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

Published Online:https://doi.org/10.1287/mnsc.2024.06600

References

  • Acemoglu D, Makhdoumi A, Malekian A, Ozdaglar A (2022) Too much data: Prices and inefficiencies in data markets. Amer. Econom. J. Microeconom. 14(4):218–256.CrossrefGoogle Scholar
  • Acquisti A, Taylor C, Wagman L (2016) The economics of privacy. J. Econom. Literature 54(2):442–492.CrossrefGoogle Scholar
  • Aridor G, Che YK, Salz T (2023) The effect of privacy regulation on the data industry: Empirical evidence from GDPR. RAND J. Econom. 54(4):695–730.CrossrefGoogle Scholar
  • Baviskar S, Chowdhury I, Deisenroth D, Li B, Sokol DD (2024) ATT vs. personalized ads: User’s data sharing choices under apple’s divergent consent strategies. Working paper, University of Southern California Center for Law & Social Science (CLASS) Law & Economics Research Paper No. 24-26, Los Angeles.Google Scholar
  • Bergemann D, Bonatti A, Gan T (2022) The economics of social data. RAND J. Econom. 53(2):263–296.CrossrefGoogle Scholar
  • Bian B, Ma X, Tang H (2022) The supply and demand for data privacy: Evidence from mobile apps. Preprint, submitted February 6, http://dx.doi.org/10.2139/ssrn.3987541.Google Scholar
  • Borkovsky R, Goldfarb A, Haviv A, Moorthy S (2017) Measuring and understanding brand value in a dynamic model of brand management. Marketing Sci. 36(4):471–499.LinkGoogle Scholar
  • Cecere G, Lemaire S (2023) Have I seen you before? Measuring the value of tracking for digital advertising. Preprint, submitted December 20, http://dx.doi.org/10.2139/ssrn.4659963.Google Scholar
  • Chen B (2021) The battle for digital privacy is reshaping the Internet. New York Times (September 16), https://www.nytimes.com/2021/09/16/technology/digital-privacy.html.Google Scholar
  • Cheyre C, Leyden BT, Baviskar S, Acquisti A (2023) The impact of Apple’s App Tracking Transparency framework on the app ecosystem. Preprint, submitted June 7, http://dx.doi.org/10.2139/ssrn.4467977.Google Scholar
  • Choi JP, Jeon DS, Kim BC (2019) Privacy and personal data collection with information externalities. J. Public Econom. 173:113–124.CrossrefGoogle Scholar
  • CMA (2022) Mobile Ecosystems Market Study. https://assets.publishing.service.gov.uk/media/63f61bc0d3bf7f62e8c34a02/Mobile_Ecosystems_Final_Report_amended_2.pdf.Google Scholar
  • de Chaisemartin C, D’Haultfœuille DCX, Knau F (2024) Two-way fixed effects and differences-in-differences estimators in heterogeneous adoption designs. Preprint, submitted May 7, https://arxiv.org/abs/2405.04465.Google Scholar
  • Deisenroth D, Manjeer U, Sohail Z, Tadelis S, Wernerfelt N (2024) Digital advertising and market structure: Implications for privacy regulation. NBER Working Paper No. 22952, National Bureau of Economic Research, Cambridge, MA.Google Scholar
  • Dubé J-P, Bergemann D, Demirer M, Goldfarb A, Johnson G, Lambrecht A, Lin T, Tuchman A, Tucker CE, Lynch JG (2024) The intended and unintended consequences of privacy regulation for consumer marketing: A marketing science institute report. Preprint, submitted May 30, http://dx.doi.org/10.2139/ssrn.4847653.Google Scholar
  • Ganglmair B, Krämer J, Gambato J (2023) Regulatory compliance with limited enforceability: Evidence from privacy policies. Preprint, submitted November 9, http://dx.doi.org/10.2139/ssrn.4600876.Google Scholar
  • Goldberg SG, Johnson GA, Shriver SK (2024) Regulating privacy online: An economic evaluation of the GDPR. Amer. Econom. J. Econom. Policy 16(1):325–358.CrossrefGoogle Scholar
  • Goldfarb A, Que VF (2023) The economics of digital privacy. Annual Rev. Econom. 15:267–286.CrossrefGoogle Scholar
  • Goldfarb A, Tucker CE (2011) Privacy regulation and online advertising. Management Sci. 57(1):57–71.LinkGoogle Scholar
  • Gordon BR, Moakler R, Zettelmeyer F (2023) Predictive incrementality by experimentation (PIE) for ad measurement. Preprint, submitted April 13, https://arxiv.org/abs/2304.06828.Google Scholar
