Lemon Ads: Adverse Selection in Multichannel Display Advertising Markets
References
- (2020) Peaches, lemons, and cookies: Designing auction markets with dispersed information. Games Econom. Behav. 124(C):454–477.Crossref, Google Scholar
- (2020) Context information increases revenue in ad auctions: Evidence from a policy change. Preprint, submitted December 1, https://arxiv.org/abs/2012.00840.Google Scholar
- (1970) The market for “lemons”: Quality uncertainty and the market mechanism. Quart. J. Econom. 84(3):488–500.Crossref, Google Scholar
- (2013) Learning prices for repeated auctions with strategic buyers. Preprint, submitted November 26, https://arxiv.org/abs/1311.6838.Google Scholar
- (2016) Mobile ad effectiveness: Hyper-contextual targeting with crowdedness. Marketing Sci. 35(2):218–233.Link, Google Scholar
- (2006) Competition in two-sided markets. RAND J. Econom. 37(3):668–691.Crossref, Google Scholar
- (2016) Adverse selection and auction design for internet display advertising. Amer. Econom. Rev. 106(10):2852–2866.Crossref, Google Scholar
- (2014) Yield optimization of display advertising with ad exchange. Management Sci. 60(12):2886–2907.Link, Google Scholar
- (2012) SHALE: An efficient algorithm for allocation of guaranteed display advertising. Proc. 18th ACM SIGKDD Internat. Conf. Knowledge Discov. Data Mining (Association for Computing Machinery, New York), 1195–1203.Google Scholar
- (2017) Do you see what I see? Ad viewability and the economics of online advertising. Preprint, submitted March 1, https://dx.doi.org/10.2139/ssrn.2854265.Google Scholar
- (2015) Regret minimization for reserve prices in second-price auctions. IEEE Trans. Inform. Theory 61(1):549–564.Crossref, Google Scholar
- (2017a) Media buyers’ biggest issue with private marketplaces. Accessed July 1, 2024, https://digiday.com/marketing/media-buyers-biggest-issue-private-marketplaces/.Google Scholar
- (2017b) Optimal dynamic auctions for display advertising. Oper. Res. 65(4):897–913.Link, Google Scholar
- (2003) Targeted advertising on the web with inventory management. Interfaces 33(5):71–77.Link, Google Scholar
- (2023) Platform design biases in ad-funded two-sided markets. RAND J. Econom. 54(2):240–267.Crossref, Google Scholar
- (2023) Optimizing reserve prices in display advertising auctions. Preprint, submitted August 5, https://dx.doi.org/10.2139/ssrn.4523022.Google Scholar
- (2023) Open and private exchanges in display advertising. Marketing Sci. 42(3):451–475.Link, Google Scholar
- (2020) Online display advertising markets: A literature review and future directions. Inform. Systems Res. 31(2):556–575.Link, Google Scholar
- (2016) Online advertising and privacy. RAND J. Econom. 47(1):48–72.Crossref, Google Scholar
- (2009) Bidding for representative allocations for display advertising. WINE 2009 Internat. Workshop Internet Network Econom. (Springer, Berlin, Heidelberg), 208–219.Google Scholar
- (2015) Ad placement for mobile. Accessed July 1, 2024, https://www.nngroup.com/articles/ad-placement-mobile/.Google Scholar
- (2021) Quality impressions. Accessed July 1, 2024, https://www.mediavillage.com/article/quality-impressions/.Google Scholar
- (1979) Sample selection bias as a specification error. Econometrica 47(1):153–161.Crossref, Google Scholar
- (2017) A unified framework for the scheduling of guaranteed targeted display advertising under reach and frequency requirements. Oper. Res. 65(2):289–313.Link, Google Scholar
- (2015) When does improved targeting increase revenue? ACM Trans. Econom. Comput. 5(1):1–29.Google Scholar
- Interactive Advertising Bureau (2014) MRC viewable ad impression measurement guidelines. Accessed July 1, 2024, https://www.iab.com/wp-content/uploads/2015/06/MRC-Viewable-Ad-Impression-Measurement-Guideline.pdf.Google Scholar
- Interactive Advertising Bureau (2020) U.S. report programmatic in-housing: Current environment and the impact of regulation. Accessed July 1, 2024, https://www.iab.com/wp-content/uploads/2020/07/IAB_2020ProgrammaticInHousing_US_2020-08.pdf.Google Scholar
