Ban Targeted Advertising? An Empirical Investigation of the Consequences for App Development

References

• Abadie A, Diamond A, Hainmueller J (2010) Synthetic control methods for comparative case studies: Estimating the effect of California’s tobacco control program. J. Amer. Statist. Assoc. 105(490):493–505.Crossref, Google Scholar
• Abadie A, Athey S, Imbens GW, Wooldridge J (2022) When should you adjust standard errors for clustering?” NBER Working Paper No. w24003, National Bureau of Economic Research, Cambridge, MA.Google Scholar
• Acquisti A, Taylor C, Wagman L (2016) The economics of privacy. J. Econom. Literature 54(2):442–492.Crossref, Google Scholar
• Adjust (2020) Hyper Casual Gaming in 2020: Charting the Rise of a Blockbuster Genre (Adjust, Unity Technologies, Copenhagen).Google Scholar
• Adjust (2021) What is a device ID? Retrieved January 4, 2022, https://www.adjust.com/glossary/device-id/.Google Scholar
• AdRoll (2021) What is targeted advertising? Retrieved January 27, 2022, https://www.adroll.com/blog/what-is-targeted-advertising.Google Scholar
• Ahuja G, Lampert CM, Tandon V (2008) Moving beyond Schumpeter: Management research on the determinants of technological innovation. Acad. Management Ann. 2:1–98.Crossref, Google Scholar
• Anderson EG, Parker GG, Tan B (2014) Platform performance investment in the presence of network externalities. Inform. Systems Res. 25(1):152–172.Google Scholar
• Al-Natour S, Cavusoglu H, Benbasat I, Aleem U (2020) An empirical investigation of the antecedents and consequences of privacy uncertainty in the context of mobile apps. Inform. Systems Res. 31(4):1037–1063.Google Scholar
• Angrist JD, Pischke J-S (2009) Mostly Harmless Econometrics: An Empiricist’s Companion (Princeton Press, Princeton, NJ).Crossref, Google Scholar
• AppBrain (2021) Free vs. paid Android apps. Retrieved February 19, 2021, https://www.appbrain.com/stats/free-and-paid-android-applications.Google Scholar
• Appodeal (2021) 15 questions when choosing a mobile ad network (for indie devs). Retrieved October 22, 2021, https://appodeal.com/blog/15-questions-to-choose-a-mobile-ad-network-for-indie-devs/.Google Scholar
• Arkhangelsky D, Athey S, Hirshberg DA, Imbens GW, Wager S (2019) Synthetic difference in differences. Amer. Econom. Rev. 111(12):4088–4118.Crossref, Google Scholar
• Aseri M, Dawande M, Janakiraman G, Mookerjee VS (2020) Ad-blockers: A blessing or a curse? Inform. Systems Res. 31(2):627–646.Link, Google Scholar
• Bao Y, Datta A (2014) Simultaneously discovering and quantifying risk types from textual risk disclosures. Management Sci. 60(6):1371–1391.Link, Google Scholar
• Barton D (2019) Which genres perform best in different regions? Retrieved June 22, 2021, https://appmagic.rocks/essentials/genre-performance.Google Scholar
• Berey LA, Pollay RW (1968) The influencing role of the child in family decision making. J. Marketing Res. 5(1):70–72.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
• Bertrand M, Duflo E, Mullainathan S (2004) How much should we trust differences-in-differences estimates? Quart. J. Econom. 119(1):249–275.Crossref, Google Scholar
• Bhargava HK (2021) The creator economy: Managing ecosystem supply, revenue-sharing, and platform design. Management Sci. 68(7):5233–5251.Google Scholar
• Bhargava HK, Rubel O, Altman EJ, Arora R, Boehnke J, Daniels K, Derdenger T, et al. (2020) Platform data strategy. Marketing Lett. 31(4):323–334.Crossref, Google Scholar
• Bleier A, Eisenbeiss M (2015) Personalized online advertising effectiveness: The interplay of what, when, and where. Marketing Sci. 34(5):669–688.Link, Google Scholar
