Privacy and Polarization: An Inference-Based Framework

References

• Acquisti A, Varian HR (2005) Conditioning prices on purchase history. Marketing Sci. 24(3):367–381.Link, Google Scholar
• Alcobendas M, Kobayashi S, Shum M (2021) The impact of privacy measures on online advertising markets. Preprint, submitted February 18, https://doi.org/10.2139/ssrn.3782889.Google Scholar
• Amaldoss W, Du J (2023) How can publishers collaborate and compete with news aggregators? J. Marketing Res. 60(6):1114–1134.Crossref, Google Scholar
• Amaldoss W, Du J, Shin W (2021) Media platforms’ content provision strategies and sources of profits. Marketing Sci. 40(3):527–547.Link, Google Scholar
• Amaldoss W, Du J, Shin W (2024) Pricing strategy of competing media platforms. Marketing Sci. 43(3):488–505.Link, Google Scholar
• Amaldoss W, Jerath K, Sayedi A (2016) Keyword management costs and “broad match” in sponsored search advertising. Marketing Sci. 35(2):259–274.Link, Google Scholar
• Ambrus A, Calvano E, Reisinger M (2016) Either or both competition: A “two-sided” theory of advertising with overlapping viewerships. Amer. Econom. J. Microeconom. 8(3):189–222.Crossref, Google Scholar
• Anderson SP, Coate S (2005) Market provision of broadcasting: A welfare analysis. Rev. Econom. Stud. 72(4):947–972.Crossref, Google Scholar
• Athey S, Calvano E, Gans JS (2018) The impact of consumer multi-homing on advertising markets and media competition. Management Sci. 64(4):1574–1590.Link, Google Scholar
• Bakshy E, Messing S, Adamic LA (2015) Exposure to ideologically diverse news and opinion on Facebook. Science 348(6239):1130–1132.Crossref, Google Scholar
• Bergemann D, Bonatti A (2011) Targeting in advertising markets: Implications for offline versus online media. RAND J. Econom. 42(3):417–443.Crossref, Google Scholar
• Bergemann D, Bonatti A (2015) Selling cookies. Amer. Econom. J. Microeconom. 7(3):259–294.Crossref, Google Scholar
• Bergemann D, Bonatti A, Smolin A (2018) The design and price of information. Amer. Econom. Rev. 108(1):1–48.Crossref, Google Scholar
• Berman R, Katona Z (2020) Curation algorithms and filter bubbles in social networks. Marketing Sci. 39(2):296–316.Link, Google Scholar
• Berman R, Oery A, Zheng X (2023) Influence or advertise: The role of social learning in influencer marketing. Preprint, submitted January 18, https://doi.org/10.2139/ssrn.4324888.Google Scholar
• Berman R, Melumad S, Humphrey C, Meyer R (2019) A tale of two twitterspheres: Political microblogging during and after the 2016 primary and presidential debates. J. Marketing Res. 56(6):895–917.Crossref, Google Scholar
• Bonatti A, Huang Y, Villas-Boas J (2023) A theory of the effects of privacy. Technical report, Massachusetts Institute of Technology, Cambridge.Google Scholar
• Boxell L, Gentzkow M, Shapiro JM (2017) Greater internet use is not associated with faster growth in political polarization among us demographic groups. Proc. Natl. Acad. Sci. USA 114(40):10612–10617.Crossref, Google Scholar
• Brynjolfsson E, Collis A, Liaqat A, Kutzman D, Garro H, Deisenroth D, Wernerfelt N (2024) The consumer welfare effects of online ads: Evidence from a 9-year experiment. NBER Working Paper No. 32846, National Bureau of Economic Research, Cambridge, MA.Google Scholar
• Chaimanowong W, Cisternas F, Despotakis S (2023) The effects of microtargeting on conversion rates and the role of information asymmetry. Preprint, submitted August 2, https://doi.org/10.2139/ssrn.4525987.Google Scholar
