Evaluating the Impact of Privacy Regulation on E-Commerce Firms: Evidence from Apple’s App Tracking Transparency

  • Aridor G
  • Che Y
  • Hollenbeck B
  • et al.
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Abstract

Assembling novel data sets 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. Although firms responded by shifting ad spending 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% and 40% relative to less exposed firms. These declines were primarily borne by smaller e-commerce firms, raising questions about the tradeoffs between consumer privacy and the ability of smaller e-commerce and direct-to-consumer firms to succeed in the product market.This paper was accepted by Jean-Pierre Dube, marketing.Funding: This work was supported by the LEC Program on Economics & Privacy, MSI Research Grant [4001820].Supplemental Material: The online appendix and data files are available at https://doi.org/10.1287/mnsc.2024.06600 .

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APA

Aridor, G., Che, Y.-K., Hollenbeck, B., Kaiser, M., & McCarthy, D. (2025). Evaluating the Impact of Privacy Regulation on E-Commerce Firms: Evidence from Apple’s App Tracking Transparency. Management Science. https://doi.org/10.1287/mnsc.2024.06600

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