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What’s in a Picture?: Evidence of Discrimination from Prosper.com

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  1. Rajkamal Iyer & Asim Ijaz Khwaja & Erzo F. P. Luttmer & Kelly Shue, 2016. "Screening Peers Softly: Inferring the Quality of Small Borrowers," Management Science, INFORMS, vol. 62(6), pages 1554-1577, June.
  2. Peter Younkin & Venkat Kuppuswamy, 2018. "The Colorblind Crowd? Founder Race and Performance in Crowdfunding," Management Science, INFORMS, vol. 64(7), pages 3269-3287, July.
  3. Johnson, Michael A. & Stevenson, Regan M. & Letwin, Chaim R., 2018. "A woman's place is in the… startup! Crowdfunder judgments, implicit bias, and the stereotype content model," Journal of Business Venturing, Elsevier, vol. 33(6), pages 813-831.
  4. Priyanga Gunarathne & Huaxia Rui & Abraham Seidmann, 2022. "Racial Bias in Customer Service: Evidence from Twitter," Information Systems Research, INFORMS, vol. 33(1), pages 43-54, March.
  5. Dougal, Casey & Gao, Pengjie & Mayew, William J. & Parsons, Christopher A., 2019. "What’s in a (school) name? Racial discrimination in higher education bond markets," Journal of Financial Economics, Elsevier, vol. 134(3), pages 570-590.
  6. Morten Størling Hedegaard & Jean-Robert Tyran, 2018. "The Price of Prejudice," American Economic Journal: Applied Economics, American Economic Association, vol. 10(1), pages 40-63, January.
  7. Marchenko, Anya, 2019. "The impact of host race and gender on prices on Airbnb," Journal of Housing Economics, Elsevier, vol. 46(C).
  8. Thomas H. Allison & Blakley C. Davis & Jeremy C. Short & Justin W. Webb, 2015. "Crowdfunding in a Prosocial Microlending Environment: Examining the Role of Intrinsic versus Extrinsic Cues," Entrepreneurship Theory and Practice, , vol. 39(1), pages 53-73, January.
  9. Xiao Lin & Mark J. Browne & Annette Hofmann, 2022. "Race discrimination in the adjudication of claims: Evidence from earthquake insurance," Journal of Risk & Insurance, The American Risk and Insurance Association, vol. 89(3), pages 553-580, September.
  10. Douglas J. Cumming & Lars Hornuf, 2020. "Marketplace Lending of SMEs," CESifo Working Paper Series 8100, CESifo.
  11. Belleflamme, Paul & Omrani, Nessrine & Peitz, Martin, 2015. "The economics of crowdfunding platforms," Information Economics and Policy, Elsevier, vol. 33(C), pages 11-28.
  12. Bryson, Alex & Chevalier, Arnaud, 2015. "Is there a taste for racial discrimination amongst employers?," Labour Economics, Elsevier, vol. 34(C), pages 51-63.
  13. Wolfgang Pointner & Burkhard Raunig, 2018. "A primer on peer-to-peer lending: immediate financial intermediation in practice," Monetary Policy & the Economy, Oesterreichische Nationalbank (Austrian Central Bank), issue Q3/18, pages 36-51.
  14. Dorfleitner, Gregor & Priberny, Christopher & Schuster, Stephanie & Stoiber, Johannes & Weber, Martina & de Castro, Ivan & Kammler, Julia, 2016. "Description-text related soft information in peer-to-peer lending – Evidence from two leading European platforms," Journal of Banking & Finance, Elsevier, vol. 64(C), pages 169-187.
  15. Wang, Xiaoting & Hou, Siyuan & Kyaw, Khine & Xue, Xupeng & Liu, Xueqin, 2023. "Exploring the determinants of Fintech Credit: A comprehensive analysis," Economic Modelling, Elsevier, vol. 126(C).
  16. Li, Jianwen & Zhang, Bo & Jiang, Mingming & Hu, Jinyan, 2023. "Homophilous intensity in the online lending market: Bidding behavior and economic effects," Journal of Banking & Finance, Elsevier, vol. 152(C).
  17. Wei Liu & Li-Qiu Xia, 2017. "An Evolutionary Behavior Forecasting Model for Online Lenders and Borrowers in Peer-to-Peer Lending," Asia-Pacific Journal of Operational Research (APJOR), World Scientific Publishing Co. Pte. Ltd., vol. 34(01), pages 1-14, February.
