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A Judgment-Based Risk Assessment Framework for Consumer Loans

Author

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  • Fernando A. F. Ferreira

    (ISCTE Business School, BRU-IUL, University Institute of Lisbon, Avenida das Forças Armadas, 1649-026 Lisbon, Portugal2Fogelman College of Business and Economics, University of Memphis, Memphis, TN 38152-3120, USA)

  • Ieva Meidutė-Kavaliauskienė

    (Faculty of Business Management, Vilnius Gediminas Technical University, Saulėtekio al. 11, LT-10223 Vilnius, Lithuania4BRU-IUL, University Institute of Lisbon, Avenida das Forças Armadas, 1649-026 Lisbon, Portugal)

  • Edmundas K. Zavadskas

    (Faculty of Civil Engineering, Vilnius Gediminas Technical University, Saulėtekio al. 11, LT-10223 Vilnius, Lithuania)

  • Marjan S. Jalali

    (ISCTE Business School, BRU-IUL, University Institute of Lisbon, Avenida das Forças Armadas, 1649-026 Lisbon, Portugal)

  • Sandra M. J. Catarino

    (School of Management and Technology, Polytechnic Institute of Santarém, Complexo Andaluz, Apartado 295, 2001-904 Santarém, Portugal)

Abstract

Credit to personal consumption is an important activity of the financial system and crucial to the socioeconomic development of a country. It is important, therefore, that the methods and techniques used to evaluate consumer credit risk be as efficient and informative as possible, in order to strengthen decisions to approve or reject credit and promote sustainable economic growth. This study aims to create a multiple criteria expert system which integrates cognitive maps and the measuring attractiveness by a categorical-based evaluation technique (MACBETH) to create a complementary framework for consumer credit risk assessment. The results show that this integrated approach allows the evaluation process of consumer credit risk to be more informed and transparent, providing value for the evaluation processes of this type of credit application as a result of the privileged contact established with a panel of credit analysts. Advantages, limitations, and managerial implications are also discussed.

