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Author(s)

Guy Aridor

Yeon-Koo Che

Brett Hollenbeck

Maximilian Kaiser

Daniel McCarthy

Assembling novel datasets on online advertiser spending, performance, and revenue, we quantify the economic effects of Apple's App Tracking Transparency (ATT) privacy policy on e-commerce firms. We find that conversion-optimized Meta advertisements, affected most by ATT, saw a 37% reduction in click-through rates after ATT. While firms responded by shifting ad spend from Meta to the Google ecosystem, firms with higher baseline Meta dependence nevertheless experienced a substantial decline in firm-wide revenue relative to firms with lower baseline Meta dependence. We quantify these effects using a variety of methods, finding revenue decreases in the range between 8-40% relative to less exposed firms. These declines were primarily borne by smaller e-commerce firms, raising questions about the trade-offs between consumer privacy and the ability of smaller e-commerce and direct-to-consumer firms to succeed in the product market.
Date Published: Forthcoming
Citations: Aridor, Guy, Yeon-Koo Che, Brett Hollenbeck, Maximilian Kaiser, Daniel McCarthy. 2025. Evaluating the Impact of Privacy Regulation on E-Commerce Firms: Evidence from Apple's App Tracking Transparency. Management Science.