The Visible Hand: Race and Online Market Outcomes
We are grateful to B. Douglas Bernheim, Nicholas Bloom, Caroline Hoxby, Jörn‐Steffen Pischke and several referees for useful advice and guidance, and have also benefited from conversations with participants in several Stanford seminars, the San Francisco Federal Reserve Bank's Applied Micro Summer Conference and the University of Chicago Experimental Economics Lunch. Brandon Wall made important contributions to our experimental design and piloting. We appreciate the generous support of the George P. Shultz Dissertation Support Fund.
Abstract
We examine the effect of race on market outcomes by selling iPods through local online classified advertisements throughout the US. Each advertisement features a photograph including a dark or light‐skinned hand, or one with a wrist tattoo. Black sellers receive fewer and lower offers than white sellers, and the correspondence with black sellers indicates lower levels of trust. Black sellers' outcomes are particularly poor in thin markets (suggesting that discrimination may not ‘survive’ competition among buyers) and those with the most racial isolation and property crime (consistent with channels through which statistical discrimination might operate).
Number of times cited according to CrossRef: 52
- David Neumark and Judith Rich, Do Field Experiments on Labor and Housing Markets Overstate Discrimination? A Re-examination of the Evidence, ILR Review, 10.1177/0019793918759665, 72, 1, (223-252), (2018).
- Mehdi Farajallah, Robert G. Hammond and Thierry Pénard, What Drives Pricing Behavior in Peer-to-Peer Markets? Evidence from the Carsharing Platform BlaBlaCar, Information Economics and Policy, 10.1016/j.infoecopol.2019.01.002, (2019).
- Corrado Giulietti, Mirco Tonin and Michael Vlassopoulos, Racial Discrimination in Local Public Services: A Field Experiment in the United States, Journal of the European Economic Association, 10.1093/jeea/jvx045, 17, 1, (165-204), (2017).
- Peter Younkin and Venkat Kuppuswamy, Discounted: The effect of founder race on the price of new products, Journal of Business Venturing, 10.1016/j.jbusvent.2018.02.004, 34, 2, (389-412), (2019).
- Anthony Edo, Nicolas Jacquemet and Constantine Yannelis, Language skills and homophilous hiring discrimination: Evidence from gender and racially differentiated applications, Review of Economics of the Household, 10.1007/s11150-017-9391-z, 17, 1, (349-376), (2017).
- Avi Goldfarb and Catherine Tucker, Digital Economics, Journal of Economic Literature, 10.1257/jel.20171452, 57, 1, (3-43), (2019).
- Michael T French, Karoline Mortensen and Andrew R Timming, Are tattoos associated with employment and wage discrimination? Analyzing the relationships between body art and labor market outcomes, Human Relations, 10.1177/0018726718782597, 72, 5, (962-987), (2018).
- Matthieu Manant, Serge Pajak and Nicolas Soulié, Can social media lead to labor market discrimination? Evidence from a field experiment, Journal of Economics & Management Strategy, 28, 2, (225-246), (2018).
- Matthias Stefan, Felix Holzmeister, Alexander Müllauer, Michael Kirchler and Kimmo Eriksson, Ethnical discrimination in Europe: Field evidence from the finance industry, PLOS ONE, 13, 1, (e0191959), (2018).
- Morten Størling Hedegaard and Jean-Robert Tyran, The Price of Prejudice, American Economic Journal: Applied Economics, 10, 1, (40), (2018).
- Huailu Li, Kevin Lang and Kaiwen Leong, Does Competition Eliminate Discrimination? Evidence from the Commercial Sex Market in Singapore, The Economic Journal, 128, 611, (1570-1608), (2017).
- Bradley J. Ruffle and Anne E. Wilson, The truth about tattoos, Economics Letters, 10.1016/j.econlet.2018.08.024, 172, (143-147), (2018).
- Anton Ovchinnikov, Incorporating Customer Behavior into Operational Decisions, The Handbook of Behavioral Operations, (587-617), (2018).
- Jordan R. Axt, Helen Nguyen and Brian A. Nosek, The Judgment Bias Task: A flexible method for assessing individual differences in social judgment biases, Journal of Experimental Social Psychology, 10.1016/j.jesp.2018.02.011, 76, (337-355), (2018).
