Count Data Models For A Credit Scoring System
AbstractCredit scoring systems created for the evaluation of new applications are based on the available statistical information which is related to the behaviour of former clients with credit. Usually, financial institutions apply discriminant analysis techniques to create these systems but they lack of good properties due, for example, to the presence of non-normal variables. As an alternative, the future repayment behaviour is predicted by means of the expected number of unpaid instalments. The use of this latter variable suggests that appropriate models might be of interest, in which some covariant exogenous variables are included in order to specify the expected level of debt. At this point, prepayment is not explicitly considered. These models should be used as explanatory tools when evaluating the level of risk involved in personal credit transactions. Negative Binomial Distribution models are suitable when heterogeneity is taken into account. Some results related to prediction performance are shown for different model specifications in the case of data from a Spanish bank.
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Bibliographic InfoPaper provided by EconWPA in its series Risk and Insurance with number 9407004.
Date of creation: 14 Jul 1994
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count data; NBD models; credit scoring.;
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- Steenackers, A. & Goovaerts, M. J., 1989. "A credit scoring model for personal loans," Insurance: Mathematics and Economics, Elsevier, vol. 8(1), pages 31-34, March.
- Gourieroux, Christian & Monfort, Alain & Trognon, Alain, 1984.
"Pseudo Maximum Likelihood Methods: Applications to Poisson Models,"
Econometric Society, vol. 52(3), pages 701-20, May.
- Gourieroux Christian & Monfort Alain & Trognon A, 1982. "Pseudo maximum lilelihood methods : applications to poisson models," CEPREMAP Working Papers (Couverture Orange) 8203, CEPREMAP.
- Gourieroux Christian & Monfort Alain & Trognon A, 1981.
"Pseudo maximum likelihood methods : theory,"
CEPREMAP Working Papers (Couverture Orange)
- Harris Milton & Townsend, Robert M, 1981. "Resource Allocation under Asymmetric Information," Econometrica, Econometric Society, vol. 49(1), pages 33-64, January.
- Boyes, William J. & Hoffman, Dennis L. & Low, Stuart A., 1989. "An econometric analysis of the bank credit scoring problem," Journal of Econometrics, Elsevier, vol. 40(1), pages 3-14, January.
- Stiglitz, Joseph E & Weiss, Andrew, 1981. "Credit Rationing in Markets with Imperfect Information," American Economic Review, American Economic Association, vol. 71(3), pages 393-410, June.
- Boyd, John H & Smith, Bruce D, 1993.
"The Equilibrium Allocation of Investment Capital in the Presence of Adverse Selection and Costly State Verification,"
Springer, vol. 3(3), pages 427-51, July.
- Boyd, J.h. & Smith, B.D., 1991. "The Equilibrium Allocation of Investment Capital in the Presence of Adverse Selection and Costly State Verification," RCER Working Papers 289, University of Rochester - Center for Economic Research (RCER).
- Rose, Nancy L, 1990. "Profitability and Product Quality: Economic Determinants of Airline Safety Performance," Journal of Political Economy, University of Chicago Press, vol. 98(5), pages 944-64, October.
- Dionne, G. & Doherty, N., 1991.
"Adverse Selection, Commitment and Renegotiation : Extention to and Evidence From Insurance Markets,"
Cahiers de recherche
9134, Universite de Montreal, Departement de sciences economiques.
- Dionne, Georges & Doherty, Neil A, 1994. "Adverse Selection, Commitment, and Renegotiation: Extension to and Evidence from Insurance Markets," Journal of Political Economy, University of Chicago Press, vol. 102(2), pages 209-35, April.
- Dionne, G. & Doherty, N., 1991. "Adverse Selection, Commitment and Renegotiation : Extention to and Evidence From Insurance Markets," Cahiers de recherche 9134, Centre interuniversitaire de recherche en économie quantitative, CIREQ.
- Dionne, G. & Doherty, N.A., 1993. "Adverse Selection, Commitment and Renegotiation: Extension to and Evidence from Insurance Markets," Papers 9301, Paris X - Nanterre, U.F.R. de Sc. Ec. Gest. Maths Infor..
- Crocker, Keith J & Snow, Arthur, 1986. "The Efficiency Effects of Categorical Discrimination in the Insurance Industry," Journal of Political Economy, University of Chicago Press, vol. 94(2), pages 321-44, April.
- Grogger, J T & Carson, Richard T, 1991. "Models for Truncated Counts," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 6(3), pages 225-38, July-Sept.
- Fourgeaud Claude & Gourieroux Christian & Pradel Jacqueline, 1990. "Sélection de clientèle et tarification de prêt bancaire," CEPREMAP Working Papers (Couverture Orange) 9004, CEPREMAP.
- Dionne, G. & Gagne, R. & Gagnon, F. & Vanasse, C., 1993.
"Debt, Moral Hazard and Airline Safety : An Empirical Evidence,"
Cahiers de recherche
9309, Centre interuniversitaire de recherche en économie quantitative, CIREQ.
- Dionne, Georges & Gagne, Robert & Gagnon, Francois & Vanasse, Charles, 1997. "Debt, moral hazard and airline safety An empirical evidence," Journal of Econometrics, Elsevier, vol. 79(2), pages 379-402, August.
