From Mad Men to Maths Men: Concentration and Buyer Power in Online Advertising
Author(s) -
Francesco Decarolis,
Gabriele Rovigatti
Publication year - 2021
Publication title -
american economic review
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 16.936
H-Index - 297
eISSN - 1944-7981
pISSN - 0002-8282
DOI - 10.1257/aer.20190811
Subject(s) - pooling , bidding , common value auction , revenue , competition (biology) , intermediary , advertising , instrumental variable , economics , online advertising , microeconomics , business , marketing , computer science , econometrics , the internet , finance , world wide web , ecology , artificial intelligence , biology
This paper analyzes the impact of intermediary concentration on the allocation of revenue in online platforms. We study sponsored search documenting how advertisers increasingly bid through a handful of specialized intermediaries. This enhances automated bidding and data pooling, but lessens competition whenever the intermediary represents competing advertisers. Using data on nearly 40 million Google keyword auctions, we first apply machine learning algorithms to cluster keywords into thematic groups serving as relevant markets. Using an instrumental variable strategy, we estimate a decline in the platform’s revenue of approximately 11 percent due to the average rise in concentration associated with intermediary merger and acquisition activity. (JEL C45, D44, G34, L13, L81, M37)
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