- Marisa A. Abrajano, Christopher S. Elmendorf and Kevin M. Quinn, Labels vs. Pictures: Treatment-Mode Effects in Experiments About Discrimination, Political Analysis, 10.1017/pan.2017.36, 26, 1, (20-33), (2018).
- Asadul Islam, Debayan Pakrashi, Liang C. Wang and Yves Zenou, Determining the Extent of Statistical Discrimination: Evidence from a Field Experiment in India, SSRN Electronic Journal, 10.2139/ssrn.3185899, (2018).
- Chiara Farronato, Pricing Mechanisms in Online Markets, The New Palgrave Dictionary of Economics, 10.1057/978-1-349-95121-5_3072-1, (1-10), (2018).
- Dongyu Chen, Xiaolin Li and Fujun Lai, Gender discrimination in online peer-to-peer credit lending: evidence from a lending platform in China, Electronic Commerce Research, 17, 4, (553), (2017).
- Kyung H. Park, Do Judges Have Tastes for Discrimination? Evidence from Criminal Courts, The Review of Economics and Statistics, 99, 5, (810), (2017). the 2017 ACM Conference CSCW '17 Portland, Oregon, USA Proceedings of the 2017 ACM Conference on Computer Supported Cooperative Work and Social Computing - CSCW '17 Computer Supported Cooperative Work and Social Computing ACM Press New York, New York, USA , (2017). 9781450343350 , 10.1145/2998181 20170214083446 http://dl.acm.org/citation.cfm?doid=2998181 J. Nathan Matias, Sarah Szalavitz and Ethan Zuckerman FollowBias Supporting Behavior Change toward Gender Equality by Networked Gatekeepers on Social Media , (2017). 1082 1095 , 10.1145/2998181.2998287 20170214083454 http://dl.acm.org/citation.cfm?doid=2998181.2998287
- Venoo Kakar, Joel Voelz, Julia Wu and Julisa Franco, The Visible Host: Does race guide Airbnb rental rates in San Francisco?, Journal of Housing Economics, (2017).
- Andrew R Timming, Body art as branded labour: At the intersection of employee selection and relationship marketing, Human Relations, 10.1177/0018726716681654, 70, 9, (1041-1063), (2017).
- Jesse S. Summers, Rationalizing our Way into Moral Progress, Ethical Theory and Moral Practice, 20, 1, (93), (2017).
- Amandine Ody-Brasier and Isabel Fernandez-Mateo, When Being in the Minority Pays Off, American Sociological Review, 82, 1, (147), (2017).
- Alex Rosenblat, Karen E.C. Levy, Solon Barocas and Tim Hwang, Discriminating Tastes: Uber's Customer Ratings as Vehicles for Workplace Discrimination, Policy & Internet, 9, 3, (256-279), (2017).
- Katherine Levine Einstein and David M. Glick, Does Race Affect Access to Government Services? An Experiment Exploring Street‐Level Bureaucrats and Access to Public Housing, American Journal of Political Science, 61, 1, (100-116), (2016).
- Monica Solinas‐Saunders and Melissa J. Stacer, Fighting labor market discrimination with ban the box (BTB): Are there racial implications?, Sociology Compass, 11, 11, (2017).
- Jordan R. Axt, An unintentional pro‐Black bias in judgement among educators, British Journal of Educational Psychology, 87, 3, (408-421), (2017).
- Andrey Fradkin, Digital Marketplaces, The New Palgrave Dictionary of Economics, 10.1057/978-1-349-95121-5_3052-1, (1-14), (2017).
- Andrey Fradkin, Digital Marketplaces, The New Palgrave Dictionary of Economics, 10.1057/978-1-349-95121-5_3052-2, (1-14), (2017).
- Markus Mobius, Tanya Rosenblat and Qiqi Wang, Ethnic discrimination: Evidence from China, European Economic Review, 90, (165), (2016).
- Asaf Zussman, Conflict and the ethnic structure of the marketplace: Evidence from Israel, European Economic Review, 90, (134), (2016).
- Andrew Hanson, Zackary Hawley, Hal Martin and Bo Liu, Discrimination in mortgage lending: Evidence from a correspondence experiment, Journal of Urban Economics, 92, (48), (2016).
