{"title":"掩盖借款人在网络P2P借贷中的失败历史:一个自然的实验","authors":"Jiaru Bai, Qiang Gao","doi":"10.1111/deci.12594","DOIUrl":null,"url":null,"abstract":"<p>Online peer-to-peer (P2P) platforms both disclose and conceal borrowers’ information. Minimal research has been conducted on the impact of concealing such information on borrowers’ funding success. We fill this research gap by exploring a natural experiment opportunity at Prosper, an online lending marketplace where the platform enacted a policy to conceal borrowers’ past failure history. We first find that the platform's decision to conceal such information can be rational because when this information was publicly available, borrowers with past failures had lower success rates than borrowers without past failures. We next investigate the effect of hiding this information on lenders' lending decisions. Our empirical results from a series of analyses demonstrate that concealing such information helps some borrowers but also surprisingly leads to an overall lower success rate, which ultimately harms the platform and runs counter to the platform's intention. These effects are strongest for low-risk borrowers and would attenuate in the long run. We further find that the number of borrowers’ past failures is associated with lower repayment ability.</p>","PeriodicalId":48256,"journal":{"name":"DECISION SCIENCES","volume":"55 4","pages":"398-413"},"PeriodicalIF":2.8000,"publicationDate":"2023-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Concealing borrowers’ failure history in online P2P lending: A natural experiment\",\"authors\":\"Jiaru Bai, Qiang Gao\",\"doi\":\"10.1111/deci.12594\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p>Online peer-to-peer (P2P) platforms both disclose and conceal borrowers’ information. Minimal research has been conducted on the impact of concealing such information on borrowers’ funding success. We fill this research gap by exploring a natural experiment opportunity at Prosper, an online lending marketplace where the platform enacted a policy to conceal borrowers’ past failure history. We first find that the platform's decision to conceal such information can be rational because when this information was publicly available, borrowers with past failures had lower success rates than borrowers without past failures. We next investigate the effect of hiding this information on lenders' lending decisions. Our empirical results from a series of analyses demonstrate that concealing such information helps some borrowers but also surprisingly leads to an overall lower success rate, which ultimately harms the platform and runs counter to the platform's intention. These effects are strongest for low-risk borrowers and would attenuate in the long run. We further find that the number of borrowers’ past failures is associated with lower repayment ability.</p>\",\"PeriodicalId\":48256,\"journal\":{\"name\":\"DECISION SCIENCES\",\"volume\":\"55 4\",\"pages\":\"398-413\"},\"PeriodicalIF\":2.8000,\"publicationDate\":\"2023-03-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"DECISION SCIENCES\",\"FirstCategoryId\":\"91\",\"ListUrlMain\":\"https://onlinelibrary.wiley.com/doi/10.1111/deci.12594\",\"RegionNum\":4,\"RegionCategory\":\"管理学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"MANAGEMENT\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"DECISION SCIENCES","FirstCategoryId":"91","ListUrlMain":"https://onlinelibrary.wiley.com/doi/10.1111/deci.12594","RegionNum":4,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"MANAGEMENT","Score":null,"Total":0}
Concealing borrowers’ failure history in online P2P lending: A natural experiment
Online peer-to-peer (P2P) platforms both disclose and conceal borrowers’ information. Minimal research has been conducted on the impact of concealing such information on borrowers’ funding success. We fill this research gap by exploring a natural experiment opportunity at Prosper, an online lending marketplace where the platform enacted a policy to conceal borrowers’ past failure history. We first find that the platform's decision to conceal such information can be rational because when this information was publicly available, borrowers with past failures had lower success rates than borrowers without past failures. We next investigate the effect of hiding this information on lenders' lending decisions. Our empirical results from a series of analyses demonstrate that concealing such information helps some borrowers but also surprisingly leads to an overall lower success rate, which ultimately harms the platform and runs counter to the platform's intention. These effects are strongest for low-risk borrowers and would attenuate in the long run. We further find that the number of borrowers’ past failures is associated with lower repayment ability.
期刊介绍:
Decision Sciences, a premier journal of the Decision Sciences Institute, publishes scholarly research about decision making within the boundaries of an organization, as well as decisions involving inter-firm coordination. The journal promotes research advancing decision making at the interfaces of business functions and organizational boundaries. The journal also seeks articles extending established lines of work assuming the results of the research have the potential to substantially impact either decision making theory or industry practice. Ground-breaking research articles that enhance managerial understanding of decision making processes and stimulate further research in multi-disciplinary domains are particularly encouraged.