• Bond SD, He SX, Wen W (2019) Speaking for “free”: Word of mouth in free- and paid-product settings. J. Marketing Res. 56(2):276–290.Crossref, Google Scholar
• Boudreau KJ (2012) Let a thousand flowers bloom? An early look at large numbers of software app developers and patterns of innovation. Organ. Sci. 23(5):1409–1427.Link, Google Scholar
• Brekke KR, Nuscheler R, Straume OR (2006) Quality and location choices under price regulation. J. Econom. Management Strategy 15(1):207–227.Crossref, Google Scholar
• Business Insider (2022) Democrats introduce bill to stop big tech companies from targeting you with creepily specific ads online. Retrieved February 3, 2022, https://www.businessinsider.com/bill-stop-big-tech-targeted-advertising-democrats-2022-1.Google Scholar
• Campbell J, Goldfarb A, Tucker CE (2015) Privacy regulation and market structure. J. Econom. Management Strategy 24(1):47–73.Crossref, Google Scholar
• Casadesus-Masanell R, Hervas-Drane A (2015) Competing with privacy. Management Sci. 61(1):229–246.Link, Google Scholar
• Casadesus-Masanell R, Zhu F (2010) Strategies to fight ad-sponsored rivals. Management Sci. 56(9):1484–1499.Link, Google Scholar
• Cassiman B, Veugelers R (2006) In search of complementarity in innovation strategy: Internal R&D and external knowledge acquisition. Management Sci. 52(1):68–82.Link, Google Scholar
• Ceccagnoli M, Forman C, Huang P, Wu DJ (2012) Cocreation of value in a platform ecosystem: The case of enterprise software. Management Inform. Systems Quart. 36(1):263–290.Crossref, Google Scholar
• Cennamo C, Ozalp H, Kretschmer T (2018) Platform architecture and quality trade-offs of multihoming complements. Inform. Systems Res. 29(2):461–478.Link, Google Scholar
• Chandra A (2009) Targeted advertising: The role of subscriber characteristics in media markets. J. Industry Econom. 57(1):58–84.Crossref, Google Scholar
• Chellappa RK, Shivendu S (2010) Mechanism design for “free” but “no free disposal” services: The economics of personalization under privacy concerns. Management Sci. 56(10):1766–1780.Link, Google Scholar
• Chen J, Stallaert J (2014) An economic analysis of online advertising using behavioral targeting. Management Inform. Systems Quart. 38(2):429–A427.Crossref, Google Scholar
• Crossan MM, Apaydin M (2010) A multi-dimensional framework of organizational innovation: A systematic review of the literature. J. Management Stud. 47(6):1154–1191.Crossref, Google Scholar
• Damanpour F (1991) Organizational innovation: A meta-analysis of effects of determinants and moderators. Acad. Management J. 34(3):555–590.Crossref, Google Scholar
• De Langhe B, Puntoni S (2021) Facebook’s misleading campaign against Apple’s privacy policy. Retrieved February 19, 2021, https://hbr.org/2021/02/facebooks-misleading-campaign-against-apples-privacy-policy.Google Scholar
• Faems D, Subramanian AM (2013) R&D manpower and technological performance: The impact of demographic and task-related diversity. Res. Policy 42(9):1624–1633.Crossref, Google Scholar
• Federal Trade Commission (2022) Complying with Coppa: Frequently asked questions. Retrieved February 21, 2022, https://www.ftc.gov/tips-advice/business-center/guidance/complying-coppa-frequently-asked-questions-0.Google Scholar
• Foerderer J (2020) Interfirm exchange and innovation in platform ecosystems: Evidence from Apple’s Worldwide Developers Conference. Management Sci. 66(10):4772–4787.Link, Google Scholar
• Foerderer J, Kude T, Mithas S, Heinzl A (2018) Does platform owner’s entry crowd out innovation? Evidence from Google Photos. Inform. Systems Res. 29(2):444–460.Link, Google Scholar
