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Annual Review of Economics

Volume 15, 2023

The Economics of Digital Privacy

Abstract

There has been increasing attention to privacy in the media and in regulatory discussions. This is a consequence of the increased usefulness of digital data. The literature has emphasized the benefits and costs of digital data flows to consumers and firms. The benefits arise in the form of data-driven innovation, higher-quality products and services that match consumer needs, and increased profits. The costs relate to the intrinsic and instrumental values of privacy. Under standard economic assumptions, this framing of a cost-benefit trade-off might suggest little role for regulation beyond ensuring consumers are appropriately informed in a robust competitive environment. The empirical literature thus far has focused on this direct cost-benefit assessment, examining how privacy regulations have affected various market outcomes. However, an increasing body of theory work emphasizes externalities related to data flows. These externalities, both positive and negative, suggest benefits to the targeted regulation of digital privacy.

Keyword(s): data externalities, digital privacy, JEL L86, privacy regulation
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/content/journals/10.1146/annurev-economics-082322-014346
2023-09-13
2024-05-06
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Literature Cited

  1. Abowd JM, Schmutte IM. 2019. An economic analysis of privacy protection and statistical accuracy as social choices. Am. Econ. Rev. 109:1171–202
     [Google Scholar]
  2. Acemoglu D, Makhdoumi A, Malekian A, Ozdaglar A. 2022. Too much data: prices and inefficiencies in data markets. Am. Econ. J. Microecon. 14:4218–56
     [Google Scholar]
  3. Acquisti A, Brandimarte L, Loewenstein G. 2015. Privacy and human behavior in the age of information. Science 347:6221509–14
     [Google Scholar]
  4. Acquisti A, John LK, Loewenstein G. 2013. What is privacy worth?. J. Legal Stud. 42:2249–74
     [Google Scholar]
  5. Acquisti A, Taylor C, Wagman L. 2016. The economics of privacy. J. Econ. Lit. 54:2442–92
     [Google Scholar]
  6. Acquisti A, Varian HR. 2005. Conditioning prices on purchase history. Mark. Sci. 24:3367–81
     [Google Scholar]
  7. Adjerid I, Acquisti A, Telang R, Padman R, Adler-Milstein J. 2016. The impact of privacy regulation and technology incentives: the case of health information exchanges. Manag. Sci. 62:41042–63
     [Google Scholar]
  8. Ali SN, Lewis G, Vasserman S. 2023. Voluntary disclosure and personalized pricing. Rev. Econ. Stud. 90:2538–71
     [Google Scholar]
  9. Altman I. 1975. The Environment and Social Behavior: Privacy, Personal Space, Territory, and Crowding Pacific Grove, CA: Brooks/Cole
  10. Ansari A, Mela CF. 2016. E-customization. J. Mark. Res. 40:2131–45
     [Google Scholar]
  11. Aridor G, Che Y-K, Salz T. 2022. The effect of privacy regulation on the data industry: empirical evidence from GDPR. RAND J. Econ. In press
    [Google Scholar]
  12. Ascarza E. 2018. Retention futility: Targeting high-risk customers might be ineffective. J. Mark. Res. 55:180–98
     [Google Scholar]
  13. Athey S, Catalini C, Tucker C. 2017. The digital privacy paradox: small money, small costs, small talk NBER Work. Pap. 23488
  14. Athey S, Gans JS. 2010. The impact of targeting technology on advertising markets and media competition. Am. Econ. Rev. 100:2608–13
     [Google Scholar]
  15. Bajari P, Chernozhukov V, Hortaçsu A, Suzuki J. 2019. The impact of big data on firm performance: an empirical investigation. AEA Pap. Proc. 109:33–37
     [Google Scholar]
  16. Baye MR, Sappington DEM. 2020. Revealing transactions data to third parties: implications of privacy regimes for welfare in online markets. J. Econ. Manag. Strategy 29:2260–75