- Jordan R. Axt, Charles R. Ebersole and Brian A. Nosek, An Unintentional, Robust, and Replicable Pro-Black Bias in Social Judgment, Social Cognition, 34, 1, (1), (2016).
- Chris Baumann, Andrew R. Timming and Paul J. Gollan, Taboo tattoos? A study of the gendered effects of body art on consumers' attitudes toward visibly tattooed front line staff, Journal of Retailing and Consumer Services, 10.1016/j.jretconser.2015.11.005, 29, (31-39), (2016).
- Henning Finseraas, Åshild A. Johnsen, Andreas Kotsadam and Gaute Torsvik, Exposure to female colleagues breaks the glass ceiling—Evidence from a combined vignette and field experiment, European Economic Review, 90, (363), (2016).
- Roy Mill and Luke C.D. Stein, Race, Skin Color, and Economic Outcomes in Early Twentieth-Century America, SSRN Electronic Journal, 10.2139/ssrn.2741797, (2016).
- Lauren Rhue and Jessica Clark, Who Gets Started on Kickstarter? Racial Disparities in Crowdfunding Success, SSRN Electronic Journal, 10.2139/ssrn.2837042, (2016).
- Bing Wu, Shan Jiang and Hsinchun Chen, The impact of individual attributes on knowledge diffusion in web forums, Quality & Quantity, 10.1007/s11135-015-0240-y, 49, 6, (2221-2236), (2015).
- Derek R. Avery, Patrick F. McKay, Sabrina D. Volpone and Ari Malka, Are companies beholden to bias? The impact of leader race on consumer purchasing behavior, Organizational Behavior and Human Decision Processes, 127, (85), (2015).
- Max Besbris, Jacob William Faber, Peter Rich and Patrick Sharkey, Effect of neighborhood stigma on economic transactions, Proceedings of the National Academy of Sciences, 112, 16, (4994), (2015).
- Alex Bryson and Arnaud Chevalier, Is there a taste for racial discrimination amongst employers?, Labour Economics, 34, (51), (2015).
- Ian Ayres, Mahzarin Banaji and Christine Jolls, Race effects on eBay, The RAND Journal of Economics, 46, 4, (891-917), (2015).
- Benjamin G. Edelman, Michael Luca and Dan Svirsky, Racial Discrimination in the Sharing Economy: Evidence from a Field Experiment, SSRN Electronic Journal, 10.2139/ssrn.2701902, (2015).
- Morten Hedegaard and Jean-Robert Tyran, The Price of Prejudice, SSRN Electronic Journal, 10.2139/ssrn.2430766, (2014).
- Benjamin G. Edelman and Michael Luca, Digital Discrimination: The Case of Airbnb.com, SSRN Electronic Journal, 10.2139/ssrn.2377353, (2014).
- Asaf Zussman, Ethnic Discrimination: Lessons from the Israeli Online Market for Used Cars, The Economic Journal, 123, 572, (F433-F468), (2013).
- Nicolas Jacquemet and Constantine Yannelis, Indiscriminate Discrimination: A Correspondence Test for Ethnic Homophily in the Chicago Labor Market, SSRN Electronic Journal, 10.2139/ssrn.1799474, (2011).
- Suzanne Horwitz and Balázs Kovács, Reviewer social class influences responses to online evaluations of an organization, PLOS ONE, 10.1371/journal.pone.0205721, 13, 10, (e0205721), (2018).
- Marjolaine Bezançon, Denis Guiot and Emmanuelle Le Nagard, Le rôle de la contagion physique négative dans l’achat d’un produit d’occasion vendu en ligne, Recherche et Applications en Marketing (French Edition), 10.1177/0767370118812556, (076737011881255), (2018).
- Sang-Hyun Kim and Fernanda L Lopez de Leon, In-group and out-group biases in the marketplace: a field experiment during the World Cup, Oxford Economic Papers, 10.1093/oep/gpy054, (2018).
- Jacob William Faber, Segregation and the Cost of Money: Race, Poverty, and the Prevalence of Alternative Financial Institutions, Social Forces, 10.1093/sf/soy129, (2019).