  18. Praag, Mirjam van & Zunino, Diego & Dushnitsky, Gary, 2017. "Badge of Honor or Scarlet Letter? Unpacking Investors’ Judgment of Entrepreneurs’ Past Failure," CEPR Discussion Papers 12329, C.E.P.R. Discussion Papers.
  19. Nicola Branzoli & Ilaria Supino, 2020. "FinTech credit: a critical review of empirical research," Questioni di Economia e Finanza (Occasional Papers) 549, Bank of Italy, Economic Research and International Relations Area.
  20. Olena Havrylchyk & Marianne Verdier, 2018. "The Financial Intermediation Role of the P2P Lending Platforms," Comparative Economic Studies, Palgrave Macmillan;Association for Comparative Economic Studies, vol. 60(1), pages 115-130, March.
  21. Teply, Petr & Polena, Michal, 2020. "Best classification algorithms in peer-to-peer lending," The North American Journal of Economics and Finance, Elsevier, vol. 51(C).
  22. Anthony Heyes & John A. List, 2016. "Supply and Demand for Discrimination: Strategic Revelation of Own Characteristics in a Trust Game," American Economic Review, American Economic Association, vol. 106(5), pages 319-323, May.
  23. Zhong, Weiqiang & Jiang, Tingfeng, 2021. "Can internet finance alleviate the exclusiveness of traditional finance? evidence from Chinese P2P lending markets," Finance Research Letters, Elsevier, vol. 40(C).
  24. Adam Nowak & Amanda Ross & Christopher Yencha, 2018. "Small Business Borrowing And Peer‐To‐Peer Lending: Evidence From Lending Club," Contemporary Economic Policy, Western Economic Association International, vol. 36(2), pages 318-336, April.
  25. Will Dobbie & Andres Liberman & Daniel Paravisini & Vikram Pathania, 2021. "Measuring Bias in Consumer Lending [Loan Prospecting and the Loss of Soft Information]," Review of Economic Studies, Oxford University Press, vol. 88(6), pages 2799-2832.
  26. Chatterji, Aaron K. & Seamans, Robert C., 2012. "Entrepreneurial finance, credit cards, and race," Journal of Financial Economics, Elsevier, vol. 106(1), pages 182-195.
  27. Chen, Xiao & Huang, Bihong & Ye, Dezhu, 2018. "The role of punctuation in P2P lending: Evidence from China," Economic Modelling, Elsevier, vol. 68(C), pages 634-643.
  28. Farajallah, Mehdi & Hammond, Robert G. & Pénard, Thierry, 2019. "What drives pricing behavior in Peer-to-Peer markets? Evidence from the carsharing platform BlaBlaCar," Information Economics and Policy, Elsevier, vol. 48(C), pages 15-31.
  29. Juanjuan Zhang & Peng Liu, 2012. "Rational Herding in Microloan Markets," Management Science, INFORMS, vol. 58(5), pages 892-912, May.
  30. Diego Zunino & Mirjam (C.M.) van Praag & Gary Dushnitsky, 2017. "Badge of Honor or Scarlet Letter? Unpacking Investors' Judgment of Entrepreneurs' Past Failure," Tinbergen Institute Discussion Papers 17-085/VII, Tinbergen Institute.
  31. Marianne Bertrand & Esther Duflo, 2016. "Field Experiments on Discrimination," NBER Working Papers 22014, National Bureau of Economic Research, Inc.
  32. Deng, Jiapin, 2022. "The crowding-out effect of formal finance on the P2P lending market: An explanation for the failure of China's P2P lending industry," Finance Research Letters, Elsevier, vol. 45(C).
  33. Ghent, Andra C. & Hernández-Murillo, Rubén & Owyang, Michael T., 2014. "Differences in subprime loan pricing across races and neighborhoods," Regional Science and Urban Economics, Elsevier, vol. 48(C), pages 199-215.
  34. Anglin, Aaron H. & Short, Jeremy C. & Drover, Will & Stevenson, Regan M. & McKenny, Aaron F. & Allison, Thomas H., 2018. "The power of positivity? The influence of positive psychological capital language on crowdfunding performance," Journal of Business Venturing, Elsevier, vol. 33(4), pages 470-492.
  35. Miller, Sarah, 2015. "Information and default in consumer credit markets: Evidence from a natural experiment," Journal of Financial Intermediation, Elsevier, vol. 24(1), pages 45-70.
  36. Dorfleitner, Gregor & Oswald, Eva-Maria, 2016. "Repayment behavior in peer-to-peer microfinancing: Empirical evidence from Kiva," Review of Financial Economics, Elsevier, vol. 30(C), pages 45-59.