• Chen Y, Narasimhan C, Zhang ZJ (2001) Individual marketing with imperfect targetability. Marketing Sci. 20(1):23–41.Link, Google Scholar
• Choi WJ, Jerath K (2022) Privacy and consumer empowerment in online advertising. Frontiers Marketing 15(3):153–212.Crossref, Google Scholar
• Choi WJ, Sayedi A (2019) Learning in online advertising. Marketing Sci. 38(4):584–608.Link, Google Scholar
• Choi WJ, Sayedi A (2023) Open and private exchanges in display advertising. Marketing Sci. 42(3):451–475.Link, Google Scholar
• Choi WJ, Sayedi A (2024) Agency market power and information disclosure in online advertising. Marketing Sci. 43(6):1279–1298.Link, Google Scholar
• Choi WJ, Jerath K, Sarvary M (2020) Advertising and price competition under consumer data privacy choices. Preprint, submitted November 25, https://doi.org/10.2139/ssrn.3708273.Google Scholar
• Choi WJ, Jerath K, Sarvary M (2023) Consumer privacy choices and (un) targeted advertising along the purchase journey. J. Marketing Res. 60(5):889–907.Crossref, Google Scholar
• Dukes A, Gal-Or E (2003) Negotiations and exclusivity contracts for advertising. Marketing Sci. 22(2):222–245.Link, Google Scholar
• Dwork C, Roth A (2014) The algorithmic foundations of differential privacy. Frontiers Theoretical Comput. Sci. 9(3–4):211–407.Crossref, Google Scholar
• Fainmesser IP, Galeotti A, Momot R (2023a) Consumer profiling via information design. Preprint, submitted December 20, http://dx.doi.org/10.2139/ssrn.4655468.Google Scholar
• Fainmesser IP, Galeotti A, Momot R (2023b) Digital privacy. Management Sci. 69(6):3157–3173.Link, Google Scholar
• Flaxman S, Goel S, Rao JM (2016) Filter bubbles, echo chambers, and online news consumption. Public Opinion Quart. 80(S1):298–320.Crossref, Google Scholar
• Gal-Or E, Dukes A (2003) Minimum differentiation in commercial media markets. Econom. Management Strategy 12(3):291–325.Crossref, Google Scholar
• Gentzkow M, Shapiro JM (2006) Media bias and reputation. J. Political Econom. 114(2):280–316.Crossref, Google Scholar
• Gentzkow M, Shapiro JM (2010) What drives media slant? Evidence from US daily newspapers. Econometrica 78(1):35–71.Crossref, Google Scholar
• Gentzkow M, Shapiro JM (2011) Ideological segregation online and offline. Quart. J. Econom. 126(4):1799–1839.Crossref, Google Scholar
• Godes D, Ofek E, Sarvary M (2009) Content vs. advertising: The impact of competition on media firm strategy. Marketing Sci. 28(1):20–35.Link, 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.Crossref, Google Scholar
• Goldfarb A, Tucker CE (2011) Privacy regulation and online advertising. Management Sci. 57(1):57–71.Link, Google Scholar
• Heffetz O, Ligett K (2014) Privacy and data-based research. J. Econom. Perspectives 28(2):75–98.Crossref, Google Scholar
• Hopenhayn HA (1992) Entry, exit, and firm dynamics in long run equilibrium. Econometrica 60(5):1127–1150.Crossref, Google Scholar
• Hosseinmardi H, Ghasemian A, Clauset A, Mobius M, Rothschild DM, Watts DJ (2021) Examining the consumption of radical content on YouTube. Proc. Natl. Acad. Sci. USA 118(32):1–8.Crossref, Google Scholar
• Hu M, Momot R, Wang J (2022) Privacy management in service systems. Manufacturing Service Oper. Management 24(5):2761–2779.Link, Google Scholar
• Iyer G, Singh S (2022) Persuasion contest: Disclosing own and rival information. Marketing Sci. 41(4):682–709.Link, Google Scholar
• Iyer G, Yoganarasimhan H (2021) Strategic polarization in group interactions. J. Marketing Res. 58(4):782–800.Crossref, Google Scholar