• Fortune (2022) European lawmakers vote to ban online advertising based on sensitive information like sexuality and political orientation. Retrieved July 7, 2022, https://fortune.com/2022/01/20/surveillance-capitalism-targeted-ads-digital-services-act-dsa-amendments-european-parliament.Google Scholar
• Gallino S, Moreno A, Stamatopoulos I (2017) Channel integration, sales dispersion, and inventory management. Management Sci. 63(9):2813–2831.Link, Google Scholar
• Ghose A, Han SP (2014) Estimating demand for mobile applications in the new economy. Management Sci. 60(6):1470–1488.Link, Google Scholar
• Ghose A, Todri-Adamopoulos V (2016) Toward a digital attribution model: Measuring the impact of display advertising on online consumer behavior. Management Inform. Systems Quart. 40(4):889–910.Crossref, Google Scholar
• Gibbert M, Hoegl M, Valikangas L (2014) Introduction to the special issue: Financial resource constraints and innovation. J. Production Innovative Management 31(2):197–201.Crossref, Google Scholar
• Goldberg ME (1990) A quasi-experiment assessing the effectiveness of TV advertising directed to children. J. Marketing Res. 27(4):445–454.Crossref, Google Scholar
• Goldfarb A, Tucker CE (2011a) Privacy regulation and online advertising. Management Sci. 57(1):57–71.Google Scholar
• Goldfarb A, Tucker CE (2011b) Online display advertising: Targeting and obtrusiveness. Marketing Sci. 30(3):389–404.Google Scholar
• Goldfarb A, Tucker CE (2012) Privacy and innovation. Innovation Policy Econom. 12(1):65–90.Crossref, Google Scholar
• Google (2019a) Building a safer Google Play for kids. Retrieved January 16, 2021, https://android-developers.googleblog.com/2019/05/building-safer-google-play-for-kids.html.Google Scholar
• Google (2019b) Families ads program. Retrieved May 16, 2021, https://support.google.com/googleplay/android-developer/answer/9900633/.Google Scholar
• Google (2019c) Designing apps for children and families. Retrieved May 20, 2020, https://support.google.com/googleplay/android-developer/answer/9893335?hl=en&ref_topic=9877766.Google Scholar
• Google AdMob (2022) Mobile ads: The key to monetizing gaming apps. Retrieved February 18, 2022, https://admob.google.com/home/resources/monetize-mobile-game-with-ads/.Google Scholar
• Greene W (2004) Fixed effects and bias due to the incidental parameters problem in the tobit model. Econometric Rev. 23(2):125–147.Crossref, Google Scholar
• Greenwood BN, Wattal S (2017) Show me the way to go home: An empirical investigation of ride-sharing and alcohol related motor vehicle fatalities. Management Inform. Systems Quart. 41(1):163–187.Crossref, Google Scholar
• Grewal D, Bart Y, Spann M, Zubcsek PP (2016) Mobile advertising: A framework and research agenda. J. Interactive Marketing 34(1):3–14.Crossref, Google Scholar
• Hauser JR, Tellis GJ, Griffin A (2006) Research on innovation: A review and agenda for marketing science. Marketing Sci. 25(6):687–717.Link, Google Scholar
• Heinze G, Schemper M (2002) A solution to the problem of separation in logistic regression. Statist. Medicine 21(16):2409–2419.Crossref, Google Scholar
• Huang P, Tafti A, Mithas S (2018) Platform sponsor investments and user contributions in knowledge communities: The role of knowledge seeding. Management Inf. Systems Quart. 42(1):213–240.Crossref, Google Scholar
• Huang P, Ceccagnoli M, Forman C, Wu D (2013) Appropriability mechanisms and the platform partnership decision: Evidence from enterprise software. Management Sci. 59(1):102–121.Link, Google Scholar