  • Johnson G (2023) Economic research on privacy regulation: Lessons from the GDPR and beyond. Goldfarb A, Tucker CE, eds. The Economics of Privacy (University of Chicago Press, Chicago).Google Scholar
  • Johnson G, Runge J, Seufert E (2022) Privacy-centric digital advertising: Implications for research. Customer Needs Solutions 9:1–6.CrossrefGoogle Scholar
  • Johnson GA, Shriver SK, Du S (2020) Consumer privacy choice in online advertising: Who opts out and at what cost to industry? Marketing Sci. 39(1):33–51.LinkGoogle Scholar
  • Kesler R (2022) The impact of Apple’s App Tracking Transparency on app monetization. Preprint, submitted April 29, http://dx.doi.org/10.2139/ssrn.4090786.Google Scholar
  • Kobayashi S, Johnson G, Gu Z (2024) Privacy-enhanced versus traditional retargeting: Ad effectiveness in an industry-wide field experiment. Preprint, submitted November 8, http://dx.doi.org/10.2139/ssrn.4972368.Google Scholar
  • Kollnig K, Shuba A, Van Kleek M, Binns R, Shadbolt N (2022) Goodbye tracking? Impact of iOS App Tracking Transparency and privacy labels. Proc. 2022 ACM Conf. Fairness Accountability Transparency (Association for Computing Machinery, New York), 508–520.Google Scholar
  • Korganbekova M, Zuber C (2023) Balancing user privacy and personalization.Google Scholar
  • Kraft L, Skiera B, Koschella T (2023) Economic impact of opt-in versus opt-out requirements for personal data usage: The case of apple’s app tracking transparency (ATT). Preprint, submitted November 20, http://dx.doi.org/10.2139/ssrn.4598472.Google Scholar
  • Laziuk E (2021) iOS 14.5 opt-in rate - Daily updates since launch. Flurry Analytics (April 29), https://www.flurry.com/blog/ios-14-5-opt-in-rate-att-restricted-app-tracking-transparency-worldwide-us-daily-latest-update/.Google Scholar
  • Lefrere V, Warberg L, Cheyre C, Marotta V, Acquisti A (2025) The impact of the GDPR on content providers: A longitudinal analysis. Management Sci., ePub ahead of print July 11, https://doi.org/10.1287/mnsc.2022.03186.Google Scholar
  • Li D, Tsai H-T (2022) Mobile apps and targeted advertising: Competitive effects of data exchange. Preprint, submitted April 29, http://dx.doi.org/10.2139/ssrn.4088166.Google Scholar
  • Lin T, Misra S (2022) Frontiers: The identity fragmentation bias. Marketing Sci. 41(3):433–440.LinkGoogle Scholar
  • Miklós-Thal J, Goldfarb A, Haviv A, Tucker C (2024) Frontiers: Digital hermits. Marketing Sci. 43(4):697–708.LinkGoogle Scholar
  • Miller KM, Skiera B (2023) Economic consequences of online tracking restrictions: Evidence from cookies. Internat. J. Res. Marketing 41(2):241–264.CrossrefGoogle Scholar
  • Runge J, Seufert E (2021) Apple is changing how digital ads work. Are advertisers prepared? Harvard Bus. Rev. (April 26), https://hbr.org/2021/04/apple-is-changing-how-digital-ads-work-are-advertisers-prepared.Google Scholar
  • Sokol DD, Zhu F (2021) Harming competition and consumers under the guise of protecting privacy: An analysis of Apple’s iOS 14 policy updates. Cornell L. Rev. Online 107:94.Google Scholar
  • Todri V (2022) Frontiers: The impact of ad-blockers on online consumer behavior. Marketing Sci. 41(1):7–18.LinkGoogle Scholar
  • Utz C, Degeling M, Fahl S, Schaub F, Holz T (2019) (Un)informed consent: Studying GDPR consent notices in the field. Proc. 2019 ACM Sigsac Conf. Comput. Comm. Security (Association for Computing Machinery, New York), 973–990.Google Scholar
  • Wernerfelt N, Tuchman A, Shapiro B, Moakler R (2024) Estimating the value of offsite data to advertisers on Meta. Marketing Sci. 44(2):268–286.Google Scholar
  • Yan S, Miller K, Skiera B (2022) How does the adoption of ad blockers affect news consumption? J. Marketing Res. 002224372210761.Google Scholar
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