Consumer Privacy Choice in Online Advertising: Who Opts Out and at What Cost to Industry?

Published Online:https://doi.org/10.1287/mksc.2019.1198

References

  • Acquisti A, John LK, Loewenstein G (2013) What is privacy worth? J. Legal Stud. 42(2):249–274.CrossrefGoogle Scholar
  • Acquisti A, Taylor C, Wagman L (2016) The economics of privacy. J. Econom. Literature 54(2):442–492.CrossrefGoogle Scholar
  • Anderson SP, Gans JS (2011) Platform siphoning: Ad-avoidance and media content. Amer. Econom. J. Microeconomics 3(4):1–34.CrossrefGoogle Scholar
  • Athey S, Catalini C, Tucker C (2019) The digital privacy paradox: Small money, small costs, small talk. Working paper, Stanford Graduate School of Business, Stanford, CA.Google Scholar
  • Aziz A, Telang R (2016) What is a digital cookie worth? Preprint, submitted March 31, http://dx.doi.org/10.2139/ssrn.2757325.Google Scholar
  • Beales JH, Eisenach JA (2014) An empirical analysis of the value of information sharing in the market for online content. Technical report, Navigant Economics, Chicago.Google Scholar
  • Becker GS, Murphy KM (1993) A simple theory of advertising as a good or bad. Quart. J. Econom. 108(4):941–964.CrossrefGoogle Scholar
  • Berendt B, Günther O, Spiekermann S (2005) Privacy in e-commerce: Stated preferences vs. actual behavior. Comm. ACM 48(4):101–106.CrossrefGoogle Scholar
  • Berry ST (1994) Estimating discrete-choice models of product differentiation. RAND J. Econom. 25(2):242–262.CrossrefGoogle Scholar
  • Brill J (2011) The intersection of consumer protection and competition in the new world of privacy. Competition Policy Internat. 7(1):7–23.Google Scholar
  • Budak C, Goel S, Rao J, Zervas G (2016) Understanding emerging threats to online advertising. Proc. 2016 ACM Conf. Econom. Comput. (ACM, New York), 561–578).Google Scholar
  • Chen J, Stallaert J (2014) An economic analysis of online advertising using behavioral targeting. Management Inform. Systems Quart. 38(2):429–449.CrossrefGoogle Scholar
  • Creamer M (2011) Despite digital privacy uproar, consumers are not opting out. Ad Age (May 30), http://adage.com/article/digital/digital-privacy-uproar-consumers-opting/227828/.Google Scholar
  • Eckersley P (2010) How unique is your web browser? Proc. Internat. Sympos. Privacy Enhancing Tech. (Springer, Berlin, Heidelberg), 1–18.Google Scholar
  • eMarketer (2015) US programmatic ad spending: emarketer’s forecast for 2015 and beyond. Accessed October 8, 2015, https://www.emarketer.com/Report/US-Programmatic-Ad-Spending-eMarketers-Forecast-2015-Beyond/2001591.Google Scholar
  • eMarketer (2016a) US digital display ad spending to surpass search ad spending in 2016. Accessed July 17, 2017, https://www.emarketer.com/Article/US-Digital-Display-Ad-Spending-Surpass-Search-Ad-Spending-2016/1013442.Google Scholar
  • eMarketer (2016b) US programmatic ad spending forecast: Most mobile display and video ad dollars to be automated by 2018. Accessed July 17, 2017, https://www.emarketer.com/Report/US-Programmatic-Ad-Spending-Forecast-Most-Mobile-Display-Video-Ad-Dollars-Automated-by-2018/2001894.Google Scholar
  • Farahat A, Bailey MC (2012) How effective is targeted advertising? Proc. 21st Internat. Conf. World Wide Web (ACM, New York), 111–120.Google Scholar
  • Federal Trade Commission (2009) Self-regulatory principles for online behavioral advertising. Technical report, Federal Trade Commission, Washington, DC.Google Scholar
  • Federal Trade Commission (2012) Protecting consumer privacy in an era of rapid change. Technical report, Federal Trade Commission, Washington, DC.Google Scholar
  • Federal Trade Commission (2015) National do not call registry data book FY 2015. Technical report, Federal Trade Commission, Washington, DC.Google Scholar
