An AHP-based approach to credit risk evaluation of mortgage loans

International Journal of Strategic Property Management

Volumn 18, Issue 1, 2014, Pages 38-55

  Ferreira, Fernando A F ^a,b   Santos, Sérgio P ^c,d   Dias, Vítor M C ^e  

^a INSTITUTO UNIVERSITÁRIO DE LISBOA ISCTE IUL   (Portugal)

^b UNIVERSITY OF MEMPHIS   (United States)

^c UNIVERSITY OF ALGARVE   (Portugal)

^d UNIVERSITY OF ÉVORA   (Portugal)

^e POLYTECHNIC INSTITUTE OF SANTARÉM   (Portugal)

Author keywords

AHP based approach; Credit scoring; MCDA; Mortgage loan risk analysis; Trade offs

Indexed keywords

EID: 84897058997     PISSN: 1648715X     EISSN: 16489179     Source Type: Journal    
DOI: 10.3846/1648715X.2013.863812     Document Type: Article

References (48)

1. Akhigbe, A.; McNulty, J. 2011. Bank monitoring, profit efficiency and the commercial lending business model, Journal of Economics and Business 63(6): 531-551. http://dx.doi.org/10.1016/j.jeconbus.2011.07.001
2. Alonso, J.; Lamata, M. 2006. Consistency in the analytic hierarchy process: a new approach, International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems 14(4): 445-459. http://dx.doi.org/10.1142/S0218488506004114
3. Altman, E.; Saunders, A. 1997. Credit risk measurement: developments over the last 20 years, Journal of Banking & Finance 21(11/12): 1721-1742. http://dx.doi.org/10.1016/S0378-4266(97)00036-8
4. Ananda, J.; Herath, G. 2009. A critical review of multicriteria decision making methods with special reference to forest management and planning, Ecological Economics 68(10): 2535-2548. http://dx.doi.org/10.1016/j.ecolecon.2009.05.010
5. Avery, R.; Calem, P.; Canner, G. 2004. Consumer credit scoring: do situational circumstances matter?, Journal of Banking & Finance 28(4): 835-856. http://dx.doi.org/10.1016/j.jbankfin.2003.10.009
6. Bana e Costa, C.; Vansnick, J. 2008. A critical analysis of the eigenvalue method used to derive priorities in the AHP, European Journal of Operational Research 187(3): 1422-1428. http://dx.doi.org/10.1016/j.ejor.2006.09.022
7. Bana e Costa, C.; De Corte, J.; Vansnick, J. 2005. On the mathematical foundations of MACBETH, in Figueira J.; Greco, S.and Ehrgott, M. (Eds.). Multiple criteria decision analysis: the state of the art surveys. New York: Springer, 409-442.
8. Belton, V.; Gear, A. 1983. On a short-coming of Saaty's method of analytic hierarchies, Omega 11(3): 228-230. http://dx.doi.org/10.1016/0305-0483(83)90047-6
9. Belton, V.; Stewart, T. 2002. Multiple criteria decision analysis: an integrated approach. Dordrech: Kluwer Academic Publishers.
10. Beltratti, A.; Stulz, R. 2012. The credit crisis around the globe: why did some banks perform better?, Journal of Financial Economics 105(1): 1-17. http://dx.doi.org/10.1016/j.jfineco.2011.12.005
11. Chikolwa, B.; Chan, F. 2008. Determinants of commercial mortgage-backed securities credit ratings: Australian evidence, International Journal of Strategic Property Management 12(2): 69-94. http://dx.doi.org/10.3846/1648-715X.2008.12.69-94
12. Costa, P.; Baidya, T. 2003. Market risk measurement methods: a comparative study, Revista Produção 13(3): 18-33.
13. Crook, J.; Edelman, D.; Thomas, L. 2007. Recent developments in consumer credit risk assessment, European Journal of Operational Research 183(3): 1447-1465. http://dx.doi.org/10.1016/j.ejor.2006.09.100
14. Doumpos, M.; Zopounidis, C. 2001. Assessing financial risks using a multicriteria sorting procedure: the case of country risk assessment, Omega 29(1): 97-109. http://dx.doi.org/10.1016/S0305-0483(00)00028-1
