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The Financing of Innovative SMEs: a multicriteria credit rating model

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  • Silvia Angilella
  • Sebastiano Mazz`u

Abstract

Small Medium-sized Enterprises (SMEs) face many obstacles when they try to access credit market. These obstacles are increased if the SMEs are innovative. In this case, financial data are insufficient or even not reliable. Thus, when building a judgemental rating model, mainly based on qualitative criteria (soft information), it is very important to finance SMEs' activities. Until now, there isn't a multicriteria credit risk model based on soft information for innovative SMEs. In this paper, we try to fill this gap by presenting a multicriteria credit risk model, specifically, ELECTRE-TRI. To obtain robust SMEs' assignments to the risk classes, a SMAA-TRI analysis is also implemented. In fact, SMAA-TRI incorporates ELECTRE-TRI by considering different sets of preference parameters with Monte Carlo simulations. Finally, we carry out some real case studies, with the aim of illustrating the multicriteria credit risk model proposed.

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  • Silvia Angilella & Sebastiano Mazz`u, 2013. "The Financing of Innovative SMEs: a multicriteria credit rating model," Papers 1308.0889, arXiv.org, revised Jun 2014.
    • Handle: RePEc:arx:papers:1308.0889
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    1. Berger, Allen N. & Miller, Nathan H. & Petersen, Mitchell A. & Rajan, Raghuram G. & Stein, Jeremy C., 2005. "Does function follow organizational form? Evidence from the lending practices of large and small banks," Journal of Financial Economics, Elsevier, vol. 76(2), pages 237-269, May.
    2. Berger, Allen N. & Udell, Gregory F., 2006. "A more complete conceptual framework for SME finance," Journal of Banking & Finance, Elsevier, vol. 30(11), pages 2945-2966, November.
    3. Voulgaris, Fotini & Doumpos, Michael & Zopounidis, Constantin, 2000. "On the Evaluation of Greek Industrial SMEs' Performance via Multicriteria Analysis of Financial Ratios," Small Business Economics, Springer, vol. 15(2), pages 127-136, September.
    4. Alfred Kleinknecht & Kees Van Montfort & Erik Brouwer, 2002. "The Non-Trivial Choice between Innovation Indicators," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 11(2), pages 109-121.
    5. Bertrand Mareschal & Jean Pierre Brans & Philippe Vincke, 1984. "Prométhée: a new family of outranking methods in multicriteria analysis," ULB Institutional Repository 2013/9305, ULB -- Universite Libre de Bruxelles.
    6. James R. Brown & Steven M. Fazzari & Bruce C. Petersen, 2009. "Financing Innovation and Growth: Cash Flow, External Equity, and the 1990s R&D Boom," Journal of Finance, American Finance Association, vol. 64(1), pages 151-185, February.
    7. Canales, Rodrigo & Nanda, Ramana, 2012. "A darker side to decentralized banks: Market power and credit rationing in SME lending," Journal of Financial Economics, Elsevier, vol. 105(2), pages 353-366.
    8. Tervonen, Tommi & Figueira, José Rui & Lahdelma, Risto & Dias, Juscelino Almeida & Salminen, Pekka, 2009. "A stochastic method for robustness analysis in sorting problems," European Journal of Operational Research, Elsevier, vol. 192(1), pages 236-242, January.
    9. Sébastien Damart & Luis Dias & Vincent Mousseau, 2007. "Supporting groups in sorting decisions: methodology and use of a multi-criteria aggregation-disaggregation DSS," Post-Print halshs-00170234, HAL.
    10. Roy, Bernard, 1993. "Decision science or decision-aid science?," European Journal of Operational Research, Elsevier, vol. 66(2), pages 184-203, April.
    11. Dirk Czarnitzki & Hanna Hottenrott, 2011. "R&D investment and financing constraints of small and medium-sized firms," Small Business Economics, Springer, vol. 36(1), pages 65-83, January.
    12. 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.
    13. Moro, Andrea & Fink, Matthias, 2013. "Loan managers’ trust and credit access for SMEs," Journal of Banking & Finance, Elsevier, vol. 37(3), pages 927-936.
    14. 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 -.
    15. Chiara Pederzoli & Grid Thoma & Costanza Torricelli, 2011. "Modelling credit risk for innovative firms: the role of innovation measures," Centro Studi di Banca e Finanza (CEFIN) (Center for Studies in Banking and Finance) 11031, Universita di Modena e Reggio Emilia, Dipartimento di Economia "Marco Biagi".
    16. Mousseau, V. & Figueira, J. & Naux, J. -Ph., 2001. "Using assignment examples to infer weights for ELECTRE TRI method: Some experimental results," European Journal of Operational Research, Elsevier, vol. 130(2), pages 263-275, April.
    17. Beck, T.H.L. & Demirgüc-Kunt, A. & Martinez Peria, M., 2009. "Bank Financing for SMEs : Evidence Across Countries and Bank-Ownership Types," Other publications TiSEM cb3cb9f1-da47-4607-ab26-a, Tilburg University, School of Economics and Management.
    18. Thorsten Beck & Asli Demirgüç-Kunt & María Pería, 2011. "Bank Financing for SMEs: Evidence Across Countries and Bank Ownership Types," Journal of Financial Services Research, Springer;Western Finance Association, vol. 39(1), pages 35-54, April.
    19. repec:dau:papers:123456789/1482 is not listed on IDEAS
    20. Figueira, Jose & Roy, Bernard, 2002. "Determining the weights of criteria in the ELECTRE type methods with a revised Simos' procedure," European Journal of Operational Research, Elsevier, vol. 139(2), pages 317-326, June.
    21. Matteo Bugamelli & Luigi Cannari & Francesca Lotti & Silvia Magri, 2012. "The innovation gap of Italy�s production system: roots and possible solutions," Questioni di Economia e Finanza (Occasional Papers) 121, Bank of Italy, Economic Research and International Relations Area.
    22. Andrea Brandolini & Matteo Bugamelli & Guglielmo Barone & Antonio Bassanetti & Magda Bianco & Emanuele Breda & Emanuela Ciapanna & Federico Cingano & Francesco D'Amuri & Leandro D'Aurizio & Virginia D, 2009. "Report on trends in the Italian productive system," Questioni di Economia e Finanza (Occasional Papers) 45, Bank of Italy, Economic Research and International Relations Area.
    23. Angilella, Silvia & Greco, Salvatore & Lamantia, Fabio & Matarazzo, Benedetto, 2004. "Assessing non-additive utility for multicriteria decision aid," European Journal of Operational Research, Elsevier, vol. 158(3), pages 734-744, November.
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