  • Gart JJ, Pettigrew HM, Thomas DG (1985) The effect of bias, variance estimation, skewness and kurtosis of the empirical logit on weighted least squares analyses. Biometrika 72(1):179–190.CrossrefGoogle Scholar
  • Goldfarb A, Tucker C (2011) Privacy regulation and online advertising. Management Sci. 57(1):57–71.LinkGoogle Scholar
  • Goldfarb A, Tucker C (2012) Shifts in privacy concerns. AER: Papers Proc. 102(3):349–353.CrossrefGoogle Scholar
  • Gross R, Acquisti A (2005) Information revelation and privacy in online social networks. Proc. 2005 ACM Workshop Privacy Electronic Soc. (ACM, New York), 71–80.Google Scholar
  • Gunningham N, Rees J (1997) Industry self-regulation: An institutional perspective. Law Policy 19(4):363–414.CrossrefGoogle Scholar
  • Hoofnagle CJ (2006) Privacy self-regulation: A decade of disappointment. Winn JK, ed. Consumer Protection in the Age of the ‘Information Economy’ (Routledge, London), 379–401.Google Scholar
  • Johnson G (2013) The impact of privacy policy on the auction market for online display advertising. Preprint, submitted May 21, http://dx.doi.org/10.2139/ssrn.2333193.Google Scholar
  • Kelly Scott Madison & ORC International (2015) Do consumers actually care about online privacy? Technical report, Kelly Scott Madison, Chicago.Google Scholar
  • Kummer M, Schulte P (2019) When private information settles the bill: Money and privacy in Google’s market for smartphone applications. Management Sci. 65(8):3470–3494.LinkGoogle Scholar
  • Laudon KC (1996) Markets and privacy. Comm. ACM 39(9):92–104.CrossrefGoogle Scholar
  • Leon P, Ur B, Shay R, Wang Y, Balebako R, Cranor L (2012a) Why Johnny can’t opt out: A usability evaluation of tools to limit online behavioral advertising. Proc. SIGCHI Conf. Human Factors Comput. Systems (ACM, New York), 589–598.Google Scholar
  • Leon PG, Cranshaw J, Cranor LF, Graves J, Hastak M, Ur B, Xu G (2012b) What do online behavioral advertising privacy disclosures communicate to users? Proc. 2012 ACM Workshop Privacy Electronic Soc. (ACM, New York), 19–30.Google Scholar
  • Levin J, Milgrom P (2010) Online advertising: Heterogeneity and conflation in market design. AER: Papers Proc. 100(2):603–607.CrossrefGoogle Scholar
  • Madrian BC, Shea DF (2001) The power of suggestion: Inertia in 401(k) participation and savings behavior. Quart. J. Econom. 116(4):1149–1187.CrossrefGoogle Scholar
  • Maier F (2010) Don’t fear the opt-out. TrustArc Blog. Accessed November 16, 2010, https://www.trustarc.com/blog/2010/11/16/dont-fear-the-opt-out/.Google Scholar
  • Mandese J (2018) Few Americans choose AdChoices, know it even exists research.Google Scholar
  • Marotta V, Abhishek V, Acquisti A (2019) Online tracking and publishers’ revenues: An empirical analysis. Working paper, University of Minnesota, Minneapolis.Google Scholar
  • Mastria L (2014) Testimony. Hearing on Online Advertising and Hidden Hazards to Consumer Security and Data Privacy (US Senate Committee on Homeland Security & Governmental Affairs), Washington, DC.Google Scholar
  • Mastria L (2015) DAA’s 2014 year in review: Momentum, engagement & presence. Accessed January 12, 2015, http://digitaladvertisingalliance.org/blog/daas-2014-year-review-momentum-engagement-presence.Google Scholar
  • McDonald AM, Cranor LF (2010a) Americans’ attitudes about Internet behavioral advertising practices. Proc. 9th Annual ACM Workshop Privacy Electronic Soc. (ACM, New York), 63–72.Google Scholar
  • McDonald AM, Cranor LF (2010b) Beliefs and behaviors: Internet users’ understanding of behavioral advertising. Proc. 38th Res. Conf. Comm. Inform. Internet Policy (Citeseer).Google Scholar