15. Doumpos, M.; Kosmidou, K.; Baourakis, G.; Zopounidis, C. 2002. Credit risk assessment using a multicriteria hierarchical discrimination approach: a comparative analysis, European Journal of Operational Research 138(2): 392-412. http://dx.doi.org/10.1016/S0377-2217(01)00254-5
16. Ferreira, F.; Santos, S.; Rodrigues, P. 2011a. Adding value to bank branch performance evaluation using cognitive maps and MCDA: a case study, Journal of the Operational Research Society 62(7): 1320-1333. http://dx.doi.org/10.1057/jors.2010.111
17. Ferreira, F.; Santos, S.; Rodrigues, P. 2011b. From traditional operational research to multiple criteria decision analysis: basic ideas on an evolving field, Problems and Perspectives in Management 9(3): 114-121.
18. Ferreira, F.; Spahr, R.; Pereira, J. 2011c. New banking trends, MCDA and financial decisions: insights and a framework for retail banking, Banks and Bank Systems 6(2): 23-35.
19. Grunert, J.; Norden, L.; Weber, M. 2005. The role of nonfinancial factors in internal credit ratings, Journal of Banking & Finance 29(2): 509-531. http://dx.doi.org/10.1016/j.jbankfin.2004.05.017
20. Jacobson, T.; Roszbach, K. 2003. Bank lending policy, credit scoring and value-at-risk, Journal of Banking& Finance 27(4): 615-633. http://dx.doi.org/10.1016/S0378-4266(01)00254-0
21. Kajimo-Shakantu, K.; Evans, K. 2006. The role of banks in the provision of low-income housing finance in South Africa: can they play a different role?, International Journal of Strategic Property Management 10(1): 23-38. http://dx.doi.org/10.1080/1648715X.2006.9637542
22. Kaya, T.; Kahraman, C. 2011. A fuzzy approach to ebanking website quality assessment based on an integrated AHP-ELECTRE method, Technological and Economic Development of Economy 17(2): 313-334. http://dx.doi.org/10.3846/20294913.2011.583727
23. Kowalski, T.; Shachmurove, Y. 2011. The financial crisis: what is there to learn?, Global Finance Journal 22(3): 238-247. http://dx.doi.org/10.1016/j.gfj.2011.10.014
24. Laininen, P.; Hämäläinen, R. 2003. Analyzing AHPmatrices by regression, European Journal of Operational Research 148(3): 514-524. http://dx.doi.org/10.1016/S0377-2217(02)00430-7
25. th ed. Lisbon: Instituto Formação Bancária. (In Portuguese).
26. Lopez, J.; Saidenberg, M. 2000Evaluating credit risk models, Journal of Banking & Finance 24(1-2): 151-165. http://dx.doi.org/10.1016/S0378-4266(99)00055-2
27. Mari, C.; Renò, R. 2005. Credit risk analysis of mortgage loans: an application to the Italian market, European Journal of Operational Research 163(1): 83-93. http://dx.doi.org/10.1016/j.ejor.2003.12.007
28. Pastor-Fernando, J.; Aragonés-Beltrán, P.; Hospitaler-Pérez, A.; García-Melón, M. 2010. An ANPand AHP-based approach for weighting criteria in public works bidding, Journal of the Operational Research Society 61(2): 905-916. http://dx.doi.org/10.1057/ jors.2010.13
29. Perez-Gladish, B.; M'Zali, B. 2010. An AHP-based approach to mutual funds' social performance measurement, International Journal of Multicriteria Decision Making 1(1): 103-127. http://dx.doi.org/10.1504/IJMCDM.2010.033689
30. Puri, M.; Rocholl, J.; Steffen, S. 2011. Global retail lending in the aftermath of the US financial crisis: distinguishing between supply and demand effects, Journal of Financial Economics 100(3): 556-578. http://dx.doi.org/10.1016/j.jfineco.2010.12.001
31. Saaty, T. 1980. The analytic hierarchy process: planning, priority setting, resource allocation. New York: McGraw-Hill.