  37. Bhattacharya, Debopam, 2013. "Evaluating treatment protocols using data combination," Journal of Econometrics, Elsevier, vol. 173(2), pages 160-174.
  38. Harvey, Matthew & Nickerson, David & Wozniak, Abigail, 2023. "When Fairness Matters: Cross-Race Responses to Intentionally Fair Treatment," IZA Discussion Papers 16582, Institute of Labor Economics (IZA).
  39. Anja Lambrecht & Catherine Tucker, 2019. "Algorithmic Bias? An Empirical Study of Apparent Gender-Based Discrimination in the Display of STEM Career Ads," Management Science, INFORMS, vol. 65(7), pages 2966-2981, July.
  40. Ruyi Ge & Juan Feng & Bin Gu, 2016. "Borrower’s default and self-disclosure of social media information in P2P lending," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 2(1), pages 1-6, December.
  41. Chen, Xiao & Huang, Bihong & Ye, Dezhu, 2020. "Gender gap in peer-to-peer lending: Evidence from China," Journal of Banking & Finance, Elsevier, vol. 112(C).
  42. Thakor, Anjan V., 2020. "Fintech and banking: What do we know?," Journal of Financial Intermediation, Elsevier, vol. 41(C).
  43. Cuiqing Jiang & Zhao Wang & Ruiya Wang & Yong Ding, 2018. "Loan default prediction by combining soft information extracted from descriptive text in online peer-to-peer lending," Annals of Operations Research, Springer, vol. 266(1), pages 511-529, July.
  44. Calebe de Roure & Loriana Pelizzon & Anjan Thakor, 2022. "P2P Lenders versus Banks: Cream Skimming or Bottom Fishing? [Loan officer incentives, internal rating models and default rates]," The Review of Corporate Finance Studies, Society for Financial Studies, vol. 11(2), pages 213-262.
  45. Faia, Ester & Pagel, Michaela, 2017. "P2P Lending: Information Externalities, Social Networks and Loans Substitution," CEPR Discussion Papers 12235, C.E.P.R. Discussion Papers.
  46. Freedman, Seth & Jin, Ginger Zhe, 2017. "The information value of online social networks: Lessons from peer-to-peer lending," International Journal of Industrial Organization, Elsevier, vol. 51(C), pages 185-222.
  47. Juanjuan Chen & Yabin Zhang & Zhujia Yin, 2018. "Education Premium In The Online Peer-To-Peer Lending Marketplace: Evidence From The Big Data In China," The Singapore Economic Review (SER), World Scientific Publishing Co. Pte. Ltd., vol. 63(01), pages 45-64, March.
  48. Wang, Qi & Xiong, Xiong & Zheng, Zunxin, 2021. "Platform Characteristics and Online Peer-to-Peer Lending: Evidence from China," Finance Research Letters, Elsevier, vol. 38(C).
  49. Xin Li & Xiujuan Tian, 2022. "Research on SMEs’ Reputation Mechanism and Default Risk Based on Investors’ Financial Participation," Sustainability, MDPI, vol. 14(21), pages 1-17, November.
  50. Castillo, Marco & Petrie, Ragan & Torero, Maximo & Vesterlund, Lise, 2013. "Gender differences in bargaining outcomes: A field experiment on discrimination," Journal of Public Economics, Elsevier, vol. 99(C), pages 35-48.
  51. Xiaoyu Li & Jiahong Yuan & Yan Shi & Zilai Sun & Junhu Ruan, 2020. "Emerging Trends and Innovation Modes of Internet Finance—Results from Co-Word and Co-Citation Networks," Future Internet, MDPI, vol. 12(3), pages 1-14, March.
  52. Wolfgang Breuer & Can K. Soypak & Bertram I. Steininger, 2020. "Magnitude effects in lending and borrowing: empirical evidence from a P2P platform," The European Journal of Finance, Taylor & Francis Journals, vol. 26(9), pages 854-873, June.
  53. Qizhi Tao & Yizhe Dong & Ziming Lin, 2017. "Who can get money? Evidence from the Chinese peer-to-peer lending platform," Information Systems Frontiers, Springer, vol. 19(3), pages 425-441, June.
  54. Mohammed Alyakoob & Mohammad S. Rahman & Zaiyan Wei, 2021. "Where You Live Matters: Local Bank Competition, Online Marketplace Lending, and Disparity in Borrower Benefits," Information Systems Research, INFORMS, vol. 32(4), pages 1390-1411, December.
