Is there any dependence between consumer credit line utilization and default probability on a term loan? Evidence from bank-customer data

被引:8
作者
Bergeres, Anne-Sophie [1 ]
d'Astous, Philippe [2 ]
Dionne, Georges [3 ]
机构
[1] Caisse Depot & Placement Quebec, Montreal, PQ, Canada
[2] Georgia State Univ, Dept Risk Management & Insurance, Atlanta, GA 30303 USA
[3] HEC Montreal, Dept Finance, Canada Res Chair Risk Management, Montreal, PQ, Canada
关键词
Consumer finance; Credit line utilization; Term loan default probability; Ability to pay; Endogeneity; Simultaneous equations; EMPIRICAL-ANALYSIS; MODELS;
D O I
10.1016/j.jempfin.2015.03.007
中图分类号
F8 [财政、金融];
学科分类号
0202 ;
摘要
We study the relationship between two financial instruments through the simultaneous analysis of personal credit line utilization and default probability on a personal term loan. We model both dependent variables in a system of simultaneous equations and find strong evidence of dependence between the two financial instruments. Individuals in the default state draw their credit line by 9 percentage points more and, depending on the specification, a 10 percentage point increase in credit line utilization decreases the default probability by 0.09 to 0.41 percentage points, on a base default rate of 1.08%. This provides evidence that borrowers may use the liquidity of the credit line to pay down the term loan in periods of financial distress and suggests that banks should manage both financial instruments simultaneously. (C) 2015 Elsevier B.V. All rights reserved.
引用
收藏
页码:276 / 286
页数:11
相关论文
共 22 条
[1]   Credit lines and credit utilization [J].
Agarwal, S ;
Ambrose, BW ;
Liu, CL .
JOURNAL OF MONEY CREDIT AND BANKING, 2006, 38 (01) :1-22
[2]   An empirical analysis of home equity loan and line performance [J].
Agarwal, Surnit ;
Ambrose, Brent W. ;
Chomsisengphet, Souphala ;
Liu, Chunlin .
JOURNAL OF FINANCIAL INTERMEDIATION, 2006, 15 (04) :444-469
[3]  
[Anonymous], 1986, LTD DEPENDENT QUALIT
[4]  
Calem P., 2011, 1113 FED RES BANK PH
[5]  
Campbell J, 2010, RWP1040 HKS
[6]   Household finance [J].
Campbell, John Y. .
JOURNAL OF FINANCE, 2006, 61 (04) :1553-1604
[7]   Regression analysis of proportions in finance with self selection [J].
Cook, Douglas O. ;
Kieschnick, Robert ;
McCullough, B. D. .
JOURNAL OF EMPIRICAL FINANCE, 2008, 15 (05) :860-867
[8]  
Dey Shubhasis, 2005, 200518 BANK CAN
[9]  
Dunn L.F, 1999, OHIO STATE U DEP EC, P13
[10]   Predictive models of expenditure and over-indebtedness for assessing the affordability of new consumer credit applications [J].
Finlay, S. M. .
JOURNAL OF THE OPERATIONAL RESEARCH SOCIETY, 2006, 57 (06) :655-669