• Iacus SM, King G, Porro G (2012) Causal inference without balance checking: Coarsened exact matching. Political Anal. 20(1):1–24.Crossref, Google Scholar
• IronSource (2022) Advertising (ad) revenue: What is ad revenue and how does it work?” Retrieved March 2, 2022, https://www.is.com/glossary/ad-revenue/.Google Scholar
• Irpan E, Gohil A, Rull H, Young R, Shetty S (2020) The 2020 Mobile Game Monetization Report (Unity Technologies, Copenhagen).Google Scholar
• Jansen JJP, Van den Bosch FAJ, Volberda HW (2006) Exploratory innovation, exploitative innovation, and performance: Effects of organizational antecedents and environmental moderators. Management Sci. 52(11):1661–1674.Link, Google Scholar
• Janssen R, Kesler R, Kummer M, Waldvogel J (2021) GDPR and the lost generation of innovative apps. Working paper, ZEW, Mannheim, Germany.Google 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.Link, Google Scholar
• Kidoz (2018) How to get into the Google Designed for Families section in 4 steps. Retrieved February 2, 2022, https://kidoz.net/google-designed-for-families-2/.Google Scholar
• Klingebiel R, Rammer C (2014) Resource allocation strategy for innovation portfolio management. Strategic Management J. 35(2):246–268.Crossref, Google Scholar
• Kraemer J, Schnurr D, Wohlfarth M (2019) Winners, losers, and Facebook: The role of social logins in the online advertising ecosystem. Management Sci. 65(4):1678–1699.Link, 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.Link, Google Scholar
• Lambrecht A, Tucker CE (2013) When does retargeting work? Information specificity in online advertising. J. Marketing Res. 50(5):561–576.Crossref, Google Scholar
• Lambrecht A, Goldfarb A, Bonatti A, Ghose A, Goldstein DG, Lewis R, Rao A, et al. (2014) How do firms make money selling digital goods online? Marketing Lett. 25(3):331–341.Crossref, Google Scholar
• Laursen K, Salter A (2006) Open for innovation: The role of openness in explaining innovation performance among UK manufacturing firms. Strategic Management J. 27(2):131–150.Crossref, Google Scholar
• Manchanda P, Dube JP, Goh KY, Chintagunta PK (2006) The effect of banner advertising on internet purchasing. J. Marketing Res. 43(1):98–108.Crossref, Google Scholar
• Mayya R, Viswanathan S (2021) Delaying informed consent: An empirical investigation of mobile apps’ upgrade decisions. Working paper.Google Scholar
• Miller AR, Tucker CE (2018) Privacy protection, personalized medicine, and genetic testing. Management Sci. 64(10):4648–4668.Link, Google Scholar
• Miric M, Jeppesen LB (2020) Does piracy lead to product abandonment or stimulate new product development?: Evidence from mobile platform‐based developer firms. Strategic Management J. 41(12):2155–2184.Crossref, Google Scholar
• Oh H, Animesh A, Pinsonneault A (2016) Free versus for-a-fee: The impact of a paywall on the pattern and effectiveness of word-of-mouth via social media. Management Inform. Systems Quart. 40(1):31–56.Crossref, Google Scholar
• Parker GG, Van Alstyne MW (2005) Two-sided network effects: A theory of information product design. Management Sci. 51(10):1494–1504.Link, Google Scholar
• Parker GG, Van Alstyne M (2018) Innovation, openness, and platform control. Management Sci. 64(7):3015–3032.Link, Google Scholar
• Pew Research Center (2020) Parenting children in the age of screens. Retrieved May 27, 2022, https://www.pewresearch.org/internet/2020/07/28/parenting-children-in-the-age-of-screens/.Google Scholar
• Pierce L, Snow DC, McAfee A (2015) Cleaning house: The impact of information technology monitoring on employee theft and productivity. Management Sci. 61(10):2299–2319.Link, Google Scholar