  55. Sofia Bapna & Martin Ganco, 2021. "Gender Gaps in Equity Crowdfunding: Evidence from a Randomized Field Experiment," Management Science, INFORMS, vol. 67(5), pages 2679-2710, May.
  56. Jing Zhang & Wei Zhang & Yuelei Li & Shuxing Yin, 2021. "Seeking excess returns under a posted price mechanism: Evidence from a peer‐to‐peer lending market," Manchester School, University of Manchester, vol. 89(5), pages 486-506, September.
  57. Yan Li & Cungang Li & Yijun Gao, 2020. "Voluntary disclosures and peer-to-peer lending decisions: Evidence from the repeated game," Frontiers of Business Research in China, Springer, vol. 14(1), pages 1-26, December.
  58. Timothy Bates & William D. Bradford & Robert Seamans, 2018. "Minority entrepreneurship in twenty-first century America," Small Business Economics, Springer, vol. 50(3), pages 415-427, March.
  59. Panagiotis Avramidis & Nikolaos Mylonopoulos & George G. Pennacchi, 2022. "The Role of Marketplace Lending in Credit Markets: Evidence from Bank Mergers," Management Science, INFORMS, vol. 68(4), pages 3090-3111, April.
  60. Rolando Gonzales & Gabriela Aguilera-Lizarazu & Andrea Rojas-Hosse & Patricia Aranda, 2016. "Preference for women but less preference for indigenous women: A lab-field experiment of loan discrimination in a developing economy," Working Papers PIERI 2016-24, PEP-PIERI.
  61. GUO, Jianfeng & LIU, Xiaojie & CUI, Changnan & GU, Fu, 2021. "Influence of nonspecific factors on the interest rate of online peer-to-peer microloans in China," Finance Research Letters, Elsevier, vol. 41(C).
  62. Haruvy, Ernan & Li, Sherry Xin & McCabe, Kevin & Twieg, Peter, 2017. "Communication and visibility in public goods provision," Games and Economic Behavior, Elsevier, vol. 105(C), pages 276-296.
  63. Jenq, Christina & Pan, Jessica & Theseira, Walter, 2015. "Beauty, weight, and skin color in charitable giving," Journal of Economic Behavior & Organization, Elsevier, vol. 119(C), pages 234-253.
  64. Mingfeng Lin & Nagpurnanand R. Prabhala & Siva Viswanathan, 2013. "Judging Borrowers by the Company They Keep: Friendship Networks and Information Asymmetry in Online Peer-to-Peer Lending," Management Science, INFORMS, vol. 59(1), pages 17-35, August.
  65. Wang, Liang & Li, Yuxuan & Liang, Meiqi & Wang, Yuanfei, 2023. "Research on P2P product portfolio strategy based on term structure under risk reserve system," International Review of Economics & Finance, Elsevier, vol. 83(C), pages 124-138.
  66. Eid, Nourhan & Maltby, Josephine & Talavera, Oleksandr, 2016. "Income Rounding and Loan Performance in the Peer-to-Peer Market," MPRA Paper 72852, University Library of Munich, Germany.
  67. Li, Jianwen & Hu, Jinyan, 2019. "Does university reputation matter? Evidence from peer-to-peer lending," Finance Research Letters, Elsevier, vol. 31(C), pages 66-77.
  68. Chen, Xiao & Huang, Bihong & Ye, Dezhu, 2019. "The Gender Gap in Peer-to-Peer Lending: Evidence from the People’s Republic of China," ADBI Working Papers 977, Asian Development Bank Institute.
  69. Jiang, Jiajun & Liu, Yu-Jane & Lu, Ruichang, 2020. "Social heterogeneity and local bias in peer-to-peer lending – evidence from China," Journal of Comparative Economics, Elsevier, vol. 48(2), pages 302-324.
  70. Oleksandr Talavera & Haofeng Xu, 2018. "Role of Verification in Peer-to-Peer Lending," Working Papers 2018-25, Swansea University, School of Management.
  71. Jianrong Yao & Jiarui Chen & June Wei & Yuangao Chen & Shuiqing Yang, 2019. "The relationship between soft information in loan titles and online peer-to-peer lending: evidence from RenRenDai platform," Electronic Commerce Research, Springer, vol. 19(1), pages 111-129, March.
  72. Anup Agrawal & Yuree Lim, 2018. "Local Obesity Prevalence and Corporate Policies," Quarterly Journal of Finance (QJF), World Scientific Publishing Co. Pte. Ltd., vol. 8(02), pages 1-33, June.
