Abstract
The main goal of this paper is the development of a platform which can insure the effectiveness and the simplification of the loan granting process performed by financial credit institutions and banks oriented to small and medium enterprises. The factors considered include employee’s education, experience, philosophy, self-beliefs and self-understanding of the bank’s target and values and his self-commitment to the bank’s objectives. This paper proposes a platform which implements a statistical model, containing financial indicators. The model is flexible, being able to include, besides financial indicators, some emotional ones, considered as model corrections pertaining to the decision maker. The latter indicators are important in borderline decisions. Our platform has been validated on samples containing financial data for Romanian small and medium sized enterprises.
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References
Adam, F., Humphreys, P.: Encyclopedia of Decision Making and Decision Support Technologies. University College Cork, Ireland. London School of Economics and Political Science, UK (2008)
ARS community public implementation. http://www.adrefsys.org
Ashby, S., Palermo, T., Power, M.: Risk culture in financial organizations: an interim report. Accounting & Finance with Plymouth University, The London School of Economics and Political Science. http://www.lse.ac.uk/accounting/CARR/pdf/risk-culture-interim-report.pdf. November 2012
Austin, R.D.: Measuring and Managing Performance in Organizations. Dorset House Publishing, New York (1996)
Bagnasco, A., Chirico, M., Parodi, G., Marina, S.A.: A model for an open and flexible e-training platform to encourage companies’ learning culture and meet employees’ learning needs. Educational Tech. Soc. 6(1) (2003). DIBE, University of Genoa, ISSN 1436–4522
Banerjee, A.V.: A simple model of herd behavior. Q. J. Econ. 107(3), 797–817 (1992). The MIT Press
Basel II, International Convergence of Capital Measurement and Capital Standards: A Revised Framework Comprehensive Version, Bank for International Settlements, Press & Communications, CH-4002 Basel, Switzerland, ISBN print: 92-9131-720-9, ISBN web: 92-9197-720-9 (2006)
Basel Committee on Banking Supervision. Basel III, A Global Regulatory Framework for More Resilient Banks and Banking Systems, Bank for International Settlements (2010)
Berger, A., Barrera, M., Parsons, L., Klein, J.: Credit Scoring for Microenterprise Lenders. The Aspen Institute/FIELD (2007). http://fieldus.org/projects/pdf/CreditScoring.pdf
Bradberry, T., Greaves, J.: Emotional Intelligence 2.0. TalentSmart, San Diego (2009). ISBN 978-0-9743206-2-5
Business Dictionary. http://www.businessdictionary.com
Cameron, A.C., Trivedi, P.K.: Microeconometrics: Methods and Applications. 1058 p. Cambridge University Press, Cambridge (2005)
Cameron, A.C., Trivedi, P.K.: Microeconometrics Using Stata, 692 p. A Stata Press Publication, StataCorp LP, College Station, Texas (2009)
Collins, J., Porras, J.I.: Built to Last: Successful Habits of Visionary Companies. HarperBusiness, New York (1994). ISBN 0887306713
Fernandes, J.E.: Corporate Credit Risk Modeling: Quantitative Rating System and Probability of Default Estimation, SSRN working paper (2005). www.ratingexpress.net/content
Gokhale, M.: Use of Analytical Hierarchy Process in University Strategy Planning. University of Missouri-Rolla, Master of Science in Engineering Management (2007)
Heathfield, S.M.: Culture: your environment for people at work. Am. Soc. Quality’s J. Quality and Participation (2000). http://humanresources.about.com/od/organizationalculture/a/culture.htm
Hillston, J.: A Compositional Approach to Performance Modeling. Cambridge University Press, New York (1996). University of Edinburgh, ISBN: 0-521-57189-8, http://www.dcs.ed.ac.uk/pepa/book.pdf
Hofstede, G.: Culture’s Consequences: Comparing Values, Behaviors, Institutions and Organizations Across Nations, 2nd edn. Sage Publications, Thousand Oaks (2001)
Kahneman, D., Tversky, A.: Prospect theory: an analysis of decision under risk. Econometrica 47(2), 263–292 (1979)
Issa, K.T.: Princess sumaya university for technology. Int. J. Bus. Soc. Sci. 3(6), 105–111 (2012). (Special Issue - March 2012)
Li, X.-L., Zhong, Y.: An overview of personal credit scoring: techniques and future work. Int. J. Intell. Sci. 2, 181–189 (2012)
Macdonald, B., Rust, C., Thrift, C., Swanson, D.: Measuring the Performance and Impact of Community Indicators Systems: Insights on Frameworks and Examples of Key Performance Indicators. The International Institute for Sustainable Development (2012)
Marques, A.I., Garcia, V., Sanchez, J.S.: A literature review on the application of evolutionary computing to credit scoring. J. Oper. Res. Soc. 64, 1384–1399 (2013)
Mikusova, M., Janeckova, V.: Developing and implementing successful key performance indicators. World Acad. Sci. Eng. Technol. 42, p. 983 (2010)
Special, N., Consultant Phoebus, J., Dhrymes, N.S., Consultant Tsvetan, N., Beloreshki.: CREDIT RATINGS FOR STRUCTURED PRODUCTS A Review of Analytical Methodologies, Credit Assessment Accuracy, and Issuer Selectivity among the Credit Rating Agencies by NERA Senior Vice President Andrew Carron (2003)
Pabian, A., Felicjan, B., Kuceba, R.: Role of cultural differences in international small business development, In: 28th Annual SEAANZ Conference Proceedings, Small Enterprise Association of Australia and New Zealand, Melbourne, pp. 1–3, July 2015
Patton, M.Q.: Qualitative Research Evaluation Methods. Sage Publishers, Thousand Oaks (1987)
Pavlidis, N.G., Tasoulis, D.K., Adams, N.M., Hand, D.J.: Adaptive consumer credit classification. Int. J. Intell. Sci. 2, 181–189 (2012)
Ranf, D.E.: Cultural differences in project management. Annales Universitatis Apulensis Series Oeconomica 12(2), 657–662 (2010)
Sahota, M.: An Agile Adoption and Transformation Survival Guide: Working With Organizational Culture. Published by InfoQ, Enterprise Software Development Series, ISBN 978-1-105-73572-1 (2012). http://pearllanguage.org/images/4/4f/Agile_Transition_Survival_Guide.pdf
Thomas, L.C.: A survey of credit and behavioral scoring: forecasting financial risk of lending to consumers. Int. J. Forecast. 16(2000), 149–172 (2000)
Thomas, L.C., Oliver, R.W., Hand, D.J.: A survey of the issues in consumer credit modeling research. J. Oper. Res. Soc. 56, 1006–1015 (2005)
Thomas, L.C.: Consumer finance: challenges for operational research. J. Oper. Res. Soc. 61, 41–52 (2010). doi:10.1057/jors.2009.104
Vac, G.I.: Adaptive reference system: a tool for measuring managerial performance. Studia Univ. Babeş-Bolyai Informatica LX(1), 63–78 (2015)
Velasquez, M., Hester, P.T.: An analysis of multi-criteria decision making methods. Int. J. Oper. Res. 10(2), 56–66 (2013)
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Vac, G.I., Găban, L.V. (2016). A New Perspective Over the Risk Assessment in Credit Scoring Analysis Using the Adaptive Reference System. In: Abramowicz, W., Alt, R., Franczyk, B. (eds) Business Information Systems. BIS 2016. Lecture Notes in Business Information Processing, vol 255. Springer, Cham. https://doi.org/10.1007/978-3-319-39426-8_11
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