     [Google Scholar]
  17. Becker GS. 1980. Privacy and malfeasance: a comment. J. Legal Stud. 9:4823–26
     [Google Scholar]
  18. Bénabou R, Tirole J. 2006. Incentives and prosocial behavior. Am. Econ. Rev. 96:51652–78
     [Google Scholar]
  19. Bergemann D, Bonatti A. 2011. Targeting in advertising markets: implications for offline versus online media. RAND J. Econ. 42:3417–43
     [Google Scholar]
  20. Bergemann D, Bonatti A. 2015. Selling cookies. Am. Econ. J. Microecon. 7:3259–94
     [Google Scholar]
  21. Bergemann D, Bonatti A. 2019. Markets for information: An introduction. Annu. Rev. Econ. 11:85–107
     [Google Scholar]
  22. Bergemann D, Bonatti A, Gan T. 2022. The economics of social data. RAND J. Econ. 53:2263–96
     [Google Scholar]
  23. Bergemann D, Bonatti A, Smolin A. 2018. The design and price of information. Am. Econ. Rev. 108:11–48
     [Google Scholar]
  24. Bergen M 2021. Apple and Google are killing the (ad) cookie. Here's why. Bloomberg April 26. https://www.bloomberg.com/news/articles/2021-04-26/how-apple-google-are-killing-the-advertising-cookie-quicktake#xj4y7vzkg
    [Google Scholar]
  25. Bleier A, Goldfarb A, Tucker C. 2020. Consumer privacy and the future of data-based innovation and marketing. Int. J. Res. Mark. 37:3466–80
     [Google Scholar]
  26. Böhme R, Christin N, Edelman B, Moore T. 2015. Bitcoin: economics, technology, and governance. J. Econ. Perspect. 29:2213–38
     [Google Scholar]
  27. Brynjolfsson E, McElheran K. 2016. The rapid adoption of data-driven decision-making. Am. Econ. Rev. 106:5133–39
     [Google Scholar]
  28. Burtch G, Ghose A, Wattal S. 2015. The hidden cost of accommodating crowdfunder privacy preferences: a randomized field experiment. Manag. Sci. 61:5949–62
     [Google Scholar]
  29. Campbell J, Goldfarb A, Tucker C. 2015. Privacy regulation and market structure. J. Econ. Manag. Strategy 24:147–73
     [Google Scholar]
  30. Casadesus-Masanell R, Hervas-Drane A. 2015. Competing with privacy. Manag. Sci. 61:1229–46
     [Google Scholar]
  31. Chan T, Hamdi N, Hui X, Jiang Z. 2022. The value of verified employment data for consumer lending: evidence from Equifax. Mark. Sci. 41:4367–86
     [Google Scholar]
  32. Chen L, Huang Y, Ouyang S, Xiong W. 2021. The data privacy paradox and digital demand NBER Work. Pap. 28854
  33. Chen Y, Iyer G. 2002. Research note: consumer addressability and customized pricing. Mark. Sci. 21:2197–208
     [Google Scholar]
  34. Chiou L, Tucker C. 2017. Search engines and data retention: implications for privacy and antitrust NBER Work. Pap. 23815
  35. Choe C, King S, Matsushima N. 2018. Pricing with cookies: behavior-based price discrimination and spatial competition. Manag. Sci. 64:125669–87
     [Google Scholar]
  36. Choi JP, Jeon D-S, Kim B-C. 2019. Privacy and personal data collection with information externalities. J. Public Econ. 173:113–24
     [Google Scholar]
  37. Choudhary V, Ghose A, Mukhopadhyay T, Rajan U. 2005. Personalized pricing and quality differentiation. Manag. Sci. 51:71120–30
     [Google Scholar]
  38. Coase RH. 1972. Durability and monopoly. J. Law Econ. 15:1143–49
     [Google Scholar]
  39. Conitzer V, Taylor CR, Wagman L. 2012. Hide and seek: costly consumer privacy in a market with repeat purchases. Mark. Sci. 31:2277–92
     [Google Scholar]
  40. Daughety AF, Reinganum JF. 2010. Public goods, social pressure, and the choice between privacy and publicity. Am. Econ. J. Microecon. 2:2191–221
     [Google Scholar]
  41. De Corniere A, De Nijs R. 2016. Online advertising and privacy. RAND J. Econ. 47:148–72
     [Google Scholar]
  42. Derksen L, McGahan A, Pongeluppe L. 2021. Privacy at what cost? Using electronic medical records to recover lapsed patients into HIV care Work. Pap., Univ. Toronto Toronto, Can:.