32. Saaty, T. 2008. Relative measurement and its generalization in decision making: why pairwise comparisons are central in mathematics for the measurement of intangible factors - the analytic hierarchy/network process, Revista de la Real Academia de Ciencias Exactas, Fisicas y Naturales. Serie A. Matematicas 102(2): 251-318. http://dx.doi.org/10.1007/BF03191825
33. Scarpel, R.; Milioni, A. 2002. Utilização conjunta de modelagem econométrica e otimização em decisões de concessão de crédito, Pesquisa Operacional 22(1): 61-72. http://dx.doi.org/10.1590/S0101-74382002000100004
34. Šušteršič, M.; Mramor, D.; Zupan, J. 2009. Consumer credit scoring models with limited data, Expert Systems with Applications 36(3): 4736-4744. http://dx.doi.org/10.1016/j.eswa.2008.06.016
35. Thomas, L. 2009. Modelling the credit risk for portfolios of consumer loans: analogies with corporate loan models, Mathematics and Computers in Simulation 79(8): 2525-2534. http://dx.doi.org/10.1016/j.mat-com.2008.12.006
36. Thomas, L. 2010. Consumer finance: challenges for operational research, Journal of the Operational Research Society 61(1): 41-52. http://dx.doi.org/10.1057/jors.2009.104
37. Twala, B. 2010. Multiple classifier application to credit risk assessment, Expert Systems with Applications 37(4): 3326-3336. http://dx.doi.org/10.1016/j.eswa.2009.10.018
38. Vilas Boas, C. 2005. Método multicritérios de análise de decisão (MMAD) para as decisões relacionadas ao uso múltiplo de reservatórios: analytic hierarchy process (AHP), in Pessoa, J. (Ed.). Simpósio brasileiro de recursos hídricos, 6.
39. Wang, G.; Hao, J.; Ma, J.; Jiang, H. 2011. A comparative assessment of ensemble learning for credit scoring, Expert Systems with Applications 8(1): 223-230. http://dx.doi.org/10.1016/j.eswa.2010.06.048
40. Weber, M.; Borcherding, K. 1993. Behavioral influences on weight judgments in multiattribute decision making, European Journal of Operational Research 67(1): 1-12. http://dx.doi.org/10.1016/0377-2217(93)90318-H
41. Williams, M.; Dennis, A.; Stam, A.; Aronson, J. 2007. The impact of DSS use and information load on errors and decision quality, European Journal of Operational Research 176(1): 468-481 http://dx.doi.org/10.1016/j.ejor.2005.06.064
42. Wu, H. 2012. Constructing a strategy map for banking institutions with key performance indicators of the balanced scorecard, Evaluation and Program Planning 35(3): 303-320. http://dx.doi.org/10.1016/j.eval-progplan.2011.11.009
43. Xiao-yan, Z.; Yan-lei, Q.; Peilong, S. 2011. Review of the international financial trends in post financial crisis era, Procedia Engineering 15: 4795-4799. http://dx.doi.org/10.1016/j.proeng.2011.08.896
44. Xu, Y.; Zhang, Y. 2009. A online credit evaluation method based on AHP and SPA, Communications in Nonlinear Science and Numerical Simulation 14(7): 3031-3036. http://dx.doi.org/10.1016/j.cnsns.2008.10.018
45. Yeager, T. 2011. Causes, consequences and cures of the subprime financial crisis, Journal of Economics and Business 63(5): 345-348. http://dx.doi.org/10.1016/j.jeconbus.2011.05.004
46. Yu, L.; Wang, S.; Lai, K. 2009. An intelligent-agent-based fuzzy group decision making model for financial multicriteria decision support: the case of credit scoring, European Journal of Operational Research 195(3): 942-959. http://dx.doi.org/10.1016/j.ejor.2007.11.025
47. Yurdakul, M.; İç, Y. 2004. AHP approach in the credit evaluation of the manufacturing firms in Turkey, International Journal of Production Economics 88(3): 269-289. http://dx.doi.org/10.1016/S0925-5273(03)00189-0
48. Zavadskas, E. K.; Turskis, Z. 2011. Multiple criteria decision making (MCDM) methods in economics: an overview, Technological and Economic Development of Economy 17(2): 397-427. http://dx.doi.org/10.3846/20294913.2011.593291