Learning from Seller Experiments in Online Markets

The internet has dramatically reduced the cost of varying prices, displays and information provided to consumers, facilitating both active and passive experimentation. We document the prevalence of targeted pricing and auction design variation on eBay, and identify hundreds of thousands of experiments conducted by sellers across a wide array of retail products. We show how this type of data can be used to address questions about consumer behavior and market outcomes, and provide illustrative results on price dispersion, the frequency of over-bidding, the choice of reserve prices, "buy now" options and other auction design parameters, and on consumer sensitivity to shipping fees. We argue that leveraging the experiments of market participants takes advantage of the scale and heterogeneity of online markets and can be a powerful approach for testing and measurement.

[1]  Erik Brynjolfsson,et al.  Consumer Decision-Making at an Internet Shopbot , 2001 .

[2]  David Lucking-Reiley,et al.  Using field experiments to test equivalence between auction formats: Magic on the internet , 1999 .

[3]  J. Morgan,et al.  ...Plus Shipping and Handling: Revenue (Non) Equivalence in Field Experiments on eBay , 2006 .

[4]  Jonathan Levin,et al.  Sales Mechanisms in Online Markets: What Happened to Internet Auctions? , 2013 .

[5]  Uri Simonsohn,et al.  eBay's Crowded Evenings: Competition Neglect in Market Entry Decisions , 2010, Manag. Sci..

[6]  Stephen S. Standifird,et al.  The Impact of eBay's Buy-It-Now Function on Bidder Behavior , 2005, Int. J. Electron. Commer..

[7]  Michael R. Baye,et al.  Price Dispersion in the Small and in the Large: Evidence from an Internet Price Comparison Site , 2004 .

[8]  David H. Reiley Field experiments on the effects of reserve prices in auctions: more Magic on the Internet , 2006 .

[9]  Attila Ambrus,et al.  Gradual bidding in eBay-like auctions∗ , 2010 .

[10]  Kristina Shampanier,et al.  Zero as a Special Price: The True Value of Free Products , 2007 .

[11]  Ali Hortaçsu,et al.  Economic Insights from Internet Auctions , 2004 .

[12]  John Morgan,et al.  Shrouded Attributes and Information Suppression: Evidence from the Field , 2010 .

[13]  L. Nesheim,et al.  Reserve Price Effects in Auctions: Estimates from Multiple RD Designs , 2010 .

[14]  Erik Brynjolfsson,et al.  Consumer Decision-Making at an Internet Shopbot , 2001 .

[15]  Ali Hortaçsu,et al.  Winner's Curse, Reserve Prices and Endogenous Entry: Empirical Insights from Ebay Auctions , 2003 .

[16]  Ernan Haruvy,et al.  The Impact of Online Auction Duration , 2009, Decis. Anal..

[17]  H. Varian Computer Mediated Transactions , 2010 .

[18]  J. K. Murnighan,et al.  Starting low but ending high: a reversal of the anchoring effect in auctions. , 2006, Journal of personality and social psychology.

[19]  Daniel W. Elfenbein,et al.  Charity as a Substitute for Reputation: Evidence from an Online Marketplace , 2010 .

[20]  Sean Tyan seantime The Effects of Shipping Costs on Bidder Entry and Seller Revenues in eBay Auctions , 2005 .

[21]  David Lucking-Reiley Field experiments on the effects of reserve prices in auctions: More magic on the internet , 2000 .

[22]  Michael Ostrovsky,et al.  Reserve Prices in Internet Advertising Auctions: A Field Experiment , 2009, Journal of Political Economy.

[23]  Glenn Ellison,et al.  Search, Obfuscation, and Price Elasticities on the Internet , 2004 .

[24]  Daniel A. Ackerberg,et al.  The Buy-it-now Option, Risk Aversion, and Impatience in an Empirical Model of eBay Bidding , 2006 .

[25]  David H. Reiley,et al.  Pennies from Ebay: The Determinants of Price in Online Auctions , 2000 .

[26]  Michael A. Kamins,et al.  Effects of Seller-Supplied Prices on Buyers' Product Evaluations: Reference Prices in an Internet Auction Context , 2004 .

[27]  Dan Ariely,et al.  When Rational Sellers Face Non-Rational Buyers: Evidence from Herding on Ebay , 2007 .

[28]  Steven T. Anderson,et al.  Buy it Now: A Hybrid Internet Market Institution , 2004 .

[29]  Denis Nekipelov Entry Deterrence and Learning Prevention on eBay ∗ , 2007 .

[30]  Joseph P. Bailey,et al.  Intermediation and electronic markets: aggregation and pricing in Internet commerce , 1998 .

[31]  R. Sickles,et al.  eBay in the Economic Literature: Analysis of an Auction Marketplace , 2010 .

[32]  David H. Reiley,et al.  Public versus Secret Reserve Prices in eBay Auctions: Results from a Pokémon Field Experiment , 2007 .