  43. Dwork C, Roth A. 2014. The algorithmic foundations of differential privacy. Found. Trends Theor. Comput. Sci. 9:3–4211–407
     [Google Scholar]
  44. Erlich Y, Shor T, Pe'er I, Carmi S 2018. Identity inference of genomic data using long-range familial searches. Science 362:6415690–94
     [Google Scholar]
  45. Fainmesser IP, Galeotti A, Momot R. 2022. Digital privacy. Manag. Sci. In press. https://doi.org/10.1287/mnsc.2022.4513
    [Crossref] [Google Scholar]
  46. Farboodi M, Mihet R, Philippon T, Veldkamp L. 2019. Big data and firm dynamics. AEA Pap. Proc. 109:38–42
     [Google Scholar]
  47. Farboodi M, Veldkamp L. 2022. A model of the data economy Work. Pap., Columbia Univ. New York:
  48. Godinho de Matos M, Adjerid I 2022. Consumer consent and firm targeting after GDPR: the case of a large telecom provider. Manag. Sci. 68:53330–78
     [Google Scholar]
  49. Goh K-Y, Hui K-L, Png IPL. 2015. Privacy and marketing externalities: evidence from do not call. Manag. Sci. 61:122982–3000
     [Google Scholar]
  50. Goldberg SG, Johnson GA, Shriver SK. 2023. Regulating privacy online: an economic evaluation of the GDPR. Am. Econ. J. Econ. Policy. In press
    [Google Scholar]
  51. Goldfarb A. 2014. What is different about online advertising?. Rev. Ind. Organ. 44:2115–29
     [Google Scholar]
  52. Goldfarb A, Tucker C. 2011. Privacy regulation and online advertising. Manag. Sci. 57:157–71
     [Google Scholar]
  53. Goldfarb A, Tucker C. 2012a. Privacy and innovation. Innov. Policy Econ. 12:165–90
     [Google Scholar]
  54. Goldfarb A, Tucker C. 2012b. Shifts in privacy concerns. Am. Econ. Rev. 102:3349–53
     [Google Scholar]
  55. Goldfarb A, Tucker C. 2019. Digital economics. J. Econ. Lit. 57:13–43
     [Google Scholar]
  56. Hann I-H, Hui K-L, Lee S-YT, Png IPL. 2008. Consumer privacy and marketing avoidance: a static model. Manag. Sci. 54:61094–103
     [Google Scholar]
  57. Hermalin BE, Katz ML. 2006. Privacy, property rights and efficiency: the economics of privacy as secrecy. Quant. Mark. Econ. 4:3209–39
     [Google Scholar]
  58. Ichihashi S. 2020. Online privacy and information disclosure by consumers. Am. Econ. Rev. 110:2569–95
     [Google Scholar]
  59. Ichihashi S. 2021. The economics of data externalities. J. Econ. Theory 196:105316
     [Google Scholar]
  60. Iyer G, Soberman D, Villas-Boas JM. 2005. The targeting of advertising. Mark. Sci. 24:3461–76
     [Google Scholar]
  61. Janssen R, Kesler R, Kummer ME, Waldfogel J. 2022. GDPR and the lost generation of innovative apps NBER Work. Pap. 30028
  62. Jia J, Jin GZ, Wagman L. 2021. The short-run effects of the general data protection regulation on technology venture investment. Mark. Sci. 40:4661–84
     [Google Scholar]
  63. Jin Y, Vasserman S. 2021. Buying data from consumers: the impact of monitoring programs in U.S. auto insurance NBER Work. Pap. 29096
  64. Johnson GA, Shriver SK, Goldberg SG. 2023. Privacy and market concentration: intended and unintended consequences of the GDPR. Manag. Sci. In press
    [Google Scholar]
  65. Johnson JP. 2013. Targeted advertising and advertising avoidance. RAND J. Econ. 44:1128–44
     [Google Scholar]
  66. Jones CI, Tonetti C. 2020. Nonrivalry and the economics of data. Am. Econ. Rev. 110:92819–58
     [Google Scholar]
  67. Jullien B, Lefouili Y, Riordan MH. 2020. Privacy protection, security, and consumer retention Unpublished manuscript, Toulouse Sch. Econ. Toulouse, Fr:.
