The Financing of Innovative SMEs: a multicriteria credit rating model
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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- Allen N. Berger & Nathan H. Miller & Mitchell A. Petersen & Raghuram G. Rajan & Jeremy C. Stein, 2002.
"Does Function Follow Organizational Form? Evidence From the Lending Practices of Large and Small Banks,"
NBER Working Papers
8752, National Bureau of Economic Research, Inc.
- 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.
- Allen N. Berger & Nathan H. Miller & Mitchell A. Petersen & Raghuram G. Rajan & Jeremy C. Stein, 2002. "Does Function Follow Organzizational Form? Evidence From the Lending Practices of Large and Small Banks," Harvard Institute of Economic Research Working Papers 1976, Harvard - Institute of Economic Research.
- Allen N. Berger & Nathan H. Miller & Mitchell A. Petersen & Raghuran G. Rajan & Jeremy C. Stein, 2002. "Does function follow organizational form? evidence from the lending practices of large and small banks," Proceedings 815, Federal Reserve Bank of Chicago.
- Czarnitzki, Dirk & Binz, Hanna L., 2008.
"R&D Investment and Financing Constraints of Small and Medium-Sized Firm,"
ZEW Discussion Papers
08-047, ZEW - Zentrum für Europäische Wirtschaftsforschung / Center for European Economic Research.
- 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.
- 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.
- 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, vol. 39(1), pages 35-54, April.
- Roy, Bernard, 1993. "Decision science or decision-aid science?," European Journal of Operational Research, Elsevier, vol. 66(2), pages 184-203, April.
- Moro, Andrea & Fink, Matthias, 2013. "Loan managers’ trust and credit access for SMEs," Journal of Banking & Finance, Elsevier, vol. 37(3), pages 927-936.
- 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.
- Rodrigo Canales & Ramana Nanda, 2008. "A Darker Side to Decentralized Banks: Market Power and Credit Rationing in SME Lending," Harvard Business School Working Papers 08-101, Harvard Business School, revised Aug 2011.
- 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.
- 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.
- 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.
- Matteo Bugamelli & Luigi Cannari & Francesca Lotti & Silvia Magri, 2012. "The innovation gap of Italyï¿½s production system: roots and possible solutions," Questioni di Economia e Finanza (Occasional Papers) 121, Bank of Italy, Economic Research and International Relations Area.
- 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 127-36, September.
- 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.
- 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".
- 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.
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