• Posner RA (1981) The economics of privacy. Amer. Econom. Rev. 71(2):405–409.Google Scholar
• Radesky J, Chassiakos YLR, Ameenuddin N, Navsaria D (2020) Digital advertising to children. Pediatrics 146(1):1–8.Crossref, Google Scholar
• Rafieian O, Yoganarasimhan H (2021) Targeting and privacy in mobile advertising. Marketing Sci. 40(2):193–218.Link, Google Scholar
• Rideout V (2017) The common sense census: Media use by kids age zero to eight. Retrieved February 11, 2021, https://www.commonsensemedia.org/sites/default/files/uploads/research/csm_zerotoeight_fullreport_release_2.pdf.Google Scholar
• Rietveld J, Eggers JP (2018) Demand heterogeneity in platform markets: Implications for complementors. Organ. Sci. 29(2):304–322.Link, Google Scholar
• Rusell R, Berger B, Stich L, Hess T, Spann M (2020) Monetizing online content: Digital paywall design and configuration. Bus. Inform. Systems Engrg. 62(3):253–260.Crossref, Google Scholar
• Schmitt J, Miller KM, Skiera B (2021) The impact of privacy laws on online user behavior. Working paper, Goethe University Frankfurt a. M., Frankfurt a. M., Germany.Google Scholar
• Shapiro C, Carl S, Varian HR (1998) Information Rules: A Strategic Guide to the Network Economy (Harvard Business Press, Cambridge, MA).Google Scholar
• Singh JV (1986) Performance, slack, and risk taking in organizational decision making. Acad. Management J. 29(3):562–585.Crossref, 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. Working paper.Google Scholar
• Sood A, James GM, Tellis GJ, Zhu J (2012) Predicting the path of technological innovation: Saw vs. Moore, Bass, Gompertz, and Kryder. Marketing Sci. 31(6):964–979.Link, Google Scholar
• Smaato (2021) A guide to in-app advertising. Retrieved June 4, 2021, https://www.smaato.com/guide-to-in-app-advertising/.Google Scholar
• Statista (2019a) Most popular mobile app business models as of June 2019, by usage and monetization. Retrieved November 24, 2020, https://www.statista.com/statistics/262945/revenue-development-of-mobile-apps.Google Scholar
• Statista (2019b) Spending on advertising to children worldwide from 2012 to 2021, by format. Retrieved October 5, 2021, https://www.statista.com/statistics/750865/kids-advertising-spending-worldwide/.Google Scholar
• Statista (2022) Video game market revenue worldwide in 2022, by segment. Retrieved January 9, 2022, https://www-statista-com.eaccess.ub.tum.de/statistics/292751/mobile-gaming-revenue-worldwide-device/.Google Scholar
• Sun M, Zhu F (2013) Ad revenue and content commercialization: Evidence from blogs. Management Sci. 59(10):2314–2331.Link, Google Scholar
• Taylor CR (2004) Consumer privacy and the market for customer information. RAND J. Econom. 35(4):631–650.Crossref, Google Scholar
• TechCrunch (2019) Following FTC complaint, Google rolls out new policies around kids’ apps on Google Play. Retrieved July 11, 2021, https://techcrunch.com/2019/05/29/following-ftc-complaint-google-rolls-out-new-policies-around-kids-apps-on-google-play/.Google Scholar
• TechCrunch (2020a) Google removes 3 Android apps for children, with 20m+ downloads between them, over data collection violations. Retrieved August 1, 2021, https://techcrunch.com/2020/10/23/google-removes-3-android-apps-for-children-with-20m-downloads-between-them-over-data-collection-violations/.Google Scholar
• TechCrunch (2020b) Privacy is the new competitive battleground. Retrieved July 11, 2021, https://techcrunch.com/2020/12/16/privacy-is-the-new-competitive-battleground/.Google Scholar