- Dionne, G. & Gagne, R. & Gagnon, F. & Vanasse, C., 1994. "Debts, moral hazard and airline safety : an empirica evidence," CEPREMAP Working Papers (Couverture Orange) 9419, CEPREMAP.
- Hausman, Jerry & Hall, Bronwyn H & Griliches, Zvi, 1984.
"Econometric Models for Count Data with an Application to the Patents-R&D Relationship,"
Econometric Society, vol. 52(4), pages 909-38, July.
- Jerry A. Hausman & Bronwyn H. Hall & Zvi Griliches, 1984. "Econometric Models for Count Data with an Application to the Patents-R&D Relationship," NBER Technical Working Papers 0017, National Bureau of Economic Research, Inc.
- Mullahy, John, 1986. "Specification and testing of some modified count data models," Journal of Econometrics, Elsevier, vol. 33(3), pages 341-365, December.
- Jaffee, Dwight M & Russell, Thomas, 1976. "Imperfect Information, Uncertainty, and Credit Rationing," The Quarterly Journal of Economics, MIT Press, vol. 90(4), pages 651-66, November.
- Fenn, Paul T, 1981. "Sickness Duration, Residual Disability, and Income Replacement: An Empirical Analysis," Economic Journal, Royal Economic Society, vol. 91(361), pages 158-73, March.
- Cameron, A Colin & Trivedi, Pravin K, 1986. "Econometric Models Based on Count Data: Comparisons and Applications of Some Estimators and Tests," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 1(1), pages 29-53, January.
- Georges Dionne & Florence Giuliano & Pierre Picard, 2009.
"Optimal Auditing with Scoring: Theory and Application to Insurance Fraud,"
INFORMS, vol. 55(1), pages 58-70, January.
- Dionne, Georges & Giuliano, Florence & Picard, Pierre, 2009. "Optimal auditing with scoring: theory and application to insurance fraud," MPRA Paper 18374, University Library of Munich, Germany.
- Georges Dionne & Florence Giuliano & Pierre Picard, 2005. "Optimal Auditing with Scoring Theory and Application to Insurance Fraud," Working Papers hal-00243026, HAL.
- Yaldız Hanedar, Elmas & Broccardo, Eleonora & Bazzana, Flavio, 2014. "Collateral requirements of SMEs: The evidence from less-developed countries," Journal of Banking & Finance, Elsevier, vol. 38(C), pages 106-121.
- Ulrich Kaiser & Andrea Szczesny, 2000. "Einfache oekonomische Verfahren fuer die Kreditrisikomessung," CoFE Discussion Paper 00-28, Center of Finance and Econometrics, University of Konstanz.
- Carling, Kenneth & Jacobson, Tor & Roszbach, Kasper, 2001. "Dormancy risk and expected profits of consumer loans," Journal of Banking & Finance, Elsevier, vol. 25(4), pages 717-739, April.
- Santos Silva, J.M.C. & Murteira, J.M.R., 2009.
"Estimation of default probabilities using incomplete contracts data,"
Journal of Empirical Finance,
Elsevier, vol. 16(3), pages 457-465, June.
- J. M. R. Murteira & Joao M. C. Santos Silva, 2000. "Estimation of Default Probabilities Using Incomplete Contracts Data," Econometric Society World Congress 2000 Contributed Papers 1121, Econometric Society.
- Roszbach, Kasper, 2003.
"Bank Lending Policy, Credit Scoring and the Survival of Loans,"
Working Paper Series
154, Sveriges Riksbank (Central Bank of Sweden).
- Kasper Roszbach, 2004. "Bank Lending Policy, Credit Scoring, and the Survival of Loans," The Review of Economics and Statistics, MIT Press, vol. 86(4), pages 946-958, November.
- Roszbach, Kasper, 1998. "Bank Lending Policy, Credit Scoring and the Survival of Loans," Working Paper Series in Economics and Finance 261, Stockholm School of Economics.
- Woo, Mi-Ja & Sriram, T.N., 2007. "Robust estimation of mixture complexity for count data," Computational Statistics & Data Analysis, Elsevier, vol. 51(9), pages 4379-4392, May.
- Artis, Manuel & Ayuso, Mercedes & Guillen, Montserrat, 1999. "Modelling different types of automobile insurance fraud behaviour in the Spanish market," Insurance: Mathematics and Economics, Elsevier, vol. 24(1-2), pages 67-81, March.
- Marshall, Andrew & Tang, Leilei & Milne, Alistair, 2010. "Variable reduction, sample selection bias and bank retail credit scoring," Journal of Empirical Finance, Elsevier, vol. 17(3), pages 501-512, June.
- G. Dionne & F. Giuliano & P. Picard, 2002.
"Optimal auditing for insurance fraud,"
THEMA Working Papers
2002-32, THEMA (THéorie Economique, Modélisation et Applications), Université de Cergy-Pontoise.
- Elmas Yaldiz Hanedar & Eleonora Broccardo & Flavio Bazzana, 2012. "Collateral Requirements of SMEs:The Evidence from Less–Developed Countries," Centro Studi di Banca e Finanza (CEFIN) (Center for Studies in Banking and Finance) 12111, Universita di Modena e Reggio Emilia, Facoltà di Economia "Marco Biagi".
- Murray Smith, 2003. "On dependency in double-hurdle models," Statistical Papers, Springer, vol. 44(4), pages 581-595, October.
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