Suggested Citation

  • Fernando A. F. Ferreira & Ieva Meidutė-Kavaliauskienė & Edmundas K. Zavadskas & Marjan S. Jalali & Sandra M. J. Catarino, 2019. "A Judgment-Based Risk Assessment Framework for Consumer Loans," International Journal of Information Technology & Decision Making (IJITDM), World Scientific Publishing Co. Pte. Ltd., vol. 18(01), pages 7-33, January.
  • Handle: RePEc:wsi:ijitdm:v:18:y:2019:i:01:n:s021962201850044x
    DOI: 10.1142/S021962201850044X
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    1. G Montibeller & V Belton, 2006. "Causal maps and the evaluation of decision options—a review," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 57(7), pages 779-791, July.
    2. Eden, Colin, 2004. "Analyzing cognitive maps to help structure issues or problems," European Journal of Operational Research, Elsevier, vol. 159(3), pages 673-686, December.
    3. Jacobson, Tor & Roszbach, Kasper, 2003. "Bank lending policy, credit scoring and value-at-risk," Journal of Banking & Finance, Elsevier, vol. 27(4), pages 615-633, April.
    4. Manuel D. N. T. Oliveira & Fernando A. F. Ferreira & Guillermo O. Pérez-Bustamante Ilander & Marjan S. Jalali, 2017. "Integrating cognitive mapping and MCDA for bankruptcy prediction in small- and medium-sized enterprises," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 68(9), pages 985-997, September.
    5. Bana e Costa, Carlos A. & Carnero, María Carmen & Oliveira, Mónica Duarte, 2012. "A multi-criteria model for auditing a Predictive Maintenance Programme," European Journal of Operational Research, Elsevier, vol. 217(2), pages 381-393.
    6. 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, Elsevier, vol. 138(2), pages 392-412, April.
    7. Edmundas Kazimieras Zavadskas & Valentinas Podvezko, 2016. "Integrated Determination of Objective Criteria Weights in MCDM," International Journal of Information Technology & Decision Making (IJITDM), World Scientific Publishing Co. Pte. Ltd., vol. 15(02), pages 267-283, March.
    8. L C Thomas, 2010. "Consumer finance: challenges for operational research," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 61(1), pages 41-52, January.
    9. Eden, Colin & Ackermann, Fran, 2004. "Cognitive mapping expert views for policy analysis in the public sector," European Journal of Operational Research, Elsevier, vol. 152(3), pages 615-630, February.
    10. JosÉ Figueira & Salvatore Greco & Matthias Ehrogott, 2005. "Multiple Criteria Decision Analysis: State of the Art Surveys," International Series in Operations Research and Management Science, Springer, number 978-0-387-23081-8, April.
    11. Bana E Costa, Carlos A. & Stewart, Theodor J. & Vansnick, Jean-Claude, 1997. "Multicriteria decision analysis: Some thoughts based on the tutorial and discussion sessions of the ESIGMA meetings," European Journal of Operational Research, Elsevier, vol. 99(1), pages 28-37, May.
    12. Thomas, Lyn C., 2009. "Modelling the credit risk for portfolios of consumer loans: Analogies with corporate loan models," Mathematics and Computers in Simulation (MATCOM), Elsevier, vol. 79(8), pages 2525-2534.
    13. 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.
    14. Robert B. Avery & Paul S. Calem & Glenn B. Canner, 2004. "Consumer credit scoring: do situational circumstances matter?," BIS Working Papers 146, Bank for International Settlements.
    15. Kosmidou K. & Doumpos M. & Zopounidis C., 2002. "A Multicriteria Hierarchical Discrimination Approach for Credit Risk Problems," European Research Studies Journal, European Research Studies Journal, vol. 0(1-2), pages 53-68, January -.
    16. Bana e Costa, Carlos A. & Chagas, Manuel P., 2004. "A career choice problem: An example of how to use MACBETH to build a quantitative value model based on qualitative value judgments," European Journal of Operational Research, Elsevier, vol. 153(2), pages 323-331, March.
    17. Constantin Zopounidis & Emilios C. C Galariotis & Michael Doumpos & Stavroula Sarri & Kostas Andriosopoulos, 2015. "Multiple criteria decision aiding for finance: An updated bibliographic survey," Post-Print hal-02879842, HAL.
    18. Doumpos, Michael & Zopounidis, Constantin, 2001. "Assessing financial risks using a multicriteria sorting procedure: the case of country risk assessment," Omega, Elsevier, vol. 29(1), pages 97-109, February.
    19. Marlene N M Filipe & Fernando A F Ferreira & Sérgio P Santos, 2015. "A multiple criteria information system for pedagogical evaluation and professional development of teachers," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 66(11), pages 1769-1782, November.
    20. Avery, Robert B. & Calem, Paul S. & Canner, Glenn B., 2004. "Consumer credit scoring: Do situational circumstances matter?," Journal of Banking & Finance, Elsevier, vol. 28(4), pages 835-856, April.
    21. Fernando A. F. Ferreira & Ronald W. Spahr & Mark A. Sunderman & Marjan S. Jalali, 2018. "A prioritisation index for blight intervention strategies in residential real estate," Journal of the Operational Research Society, Taylor & Francis Journals, vol. 69(8), pages 1269-1285, August.
    22. Tegarden, David P. & Sheetz, Steven D., 2003. "Group cognitive mapping: a methodology and system for capturing and evaluating managerial and organizational cognition," Omega, Elsevier, vol. 31(2), pages 113-125, April.
    23. Belton, Valerie & Hodgkin, Julie, 1999. "Facilitators, decision makers, D.I.Y. users: Is intelligent multicriteria decision support for all feasible or desirable?," European Journal of Operational Research, Elsevier, vol. 113(2), pages 247-260, March.
    24. Zavadskas, E. K. & Kaklauskas, A. & Banaitis, A. & Kvederyte, N., 2004. "Housing credit access model: The case for Lithuania," European Journal of Operational Research, Elsevier, vol. 155(2), pages 335-352, June.
    25. Grunert, Jens & Norden, Lars & Weber, Martin, 2005. "The role of non-financial factors in internal credit ratings," Journal of Banking & Finance, Elsevier, vol. 29(2), pages 509-531, February.
    26. Wenshuai Wu & Gang Kou, 2016. "A group consensus model for evaluating real estate investment alternatives," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 2(1), pages 1-10, December.
    27. Keeney, Ralph L., 1996. "Value-focused thinking: Identifying decision opportunities and creating alternatives," European Journal of Operational Research, Elsevier, vol. 92(3), pages 537-549, August.
    28. Ramiro Sanchez-Lopez & Carlos Bana e Costa & Bernard Baets, 2012. "The MACBETH approach for multi-criteria evaluation of development projects on cross-cutting issues," Annals of Operations Research, Springer, vol. 199(1), pages 393-408, October.
    29. Bana e Costa, Carlos A. & Oliveira, Rui Carvalho, 2002. "Assigning priorities for maintenance, repair and refurbishment in managing a municipal housing stock," European Journal of Operational Research, Elsevier, vol. 138(2), pages 380-391, April.
    30. Fernando A. F. Ferreira & Sérgio P. Santos & Paulo M. M. Rodrigues & Ronald W. Spahr, 2014. "Evaluating retail banking service quality and convenience with MCDA techniques: a case study at the bank branch level," Journal of Business Economics and Management, Taylor & Francis Journals, vol. 15(1), pages 1-21, February.
    31. Marjan S. Jalali & Fernando A. F. Ferreira & João J. M. Ferreira & Ieva Meidutė-Kavaliauskienė, 2016. "Integrating Metacognitive and Psychometric Decision-Making Approaches for Bank Customer Loyalty Measurement," International Journal of Information Technology & Decision Making (IJITDM), World Scientific Publishing Co. Pte. Ltd., vol. 15(04), pages 815-837, July.
    32. Fasolo, Barbara & Bana e Costa, Carlos A., 2014. "Tailoring value elicitation to decision makers' numeracy and fluency: Expressing value judgments in numbers or words," Omega, Elsevier, vol. 44(C), pages 83-90.
    33. Lopez, Jose A. & Saidenberg, Marc R., 2000. "Evaluating credit risk models," Journal of Banking & Finance, Elsevier, vol. 24(1-2), pages 151-165, January.
    34. Crook, Jonathan N. & Edelman, David B. & Thomas, Lyn C., 2007. "Recent developments in consumer credit risk assessment," European Journal of Operational Research, Elsevier, vol. 183(3), pages 1447-1465, December.
    35. P. Zhou & B. Ang, 2009. "Comparing MCDA Aggregation Methods in Constructing Composite Indicators Using the Shannon-Spearman Measure," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 94(1), pages 83-96, October.
    36. Constantin Zopounidis & Emilios Galariotis & Michael Doumpos & Stavroula Sarri & Kostas Andriosopoulos, 2015. "Multiple criteria decision aiding for finance: An updated bibliographic survey," Post-Print hal-01183389, HAL.
    37. Mari, Carlo & Reno, Roberto, 2005. "Credit risk analysis of mortgage loans: An application to the Italian market," European Journal of Operational Research, Elsevier, vol. 163(1), pages 83-93, May.
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