• Iyer G, Soberman D, Villas-Boas JM (2005) The targeting of advertising. Marketing Sci. 24(3):461–476.Link, Google Scholar
• Jain S, Qian K (2021) Compensating online content producers: A theoretical analysis. Management Sci. 67(11):7075–7090.Link, Google Scholar
• Johar M, Kumar N, Mookerjee V (2012) Content provision strategies in the presence of content piracy. Inform. Systems Res. 23(3-part-2):960–975.Link, Google Scholar
• Johnson G (2022) Economic research on privacy regulation: Lessons from the GDPR and beyond. Working paper, Boston University, Boston. Google Scholar
• Johnson JP, Myatt DP (2006) On the simple economics of advertising, marketing, and product design. Amer. Econom. Rev. 96(3):756–784.Crossref, Google Scholar
• Johnson JP, Jungbauer T, Preuss M (2024) Online advertising, data sharing, and consumer control. Management Sci. 70(11):7984–8002.Link, Google Scholar
• Johnson GA, Shriver SK, Goldberg SG (2023) Privacy and market concentration: Intended and unintended consequences of the GDPR. Management Sci. 69(10):5695–5721.Link, Google Scholar
• Kamada Y, Kojima F (2014) Voter preferences, polarization, and electoral policies. Amer. Econom. J. Microeconom. 6(4):203–236.Crossref, Google Scholar
• Ke TT, Sudhir K (2023) Privacy rights and data security: GDPR and personal data markets. Management Sci. 69(8):4389–4412.Link, Google Scholar
• Ke TT, Shin J, Yu J (2023) A model of product portfolio design: Guiding consumer search through brand positioning. Marketing Sci. 42(6):1101–1124.Link, Google Scholar
• Kim E, Lelkes Y, McCrain J (2022) Measuring dynamic media bias. Proc. Natl. Acad. Sci. USA 119(32):e2202197119,Crossref, Google Scholar
• Kuksov D, Shachar R, Wang K (2013) Advertising and consumers’ communications. Marketing Sci. 32(2):294–309.Link, Google Scholar
• Lauga DO, Ofek E, Katona Z (2022) When and how should firms differentiate? Quality and advertising decisions in a duopoly. J. Marketing Res. 59(6):1252–1265.Crossref, Google Scholar
• Laziuk E (2021) iOS 14.5 opt-in rate: Daily updates since launch. Accessed June 1, 2025, https://www.flurry.com/blog/ios-14-5-opt-in-rate-att-restricted-app-tracking-transparency-worldwide-us-daily-latest-update/.Google Scholar
• Lei Y, Miao S, Momot R (2024) Privacy-preserving personalized revenue management. Management Sci. 70(7):4875–4892.Google Scholar
• Levin J, Milgrom P (2010) Online advertising: Heterogeneity and conflation in market design. Amer. Econom. Rev. 100(2):603–607.Crossref, Google Scholar
• Lin S (2020) Two-sided price discrimination by media platforms. Marketing Sci. 39(2):317–338.Link, Google Scholar
• Mayzlin D, Shin J (2011) Uninformative advertising as an invitation to search. Marketing Sci. 30(4):666–685.Link, Google Scholar
• McClain C, Faverio M, Anderson M, Park E (2023) How Americans view data privacy. https://www.pewresearch.org/internet/2023/10/18/how-americans-view-data-privacy/.Google Scholar
• Melitz MJ (2003) The impact of trade on intra-industry reallocations and aggregate industry productivity. Econometrica 71(6):1695–1725.Crossref, Google Scholar
• Miklós-Thal J, Goldfarb A, Haviv A, Tucker C (2024) Frontiers: Digital hermits. Marketing Sci. 43(4):697–708.Link, Google Scholar
• Momot R, Salikhov M (2022) Information elicitation from teams of privacy-conscious experts. Preprint, submitted October 14, https://doi.org/10.2139/ssrn.4248487.Google Scholar
• Mullainathan S, Shleifer A (2005) The market for news. Amer. Econom. Rev. 95(4):1031–1053.Crossref, Google Scholar