  73. Zeyang Chen & Yu-Jane Liu & Juanjuan Meng & Zeng Wang, 2023. "What’s in a Face? An Experiment on Facial Information and Loan-Approval Decision," Management Science, INFORMS, vol. 69(4), pages 2263-2283, April.
  74. Ian Ayres & Mahzarin Banaji & Christine Jolls, 2015. "Race effects on eBay," RAND Journal of Economics, RAND Corporation, vol. 46(4), pages 891-917, October.
  75. Kas, Judith, 2022. "The effect of online reputation systems on intergroup inequality," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 96(C).
  76. Jagtiani, Julapa & Lemieux, Catharine, 2018. "Do fintech lenders penetrate areas that are underserved by traditional banks?," Journal of Economics and Business, Elsevier, vol. 100(C), pages 43-54.
  77. Yuwei Yan & Zhihan Lv & Bin Hu, 2018. "Building investor trust in the P2P lending platform with a focus on Chinese P2P lending platforms," Electronic Commerce Research, Springer, vol. 18(2), pages 203-224, June.
  78. Hongchang Wang & Eric M. Overby, 2022. "How Does Online Lending Influence Bankruptcy Filings?," Management Science, INFORMS, vol. 68(5), pages 3309-3329, May.
  79. Ewens, Michael, 2022. "Race and Gender in Entrepreneurial Finance," SocArXiv djf8z, Center for Open Science.
  80. Tianlei Pi & Yaosen Liu & Jiahui Song, 2020. "Does Geographical Discrimination Exist in Online Lending in China: An Empirical Study Based on Chinese Loan Platform Renren," IJFS, MDPI, vol. 8(1), pages 1-20, March.
  81. Li, Jianwen, 2023. "MSMEs meet FinTech: Chance or challenge?," Finance Research Letters, Elsevier, vol. 57(C).
  82. Ninghua Du & Lingfang Li & Tian Lu & Xianghua Lu, 2020. "Prosocial Compliance in P2P Lending: A Natural Field Experiment," Management Science, INFORMS, vol. 66(1), pages 315-333, January.
  83. Qun Chen & Ji-Wen Li & Jian-Guo Liu & Jing-Ti Han & Yun Shi & Xun-Hua Guo, 2021. "Borrower Learning Effects: Do Prior Experiences Promote Continuous Successes in Peer-to-Peer Lending?," Information Systems Frontiers, Springer, vol. 23(4), pages 963-986, August.
  84. Fabrice Hervé & Armin Schwienbacher, 2018. "Crowdfunding And Innovation," Journal of Economic Surveys, Wiley Blackwell, vol. 32(5), pages 1514-1530, December.
  85. Kakar, Venoo & Voelz, Joel & Wu, Julia & Franco, Julisa, 2018. "The Visible Host: Does race guide Airbnb rental rates in San Francisco?," Journal of Housing Economics, Elsevier, vol. 40(C), pages 25-40.
  86. Ackfeld, Viola & Güth, Werner, 2023. "Personal information disclosure under competition for benefits: Is sharing caring?," Games and Economic Behavior, Elsevier, vol. 140(C), pages 1-32.
  87. Bryan Bollinger & Song Yao, 2018. "Risk transfer versus cost reduction on two-sided microfinance platforms," Quantitative Marketing and Economics (QME), Springer, vol. 16(3), pages 251-287, September.
  88. Junhui Xu & Jitka Hilliard & James R. Barth, 2020. "On Education Level and Terms in Obtaining P2P Funding: New Evidence from China," International Review of Finance, International Review of Finance Ltd., vol. 20(4), pages 801-826, December.
  89. Lee, Jungmin & Park, Sangkon, 2019. "Price discrimination by language: Field experimental evidence from a shopping mall," International Journal of Industrial Organization, Elsevier, vol. 63(C), pages 69-98.
  90. Francisco Rosas & Peter F. Orazem, 2014. "Is Self-Sufficiency for Women’s Collegiate Athletics a Hoop Dream? Willingness to Pay for Men’s and Women’s Basketball Tickets," Journal of Sports Economics, , vol. 15(6), pages 579-600, December.
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  102. Hongchang Wang & Eric Overby, 2023. "Do Political Differences Inhibit Market Transactions? An Investigation in the Context of Online Lending," Management Science, INFORMS, vol. 69(8), pages 4685-4706, August.
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  104. Elitzur, Ramy & Solodoha, Eliran, 2021. "Does gender matter? Evidence from crowdfunding," Journal of Business Venturing Insights, Elsevier, vol. 16(C).
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