertising has been the fastest growing advertising channel in recent years, with paid search ads comprising the bulk of this revenue. We present results from a series of large-scale field experiments done at eBay that were designed to measure the causal effectiveness of paid search ads. Because search clicks and purchase intent are correlated, we show that returns from paid search are a fraction of non-experimental estimates. As an extreme case, we show that brand keyword ads have no measurable short-term benefits. For non-brand keywords, we find that new and infrequent users are positively influenced by ads but that more frequent users whose purchasing behavior is not influenced by ads account for most of the advertising expenses, resulting in average returns that are negative.
引用
收藏
页码:155 / 174
页数:20
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