Adverse Selection in Online ‘Trust’ Certifications and Search Results

Edelman, Benjamin. “Adverse Selection in Online ‘Trust’ Certifications and Search Results.” Electronic Commerce Research and Applications 10, no. 1 (January-February 2011): 17-25.

Widely used online “trust” authorities issue certifications without substantial verification of recipients’ actual trustworthiness. This lax approach gives rise to adverse selection: the sites that seek and obtain trust certifications are actually less trustworthy than others. Using an original dataset on web site safety, I demonstrate that sites certified by the best-known authority, TRUSTe, are more than twice as likely to be untrustworthy as uncertified sites. This difference remains statistically and economically significant when restricted to “complex” commercial sites. Meanwhile, search engines create an implied endorsement in their selection of ads for display, but I show that search engine advertisements tend to be less safe than the corresponding organic listings.

Bias in Search Results?: Diagnosis and Response

Edelman, Benjamin. “Bias in Search Results?: Diagnosis and Response.” Indian Journal of Law and Technology 7 (2011): 16-32.

I explore allegations of search engine bias, including understanding a search engine’s incentives to bias results, identifying possible forms of bias, and evaluating methods of verifying whether bias in fact occurs. I then consider possible legal and policy responses, and I assess search engines’ likely defenses. I conclude that regulatory intervention is justified in light of the importance of search engines in referring users to all manner of other sites, and in light of striking market concentration among search engines.

Least-Cost Avoiders in Online Fraud and Abuse

Edelman, Benjamin. “Least-Cost Avoiders in Online Fraud and Abuse.” IEEE Security & Privacy 8, no. 4 (July-August 2010): 78-81.

Web users face considerable fraud, malfeasance, and economic harm that system operators could prevent or mitigate. Although the legal system can respond, regulations have mixed results. I examine the applicable legal rules that constrain online fraud and the economic underpinnings to identify whether those rules assign responsibility to the parties best positioned to take action.

The Pathologies of Online Display Advertising Marketplaces

Edelman, Benjamin. “The Pathologies of Online Display Advertising Marketplaces.” Art. 2. SIGecom Exchanges (June 2010).

Display advertising marketplaces place “banner” ads on all manner of popular sites. While these services are widely used, they suffer significant challenges, including weak user response and low accountability for both advertisers and web site publishers. I survey a few major challenges, flagging possible areas for future research.

Optimal Auction Design and Equilibrium Selection in Sponsored Search Auctions

Edelman, Benjamin, and Michael Schwarz. “Optimal Auction Design and Equilibrium Selection in Sponsored Search Auctions.” American Economic Review 100, no. 2 (May 2010): 597-602. (First circulated in 2006 as Optimal Auction Design in a Multi-unit Environment: The Case of Sponsored Search Auctions. Reprinted in The Economics of E-Commerce, Michael Baye and John Morgan, editors, 2016.)

We characterize the optimal (revenue maximizing) auction for sponsored search advertising. We show that a search engine’s optimal reserve price is independent of the number of bidders and independent of the rate at which click-through rate declines over positions. We separate the effects of reserve price increases into direct effects (on the low bidder) and indirect effects (on others), and we show that most of the incremental revenue from setting reserve price optimally comes from indirect effects.

Measuring the Perpetrators and Funders of Typosquatting

Moore, Tyler, and Benjamin Edelman. “Measuring the Perpetrators and Funders of Typosquatting.” Lecture Notes in Computer Science. Springer-Verlag. Financial Cryptography and Data Security: Proceedings of the International Conference 6052 (2010). (Introduction, Web appendix.)

We describe a method for identifying “typosquatting”, the intentional registration of misspellings of popular website addresses. We estimate that at least 938,000 typosquatting domains target the top 3,264 .com sites, and we crawl more than 285,000 of these domains to analyze their revenue sources. We find that 80% are supported by pay-per-click ads, often advertising the correctly spelled domain and its competitors. Another 20% include static redirection to other sites. We present an automated technique that uncovered 75 otherwise legitimate websites which benefited from direct links from thousands of misspellings of competing websites. Using regression analysis, we find that websites in categories with higher pay-per-click ad prices face more typosquatting registrations, indicating that ad platforms such as Google AdWords exacerbate typosquatting. However, our investigations also confirm the feasibility of significantly reducing typosquatting. We find that typosquatting is highly concentrated: of typo domains showing Google ads, 63% use one of five advertising IDs, and some large name servers host typosquatting domains as much as four times as often as the web as a whole.

Red Light States: Who Buys Online Adult Entertainment?

Edelman, Benjamin. “Red Light States: Who Buys Online Adult Entertainment?” Journal of Economic Perspectives 23, no. 1 (Winter 2009): 209-220.

This paper studies the adult online entertainment industry, particularly the consumption side of the market. In particular, it focuses on the demographics and consumption patterns of those who subscribe to adult entertainment websites. On the surface, this business would seem to face a number of obstacles. Regulatory and legal barriers have already been mentioned. In addition, those charging for access to adult entertainment face competition from similar content available without a fee. In the context of adult entertainment, free access offers consumers an extra benefit: online payments tend to create records documenting the fact of a customer’s purchase; consumers of free content may feel more confident that their purchases will remain confidential. More broadly, measured levels of religiosity in America are high. On the other hand, social critics often argue that the rise of Internet pornography is contributing to a coarsening of American culture. Do consumption patterns of online adult entertainment reveal two separate Americas? Or is the consumption of online adult entertainment widespread, regardless of legal barriers, potential for embarrassment, and even religious conviction?

Who Owns Metrics?: Building a Bill of Rights for Online Advertisers

Edelman, Benjamin. “Who Owns Metrics?: Building a Bill of Rights for Online Advertisers.” Journal of Advertising Research 49, no. 4 (December 2009). (Adapted from Towards a Bill of Rights for Online Advertisers.)

I offer five rights to protect advertisers from increasingly powerful ad networks-avoiding fraudulent charges for services not rendered, guaranteeing data portability so advertisers get the best possible value, and assuring price transparency so advertisers know what they’re buying. I explain the need for these rights by presenting specific practices causing particular concern.