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

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  • Bergerès, Anne-Sophie

    (Caisse de dépôt et placement du Québec)

  • D'Astous, Philippe

    (HEC Montreal, Canada Research Chair in Risk Management)

  • Dionne, Georges

    (HEC Montreal, Canada Research Chair in Risk Management)

Abstract

Whereas recent studies on revolving lines of credit suggest a positive relationship between exposure at default and default probability on the line, this paper considers the relationship between two financial instruments through the simultaneous analysis of credit line utilization and default probability on a personal loan. We model both financial instruments endogenously in a simultaneous equation system and find strong evidence of a positive relationship between the two instruments. Individuals in the default state use their credit line 59% more than those in the non-default state, and full utilization of the credit line increases the default probability on the loan by 46% when compared with non-utilization. Our results suggest that banks should manage both financial instruments simultaneously.

Suggested Citation

  • Bergerès, Anne-Sophie & D'Astous, Philippe & Dionne, Georges, 2013. "Is there any dependence between consumer credit line utilization and default probability on a term loan? Evidence from bank-level data," Working Papers 11-3, HEC Montreal, Canada Research Chair in Risk Management.
    • Handle: RePEc:ris:crcrmw:2011_003
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    1. Shubhasis Dey, 2005. "Lines of Credit and Consumption Smoothing: The Choice between Credit Cards and Home Equity Lines of Credit," Staff Working Papers 05-18, Bank of Canada.
    2. Calem, P. & Cannon, M. & Nakamura, L.I., 2011. "Credit Cycle and Adverse Selection Effects in Consumer Credit Markets – Evidence from the HELOC Market," Other publications TiSEM 910df767-94d2-4995-933b-2, Tilburg University, School of Economics and Management.
    3. Philip E. Strahan, 1999. "Borrower risk and the price and nonprice terms of bank loans," Staff Reports 90, Federal Reserve Bank of New York.
    4. John Y. Campbell, 2006. "Household Finance," Journal of Finance, American Finance Association, vol. 61(4), pages 1553-1604, August.
    5. S M Finlay, 2006. "Predictive models of expenditure and over-indebtedness for assessing the affordability of new consumer credit applications," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 57(6), pages 655-669, June.
    6. Cambpbell, John Y. & Jackson, Howell Edmunds & Madrian, Brigitte & Tufano, Peter, 2010. "The Regulation of Consumer Financial Products: An Introductory Essay with Four Case Studies," Scholarly Articles 4450128, Harvard Kennedy School of Government.
    7. Agarwal, Sumit & Ambrose, Brent W. & Chomsisengphet, Souphala & Liu, Chunlin, 2006. "An empirical analysis of home equity loan and line performance," Journal of Financial Intermediation, Elsevier, vol. 15(4), pages 444-469, October.
    8. Lars Norden & Martin Weber, 2010. "Credit Line Usage, Checking Account Activity, and Default Risk of Bank Borrowers," The Review of Financial Studies, Society for Financial Studies, vol. 23(10), pages 3665-3699, October.
    9. Amemiya, Takeshi, 1979. "The Estimation of a Simultaneous-Equation Tobit Model," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 20(1), pages 169-181, February.
    10. Heckman, James, 2013. "Sample selection bias as a specification error," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 31(3), pages 129-137.
    11. Newey, Whitney K., 1987. "Efficient estimation of limited dependent variable models with endogenous explanatory variables," Journal of Econometrics, Elsevier, vol. 36(3), pages 231-250, November.
    12. Amemiya, Takeshi, 1978. "The Estimation of a Simultaneous Equation Generalized Probit Model," Econometrica, Econometric Society, vol. 46(5), pages 1193-1205, September.
    13. Sumit Agarwal & Souphala Chomsisengphet & John C. Driscoll, 2004. "Loan commitments and private firms," Finance and Economics Discussion Series 2004-27, Board of Governors of the Federal Reserve System (U.S.).
    14. Amir Sufi, 2009. "Bank Lines of Credit in Corporate Finance: An Empirical Analysis," The Review of Financial Studies, Society for Financial Studies, vol. 22(3), pages 1057-1088, March.
    15. Nelson, Forrest & Olson, Lawrence, 1978. "Specification and Estimation of a Simultaneous-Equation Model with Limited Dependent Variables," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 19(3), pages 695-709, October.
    16. Amir Sufi, 2009. "Bank Lines of Credit in Corporate Finance: An Empirical Analysis," The Review of Financial Studies, Society for Financial Studies, vol. 22(3), pages 1057-1088.
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    More about this item

    Keywords

    Consumer finance; consumer risk management; credit line; term loan; default probability; ability to pay; endogeneity; simultaneous equations;
    All these keywords.

    JEL classification:

    • D12 - Microeconomics - - Household Behavior - - - Consumer Economics: Empirical Analysis
    • D14 - Microeconomics - - Household Behavior - - - Household Saving; Personal Finance
    • G01 - Financial Economics - - General - - - Financial Crises
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • G33 - Financial Economics - - Corporate Finance and Governance - - - Bankruptcy; Liquidation

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