On the Rise of FinTechs: Credit Scoring Using Digital Footprints

被引:367
作者
Berg, Tobias [1 ]
Burg, Valentin [2 ]
Gombovic, Ana [1 ,3 ]
Puri, Manju [4 ,5 ]
机构
[1] Frankfurt Sch Finance & Management, Adickesallee 32-34, D-60318 Frankfurt, Germany
[2] Humboldt Univ, Berlin, Germany
[3] Tech Univ Darmstadt, Darmstadt, Germany
[4] Duke Univ, Durham, NC 27706 USA
[5] NBER, Cambridge, MA 02138 USA
关键词
RELATIONSHIP BANKING; FINANCIAL SERVICES; INFORMATION;
D O I
10.1093/rfs/hhz099
中图分类号
F8 [财政、金融];
学科分类号
0202 ;
摘要
We analyze the information content of a digital footprint-that is, information that users leave online simply by accessing or registering on a Web site-for predicting consumer default. We show that even simple, easily accessible variables from a digital footprint match the information content of credit bureau scores. A digital footprint complements rather than substitutes for credit bureau information and affects access to credit and reduces default rates. We discuss the implications for financial intermediaries' business models, access to credit for the unbanked, and the behavior of consumers, firms, and regulators in the digital sphere.
引用
收藏
页码:2845 / 2897
页数:53
相关论文
共 63 条
[1]  
Altman EI, 2010, J CREDIT RISK, V6, P95
[2]  
[Anonymous], 2016, BUSINESS WIRE
[3]  
BBVA, 2017, DIG FOOTPR TOOL INCR
[4]   Access to Financial Services: Measurement, Impact, and Policies [J].
Beck, Thorsten ;
Demirguc-Kunt, Asli ;
Honohan, Patrick .
WORLD BANK RESEARCH OBSERVER, 2009, 24 (01) :119-145
[5]   Eponymous Entrepreneurs [J].
Belenzon, Sharon ;
Chatterji, Aaron K. ;
Daley, Brendan .
AMERICAN ECONOMIC REVIEW, 2017, 107 (06) :1638-1655
[6]  
Berg T., 2017, Working Paper
[7]   Playing the Devil's Advocate: The Causal Effect of Risk Management on Loan Quality [J].
Berg, Tobias .
REVIEW OF FINANCIAL STUDIES, 2015, 28 (12) :3367-3406
[8]   Does function follow organizational form? Evidence from the lending practices of large and small banks [J].
Berger, AN ;
Miller, NH ;
Petersen, MA ;
Rajan, RG ;
Stein, JC .
JOURNAL OF FINANCIAL ECONOMICS, 2005, 76 (02) :237-269
[9]  
Bertrand Marianne, 2017, Working paper
[10]   Relationship banking: What do we know? [J].
Boot, AWA .
JOURNAL OF FINANCIAL INTERMEDIATION, 2000, 9 (01) :7-25