  • Miller KM, Skiera B (2017) Economic damage of cookie lifetime restrictions. Working paper, NET Institute, New York.Google Scholar
  • Neumann N, Tucker CE, Whitfield T (2019) How effective is third-party consumer profiling and audience delivery? Evidence from field studies. Marketing Sci. 38(6):918–926.Google Scholar
  • PageFair & Adobe (2015) The cost of ad blocking: PageFair and Adobe 2015 ad blocking report. Technical report, PageFair and Adobe, Dublin, Ireland.Google Scholar
  • Pancras J, Sudhir K (2007) Optimal marketing strategies for a customer data intermediary. J. Marketing Res. 44(4):560–578.CrossrefGoogle Scholar
  • Parks Associates (2014) Harnessing the power of big data: New media and advertising. Technical report, Parks Associates, Addison, TX.Google Scholar
  • Pew Research Center (2014) Public perceptions of privacy and security in the post-Snowden era. Technical report, Pew Research Center, Washington, DC.Google Scholar
  • Purcell K, Brenner J, Rainie L (2012) Search engine use 2012. Technical report, Pew Research Center, Washington, DC.Google Scholar
  • Quantcast (2018) Quantcast Choice powers one billion consumer consent choices in two months since GDPR. Press release, Quantcast, San Francisco.Google Scholar
  • Rafieian O, Yoganarasimhan H (2018) Targeting and privacy in mobile advertising. Preprint, submitted May 3, https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3163806.Google Scholar
  • Rossi PE, McCulloch RE, Allenby GM (1996) The value of purchase history data in target marketing. Marketing Sci. 15(4):321–340.LinkGoogle Scholar
  • Shiller B, Waldfogel J, Ryan J (2018) The effect of ad blocking on website traffic and quality. RAND J. Econom. 49(1):43–63.CrossrefGoogle Scholar
  • TRUSTe (2016) Solutions brief: Ads privacy compliance. Technical report, TRUSTe.Google Scholar
  • TRUSTe & European Interactive Digital Advertising Alliance (2014) European advertising consumer research report 2014. Technical report, TRUSTe & European Interactive Digital Advertising Alliance, San Francisco.Google Scholar
  • TRUSTe & European Interactive Digital Advertising Alliance (2016) European advertising consumer research report 2015. Technical report, TRUSTe & European Interactive Digital Advertising Alliance, San Francisco.Google Scholar
  • Tuchman AE, Nair HS, Gardete PM (2018) Television ad-skipping, consumption complementarities and the consumer demand for advertising. Quant. Marketing Econom. 16(2):1–64.Google Scholar
  • Tucker C (2014) Social networks, personalized advertising, and privacy controls. J. Marketing Res. 51(5):546–562.CrossrefGoogle Scholar
  • Tugend A (2015) Key to opting out of personalized ads, hidden in plain view. New York Times (December 20), https://www.nytimes.com/2015/12/21/business/media/key-to-opting-out-of-personalized-ads-hidden-in-plain-view.html.Google Scholar
  • Turow J, King J, Hoofnagle C, Bleakley A, Hennessy M (2009) Americans reject tailored advertising and three activities that enable it. Preprint, submitted September 29, http://dx.doi.org/10.2139/ssrn.1478214.Google Scholar
  • Varian HR (2009) Economic aspects of personal privacy. Lehr W, Pupillo L, eds. Internet Policy and Economics (Springer, Boston), 101–109.CrossrefGoogle Scholar
  • Wilbur KC (2008) A two-sided, empirical model of television advertising and viewing markets. Marketing Sci. 27(3):356–378.LinkGoogle Scholar
  • Yan J, Liu N, Wang G, Zhang W, Jiang Y, Chen Z (2009) How much can behavioral targeting help online advertising? Proc. 18th Internat. Conf. World Wide Web (ACM, New York), 261–270.Google Scholar
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