• The Atlantic (2018) “Children are getting great practice at being sold to all the time. Retrieved February 5, 2022, https://www.theatlantic.com/family/archive/2018/11/kids-apps-ads-smartphones/574588/.Google Scholar
• The Telegraph (2019) Children spend twice as long on smartphones as talking to parents. Retrieved May 27, 2022, https://www.telegraph.co.uk/news/2019/02/07/children-spend-twice-long-smartphones-talking-parents/.Google Scholar
• Tiwana A, Konsynski B, Bush AA (2010) Research commentary—Platform evolution: Coevolution of platform architecture, governance, and environmental dynamics. Inform. Systems Res. 21(4):675–687.Link, Google Scholar
• Wall Street Journal (2021) Don’t ban targeted ads. Retrieved February 3, 2022, https://www.wsj.com/articles/targeted-ads-digital-advertising-big-tech-speech-ban-privacy-google-first-amendment-11631740746.Google Scholar
• Washington Post (2019) Apple aims to protect kids’ privacy. App makers say it could devastate their businesses. Retrieved May 18, 2020, https://www.washingtonpost.com/technology/2019/08/20/apple-aims-protect-kids-privacy-app-makers-say-it-could-devastate-their-businesses/.Google Scholar
• Unity Technologies (2020) App removed due to families policy requirements violation. Retrieved August 1, 2021, https://forum.unity.com/threads/app-removed-due-to-families-policy-requirements-violation.920372/.Google Scholar
• Voigt S, Hinz O (2016) Making digital freemium business models a success: Predicting customers’ lifetime value via initial purchase information. Bus. Inform. Systems Engrg. 58(2):107–118.Crossref, Google Scholar
• Wang Q, Li B, Singh PV (2018) Copycats vs. original mobile apps: A machine learning copycat-detection method and empirical analysis. Inform. Systems Res. 29(2):273–291.Link, Google Scholar
• Wang TY, Zatzick CD (2019) Human capital acquisition and organizational innovation: A temporal perspective. Acad. Management J. 62(1):99–116.Crossref, Google Scholar
• Wareham J, Fox PB, Giner JLC (2014) Technology ecosystem governance. Organ. Sci. 25(4):1195–1215.Link, Google Scholar
• Wen W, Zhu F (2019) Threat of platform-owner entry and complementor responses: Evidence from the mobile app market. Strategic Management J. 40(9):1336–1367.Crossref, Google Scholar
• Williams R (2015) Interaction effects and group comparisons. Retrieved September 5, 2021, https://www3.nd.edu/∼rwilliam/stats2/l51.pdf.Google Scholar
• Wired (2022) Biden puts big tech’s favorite business model on notice. Retrieved May 26, 2022, https://www.wired.com/story/biden-targeted-ads-state-of-the-union/.Google Scholar
• Wolfe RA (1994) Organizational innovation: Review, critique and suggested research directions. J. Management Stud. 31(3):405–431.Crossref, Google Scholar
• Woodman RW, Sawyer JE, Griffin RW (1993) Toward a theory of organizational creativity. Acad. Management Rev. 18(2):293–321.Crossref, Google Scholar
• Yan S, Miller KM, Skiera B (2022) How does the adoption of ad blockers affect news consumption? J. Marketing. Res., ePub ahead of print October 7, https://doi.org/10.1177/00222437221076160.Google Scholar
• Yin P-L, Davis JP, Muzyrya Y (2014) Entrepreneurial innovation: Killer apps in the iPhone ecosystem. Amer. Econom. Rev. 104(5):255–259.Crossref, Google Scholar
• Zhang K, Sarvary M (2015) Differentiation with user-generated content. Management Sci. 61(4):898–914.Link, Google Scholar
• Zhu F, Iansiti M (2012) Entry into platform‐based markets. Strategic Management J. 33(1):88–106.Crossref, Google Scholar
• Zhu F, Liu Q (2018) Competing with complementors: An empirical look at Amazon.com. Strategic Management J. 39(10):2618–2642.Crossref, Google Scholar