Soft Information and Small Business Lending

被引:0
|
作者
Yehning Chen
Rachel J. Huang
John Tsai
Larry Y. Tzeng
机构
[1] National Taiwan University,Department of Finance
[2] National Taiwan University of Science and Technology,Graduate Institute of Finance
[3] National Chengchi University,Risk and Insurance Research Center
来源
关键词
Soft information; Small business lending; Default prediction; Credit scoring; G21; G33;
D O I
暂无
中图分类号
学科分类号
摘要
Using data from a Taiwanese finance company, this paper empirically investigates the value of soft information, information that requires the subjective interpretation by the loan officers who collect it and cannot be credibly transmitted to others, for making small business loans. It finds that the use of soft information significantly improves the power of default prediction models. It also identifies the types of soft information that are helpful for predicting loan defaults. In addition, it shows that borrowers with more favorable soft information enjoy lower interest rates. These results imply that soft information is important for small business lending.
引用
收藏
页码:115 / 133
页数:18
相关论文
共 50 条
  • [1] Soft Information and Small Business Lending
    Chen, Yehning
    Huang, Rachel J.
    Tsai, John
    Tzeng, Larry Y.
    [J]. JOURNAL OF FINANCIAL SERVICES RESEARCH, 2015, 47 (01) : 115 - 133
  • [2] Bank Consolidation and Soft Information Acquisition in Small Business Lending
    Yoshiaki Ogura
    Hirofumi Uchida
    [J]. Journal of Financial Services Research, 2014, 45 : 173 - 200
  • [3] Bank Consolidation and Soft Information Acquisition in Small Business Lending
    Ogura, Yoshiaki
    Uchida, Hirofumi
    [J]. JOURNAL OF FINANCIAL SERVICES RESEARCH, 2014, 45 (02) : 173 - 200
  • [4] The Information Revolution and Small Business Lending: The Missing Evidence
    Robert DeYoung
    W. Scott Frame
    Dennis Glennon
    Peter Nigro
    [J]. Journal of Financial Services Research, 2011, 39 : 19 - 33
  • [5] The Information Revolution and Small Business Lending: The Missing Evidence
    DeYoung, Robert
    Frame, W. Scott
    Glennon, Dennis
    Nigro, Peter
    [J]. JOURNAL OF FINANCIAL SERVICES RESEARCH, 2011, 39 (1-2) : 19 - 33
  • [6] Asymmetric information and price competition in small business lending
    Liu, Ming-Hua
    Margaritis, Dimitris
    Tourani-Rad, Alireza
    [J]. JOURNAL OF BANKING & FINANCE, 2011, 35 (09) : 2189 - 2196
  • [7] How does soft information about small business lending affect bank efficiency under capital regulation?
    Lin, Jyh-Horng
    Chen, Shi
    Tsai, Jeng-Yan
    [J]. QUANTITATIVE FINANCE AND ECONOMICS, 2019, 3 (01): : 53 - 74
  • [8] Does distance still matter? The information revolution in small business lending
    Petersen, MA
    Rajan, RG
    [J]. JOURNAL OF FINANCE, 2002, 57 (06): : 2533 - 2570
  • [9] Sustainable small business lending
    Rink, Sebastian
    [J]. SUSTAINABLE FUTURES, 2024, 8
  • [10] Small Business Lending and Regulation for Small Banks
    Srivastav, Abhishek
    Vallascas, Francesco
    [J]. MANAGEMENT SCIENCE, 2021, 68 (10) : 7742 - 7760