• Ning ZE, Shin J, Yu J (2025) Targeted advertising as implicit recommendation: Strategic mistargeting and personal data opt-out. Marketing Sci. 44(2):390–410.Link, Google Scholar
• Novatiq (2024) The evolution of programmatic advertising: State of the nation. https://www.novatiq.com/the-evolution-of-programmatic-advertising-state-of-the-nation/.Google Scholar
• Pariser E (2011) The Filter Bubble: How the New Personalized Web Is Changing What We Read and How We Think (Penguin, New York).Google Scholar
• Rafieian O, Yoganarasimhan H (2021) Targeting and privacy in mobile advertising. Marketing Sci. 40(2):193–218.Link, Google Scholar
• Rhodes A, Zhou J (2024) Personalization and privacy choice. Preprint, submitted April 16, https://doi.org/10.2139/ssrn.4795118.Google Scholar
• Ribeiro MH, Ottoni R, West R, Almeida VA, Meira W Jr (2020) Auditing radicalization pathways on YouTube. Hildebrandt M, Castillo C, eds. Proc. Conf. Fairness Accountability Transparency (Association for Computing Machinery, New York), 131–141.Google Scholar
• Sayedi A (2018) Real-time bidding in online display advertising. Marketing Sci. 37(4):553–568.Link, Google Scholar
• Schoenmueller V, Netzer O, Stahl F (2023) Frontiers: Polarized America: From political polarization to preference polarization. Marketing Sci. 42(1):48–60.Link, Google Scholar
• Shin J, Shin W (2023) A theory of irrelevant advertising: An agency-induced targeting inefficiency. Management Sci. 69(8):4481–4497.Link, Google Scholar
• Shin J, Yu J (2021) Targeted advertising and consumer inference. Marketing Sci. 40(5):900–922.Link, Google Scholar
• Strack P, Yang KH (2024) Privacy-preserving signals. Econometrica 92(6):1907–1938.Google Scholar
• Sun M, Zhu F (2013) Ad revenue and content commercialization: Evidence from blogs. Management Sci. 59(10):2314–2331.Link, Google Scholar
• Sweeney M (2023) How real-time bidding (RTB) changed online display advertising. https://clearcode.cc/blog/real-time-bidding-online-display-advertising/.Google Scholar
• Taylor CR (2004) Consumer privacy and the market for customer information. RAND J. Econom. 35(4):631–650.Crossref, Google Scholar
• Tucker C, Zhang J (2010) Growing two-sided networks by advertising the user base: A field experiment. Marketing Sci. 29(5):805–814.Link, Google Scholar
• Villas-Boas JM (1999) Dynamic competition with customer recognition. RAND J. Econom. 30(4):604–631.Crossref, Google Scholar
• Villas-Boas JM (2004) Price cycles in markets with customer recognition. RAND J. Econom. 35(3):486–501.Crossref, Google Scholar
• Wilbur KC (2016) Advertising content and television advertising avoidance. J. Media Econom. 29(2):51–72.Crossref, Google Scholar
• Xiang Y, Sarvary M (2007) News consumption and media bias. Marketing Sci. 26(5):611–628.Link, Google Scholar
• Yang KH (2022) Selling consumer data for profit: Optimal market-segmentation design and its consequences. Amer. Econom. Rev. 112(4):1364–1393.Crossref, Google Scholar
• Yang J, Zhang J, Zhang Y (2025) Engagement that sells: Influencer video advertising on TikTok. Marketing Sci. 44(2):247–267.Link, Google Scholar
• Yao YJ (2024) Invitation to search or purchase? Optimal multi-attribute advertising. Preprint, submitted August 23, http://dx.doi.org/10.2139/ssrn.4936056.Google Scholar
• Yao YJ (2025) Reputation for privacy. Marketing Sci., ePub ahead of print April 16, https://doi.org/10.1287/mksc.2024.1006.Link, Google Scholar
• Zhang K, Katona Z (2012) Contextual advertising. Marketing Sci. 31(6):980–994.Link, Google Scholar