  68. Kummer M, Schulte P. 2019. When private information settles the bill: money and privacy in Google's market for smartphone applications. Manag. Sci. 65:83470–94
     [Google Scholar]
  69. Lee D-J, Ahn J-H, Bang Y. 2011. Managing consumer privacy concerns in personalization: a strategic analysis of privacy protection. MIS Q. 35:2423–44
     [Google Scholar]
  70. Lin T. 2022. Valuing intrinsic and instrumental preferences for privacy. Mark. Sci. 41:4663–81
     [Google Scholar]
  71. Loertscher S, Marx LM. 2020. Digital monopolies: privacy protection or price regulation?. Int. J. Ind. Organ. 71:102623
     [Google Scholar]
  72. Miklós-Thal J, Tucker CE. 2019. Collusion by algorithm: Does better demand prediction facilitate coordination between sellers?. Manag. Sci. 65:41552–61
     [Google Scholar]
  73. Miller AR, Tucker CE. 2011. Can health care information technology save babies?. J. Political Econ. 119:2289–324
     [Google Scholar]
  74. Miller AR, Tucker CE. 2018. Privacy protection, personalized medicine, and genetic testing. Manag. Sci. 64:104648–68
     [Google Scholar]
  75. Montes R, Sand-Zantman W, Valletti T. 2019. The value of personal information in online markets with endogenous privacy. Manag. Sci. 65:31342–62
     [Google Scholar]
  76. Neumann N, Tucker CE, Whitfield T. 2019. Frontiers: How effective is third-party consumer profiling? Evidence from field studies. Mark. Sci. 38:6918–26
     [Google Scholar]
  77. Nissenbaum H. 2004. Privacy as contextual integrity. Wash. Law Rev. 79:1119–57
     [Google Scholar]
  78. Nissenbaum H. 2009. Privacy in Context: Technology, Policy, and the Integrity of Social Life Stanford, CA: Stanford Univ. Press
  79. Norberg PA, Horne DR, Horne DA. 2007. The privacy paradox: personal information disclosure intentions versus behaviors. J. Consum. Aff. 41:1100–26
     [Google Scholar]
  80. Peukert C, Bechtold S, Batikas M, Kretschmer T. 2022. Regulatory spillovers and data governance: evidence from the GDPR. Mark. Sci. 41:4746–68
     [Google Scholar]
  81. Posner RA. 1981. The economics of privacy. Am. Econ. Rev. 71:2405–9
     [Google Scholar]
  82. Rafieian O, Yoganarasimhan H. 2021. Targeting and privacy in mobile advertising. Mark. Sci. 40:2193–218
     [Google Scholar]
  83. Reimers I, Shiller BR. 2019. The impacts of telematics on competition and consumer behavior in insurance. J. Law Econ. 62:4613–32
     [Google Scholar]
  84. Schneier B. 2015. Data and Goliath: The Hidden Battles to Collect Your Data and Control Your World New York: W.W. Norton & Co.
