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Abstract We present a model of digital advertising with three key features: (1) advertisers can reach consumers on and off a platform, (2) additional data enhances the value of advertiser–consumer matches, and (3) the allocation of advertisements follows an auction-like mechanism. We contrast data-augmented auctions, which leverage the platform’s data advantage to improve match quality, with managed-campaign mechanisms that automate match formation and price-setting. The platform-optimal mechanism is a managed campaign that conditions the on-platform prices for sponsored products on the off-platform prices set by all advertisers. This mechanism yields the efficient on-platform allocation but inefficiently high off-platform product prices. It attains the vertical integration profit for the platform and the advertisers, and it increases off-platform product prices while decreasing consumer surplus, relative to data-augmented auctions.more » « less
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LaPierre, Nathan; Mangul, Serghei; Alser, Mohammed; Mandric, Igor; Wu, Nicholas C.; Koslicki, David; Eskin, Eleazar (, BMC Genomics)
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Knyazev, Sergey; Chhugani, Karishma; Sarwal, Varuni; Ayyala, Ram; Singh, Harman; Karthikeyan, Smruthi; Deshpande, Dhrithi; Baykal, Pelin Icer; Comarova, Zoia; Lu, Angela; et al (, Nature Methods)
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Mitchell, Keith; Brito, Jaqueline J.; Mandric, Igor; Wu, Qiaozhen; Knyazev, Sergey; Chang, Sei; Martin, Lana S.; Karlsberg, Aaron; Gerasimov, Ekaterina; Littman, Russell; et al (, Genome Biology)