Can investors' collective decision-making evolve? Evidence from peer-to-peer lending markets

被引:0
作者
Kim, Dongwoo [1 ]
机构
[1] KB Financial Grp, 26,Yeongdeungpo Gu,8 Gil, Seoul 07331, South Korea
关键词
Investors' prediction; Prediction accuracy; Evolution; Repayment performance; Credit assessment; DEFAULT PREDICTION; REGRESSION TREE; RISK-ASSESSMENT; MATTER EVIDENCE; CREDIT; INFORMATION; PLATFORM; MODEL; CLASSIFICATION; BORROWERS;
D O I
10.1007/s10660-021-09514-8
中图分类号
F [经济];
学科分类号
02 ;
摘要
This study tries to identify the accuracy of individual investors' capability to predict a borrower's creditworthiness in peer-to-peer lending markets and examine whether their ability is likely to evolve over time. The results of this study show that there is no significant difference between the predictive power of investors' ex-ante funding decision model and that of the ex-post repayment model over a borrower's repayment performance. Furthermore, the predictive power of investors' ex-ante funding decision over a borrower's repayment performance is shown to improve over time. It is also found that the main reason why investors' predictive power improves over time is because investors can assess more accurately the information provided by the platform operator and describe the borrower's characteristics. The results of this study are important as they confirm the possibility of optimizing and streamlining the P2P lending market, through the evolution of investors' decision making.
引用
收藏
页码:1323 / 1358
页数:36
相关论文
共 67 条
[51]   AN ANALYSIS OF VARIANCE TEST FOR NORMALITY (COMPLETE SAMPLES) [J].
SHAPIRO, SS ;
WILK, MB .
BIOMETRIKA, 1965, 52 :591-&
[52]   The Bilateral Effects of Platform-Sponsored Collateral in Peer-To-Peer (P2P) Lending: Evidence from China [J].
Shi, Xiaojun ;
Jin, Qi ;
He, Lin .
EMERGING MARKETS FINANCE AND TRADE, 2020, 56 (04) :771-795
[53]   A CREDIT SCORING MODEL FOR PERSONAL LOANS [J].
STEENACKERS, A ;
GOOVAERTS, MJ .
INSURANCE MATHEMATICS & ECONOMICS, 1989, 8 (01) :31-34
[55]   Who can get money? Evidence from the Chinese peer-to-peer lending platform [J].
Tao, Qizhi ;
Dong, Yizhe ;
Lin, Ziming .
INFORMATION SYSTEMS FRONTIERS, 2017, 19 (03) :425-441
[56]  
Thorndike E.L., 1913, Educational psychology, V1-2
[57]   RWA Web: A Free, Comprehensive, Web-Based, and User-Friendly Tool for Relative Weight Analyses [J].
Tonidandel, Scott ;
LeBreton, James M. .
JOURNAL OF BUSINESS AND PSYCHOLOGY, 2015, 30 (02) :207-216
[58]   Determining the Statistical Significance of Relative Weights [J].
Tonidandel, Scott ;
LeBreton, James A. ;
Johnson, Jeff W. .
PSYCHOLOGICAL METHODS, 2009, 14 (04) :387-399
[59]   ONLINE PEER-TO-PEER LENDING DECISION MAKING: MODEL DEVELOPMENT AND TESTING [J].
Wan, Qingyao ;
Chen, Dongyu ;
Shi, Weihua .
SOCIAL BEHAVIOR AND PERSONALITY, 2016, 44 (01) :117-130
[60]  
WANG H, 2009, LECT NOTES BUSINESS