  85. Shapiro C, Varian HR. 1998. Information Rules: A Strategic Guide to the Network Economy Cambridge, MA: Harvard Bus. Sch. Press
  86. Shy O, Stenbacka R. 2016. Customer privacy and competition. J. Econ. Manag. Strategy 25:3539–62
     [Google Scholar]
  87. Smith MD, Bailey J, Brynjolfsson E 2001. Understanding digital markets. Understanding the Digital Economy: Data, Tools, and Research E Brynjolfsson, B Kahin 99–136. Cambridge, MA: MIT Press
     [Google Scholar]
  88. Soleymanian M, Weinberg CB, Zhu T. 2019. Sensor data and behavioral tracking: Does usage-based auto insurance benefit drivers?. Mark. Sci. 38:121–43
     [Google Scholar]
  89. Solove DJ. 2008. Understanding Privacy Cambridge, MA: Harvard Univ. Press
  90. Solove DJ. 2021. The myth of the privacy paradox. George Wash. Law Rev. 89:11–51
     [Google Scholar]
  91. Stigler GJ. 1980. An introduction to privacy in economics and politics. J. Legal Stud. 9:4623–44
     [Google Scholar]
  92. Sun T, Yuan Z, Li C, Zhang K, Xu J. 2021. The value of personal data in Internet commerce: a high-stake field experiment on data regulation policy NET Inst. Work. Pap. 21-10 Net Inst. New York:
  93. Sutanto J, Palme E, Tan C-H, Phang CW. 2013. Addressing the personalization-privacy paradox: an empirical assessment from a field experiment on smartphone users. MIS Q 37:41141–64
     [Google Scholar]
  94. Tamir DI, Mitchell JP. 2012. Disclosing information about the self is intrinsically rewarding. PNAS 109:218038–43
     [Google Scholar]
  95. Tang H. 2019. The value of privacy: evidence from online borrowers Tech. Rep., HEC Paris Paris:
  96. Taylor CR. 2004. Consumer privacy and the market for customer information. RAND J. Econ. 35:4631–50
     [Google Scholar]
  97. Tirole J. 2021. Digital dystopia. Am. Econ. Rev. 111:62007–48
     [Google Scholar]
  98. Tucker CE. 2014. Social networks, personalized advertising, and privacy controls. J. Mark. Res. 51:5546–62
     [Google Scholar]
  99. Tucker CE 2018. Privacy, algorithms, and artificial intelligence. The Economics of Artificial Intelligence: An Agenda A Agrawal, J Gans, A Goldfarb 423–37. Chicago: Univ. Chicago Press
     [Google Scholar]
  100. Veldkamp L, Chung C. 2019. Data and the aggregate economy. J. Econ. Lit. In press
    [Google Scholar]
  101. Villas-Boas JM. 1999. Dynamic competition with customer recognition. RAND J. Econ. 30:4604–31
     [Google Scholar]
  102. Villas-Boas JM. 2004. Price cycles in markets with customer recognition. RAND J. Econ. 35:3486–501
     [Google Scholar]
  103. Warren SD, Brandeis LD. 1890. Right to privacy.. Harvard Law Rev 4:193–220
     [Google Scholar]
  104. Westin AF. 1968. Privacy and freedom. Wash. Lee Law Rev. 25:1166
     [Google Scholar]
  105. Yang KH. 2022. Selling consumer data for profit: optimal market-segmentation design and its consequences. Am. Econ. Rev. 112:41364–93
     [Google Scholar]
  106. Yoganarasimhan H. 2020. Search personalization using machine learning. Manag. Sci. 66:31045–70
     [Google Scholar]
  107. Zhang J, Krishnamurthi L. 2004. Customizing promotions in online stores. Mark. Sci. 23:4561–78
     [Google Scholar]
  108. Zhao Y, Yildirim P, Chintagunta PK. 2021. Privacy regulations and online search friction: evidence from GDPR Unpublished manuscript, Wharton Sch., Univ. Pa. Philadelphia:
  109. Zhou Y, Lu S, Ding M. 2020. Contour-as-face framework: a method to preserve privacy and perception. J. Mark. Res. 57:4617–39
     [Google Scholar]
  110. Zhuo R, Huffaker B, Claffy KC, Greenstein S 2021. The impact of the General Data Protection Regulation on internet interconnection. Telecommun. Policy 45:2102083
     [Google Scholar]
  111. Zyskind G, Nathan O, Pentland A 2015. Decentralizing privacy: using blockchain to protect personal data. 2015 IEEE Security and Privacy Workshops180–84. New York: IEEE
     [Google Scholar]
/content/journals/10.1146/annurev-economics-082322-014346
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The Economics of Digital Privacy
Annual Review of Economics 15, 267 (2023); https://doi.org/10.1146/annurev-economics-082322-014346
/content/journals/10.1146/annurev-economics-082322-014346
/content/journals/10.1146/annurev-economics-082322-014346
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