- Interactive Advertising Bureau (2024) IAB/MRC retail media measurement guidelines explainer. Accessed April 3, 2025, https://www.iab.com/wp-content/uploads/2024/01/IAB-MRC-Retail-Media-Measurement-Guidelines-Explainer-January-2024.pdf.Google Scholar
- (2020) Managing supplier social and environmental impacts with voluntary versus mandatory disclosure to investors. Management Sci. 66(8):3311–3328.Link, Google Scholar
- (2018) Scheduling content on social media: Theory, evidence, and application. J. Marketing 82(6):89–108.Crossref, Google Scholar
- (2016) A field guide to personalized reserve prices. WWW’16 Proc. 25th Internat. Conf. World Wide Web (International World Wide Web Conferences Steering Committee, Geneva), 1093–1102.Google Scholar
- (2010) Online advertising: Heterogeneity and conflation in market design. Amer. Econom. Rev. 100(2):603–607.Crossref, Google Scholar
- (1982) A theory of auctions and competitive bidding. Econometrica 50(5):1089–1122.Crossref, Google Scholar
- (2014) Learning theory and algorithms for revenue optimization in second price auctions with reserve. Proc. 31st Internat. Conf. Machine Learn. (PMLR, New York), 262–270.Google Scholar
- (2022) What is ad viewability and how does it impact your revenue? Accessed July 1, 2024, https://www.publift.com/blog/ad-viewability.Google Scholar
- (1961) Rational expectations and the theory of price movements. Econometrica 29(3):315–335.Crossref, Google Scholar
- (1981) Optimal auction design. Math. Oper. Res. 6(1):58–73.Link, Google Scholar
- Newor Media (2022) Programmatic guaranteed vs. PMP: What’s the difference? Accessed July 1, 2024, https://newormedia.com/blog/programmatic-guaranteed-vs-pmp/.Google Scholar
- Nielsen (2017) When it comes to advertising effectiveness, what is key? Accessed July 1, 2024, https://www.nielsen.com/insights/2017/when-it-comes-to-advertising-effectiveness-what-is-key/.Google Scholar
- (2024) Participation vs. effectiveness in sponsored tweet campaigns: A quality-quantity conundrum. Management Sci. 70(11):7961–7983.Link, Google Scholar
- (2023) Only one-third of every programmatic dollar reaches end-user, ANA report finds. Adweek (December 5), https://www.adweek.com/media/only-a-third-of-every-programmatic-dollar-reaches-end-user-ana-report-finds/.Google Scholar
- Publift (2023) The ultimate private marketplace guide for publishers. Accessed July 1, 2024, https://www.publift.com/adteach/ultimate-guide-to-the-private-marketplace-for-publishers.Google Scholar
- (2018) Real-time bidding in online display advertising. Marketing Sci. 37(4):553–568.Link, Google Scholar
- Statista (2023) Distribution of real-time bidding (RTB) advertising spending in the United States in 2020, by platform. Accessed July 1, 2024, https://www.statista.com/statistics/267762/share-of-rtb-in-digital-display-ad-spend-in-the-us/.Google Scholar
- Statista (2024) Programmatic advertising worldwide - statistics facts. Accessed April 3, 2025, https://www.statista.com/topics/2498/programmatic-advertising/.Google Scholar
- (2002) Information and the change in the paradigm in economics. Amer. Econom. Rev. 92(3):460–501.Crossref, Google Scholar
- (2009) On the value of commitment and availability guarantees when selling to strategic consumers. Management Sci. 55(5):713–726.Link, Google Scholar
- (2008) Two-stage residual inclusion estimation: Addressing endogeneity in health econometric modeling. J. Health Econom. 27(3):531–543.Crossref, Google Scholar
- (2012) The planning of guaranteed targeted display advertising. Oper. Res. 60(1):18–33.Link, Google Scholar
- (2010) Optimal online assignment with forecasts. Proc. 11th ACM Conf. Electronic Commerce (Association for Computing Machinery, New York), 109–118.Google Scholar
- (2018) Survey: iPhone owners spend more, have higher incomes than Android users. Accessed July 1, 2024, https://www.marketingdive.com/news/survey-iphone-owners-spend-more-have-higher-incomes-than-android-users/541008/.Google Scholar
- (2023) What is a good Google ads conversion rate and how to improve it? Accessed July 1, 2024, https://databox.com/good-google-ads-conversion-rate.Google Scholar
- (2021) Early bird versus late owl: An empirical investigation of individual shopping time habit and its effects. MIS Quart. 45(1):117–162.Crossref, Google Scholar

