Ferreira Filipe, Sara and Grammatikos, Theoharry and Michala, Dimitra (2014): Forecasting Distress in European SME Portfolios.
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Abstract
In the European Union, small and medium sized enterprises (SMEs) represent 99% of all businesses and contribute to more than half of the total value-added. In this paper, we develop distress prediction models for SMEs using a dataset from eight European countries over the period 2000-2009. We examine idiosyncratic and systematic covariates and find that the first discriminate between healthy and distressed firms based on their relative level of risk, whereas the second move the overall distress rates. Moreover, SMEs across Europe are vulnerable to the same idiosyncratic factors but systematic factors vary in different regions. Also, micro SMEs are more vulnerable to these systematic factors compared to larger SMEs. The paper contributes to the literature in several ways. First, using a sample with many micro companies, it offers unique insights into the European small business sector. Second, it is the first paper to explore distress in a multi-country setting, allowing for regional comparisons and uncovering regional vulnerabilities. Third, by incorporating systematic dependencies, the models can capture changes in overall distress rates and comovements during economic cycles.
Item Type: | MPRA Paper |
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Original Title: | Forecasting Distress in European SME Portfolios |
Language: | English |
Keywords: | credit risk, distress, forecasting, SMEs, discrete time hazard model, multi-period logit model, duration analysis |
Subjects: | C - Mathematical and Quantitative Methods > C1 - Econometric and Statistical Methods and Methodology: General > C13 - Estimation: General C - Mathematical and Quantitative Methods > C4 - Econometric and Statistical Methods: Special Topics > C41 - Duration Analysis ; Optimal Timing Strategies C - Mathematical and Quantitative Methods > C5 - Econometric Modeling > C53 - Forecasting and Prediction Methods ; Simulation Methods G - Financial Economics > G3 - Corporate Finance and Governance > G33 - Bankruptcy ; Liquidation |
Item ID: | 53572 |
Depositing User: | Mrs Dimitra Michala |
Date Deposited: | 10 Feb 2014 14:28 |
Last Modified: | 29 Sep 2019 11:07 |
References: | Acharya, Viral V., Rangarajan K. Sundaram, and Kose John. (2011). “Cross-Country Variations in Capital Structure: The Role of Bankruptcy Costs.” Journal of Financial Intermediation 20(1), 25-54. Allen, Linda, and Anthony Saunders. (2004). “Incorporating Systemic Influences Into Risk Measurements: A Survey of the Literature.” Journal of Financial Services Research 26(2), 161-192. Altman, Edward I. (1968). “Financial Ratios, Discriminant Analysis and the Prediction of Corporate Bankruptcy.” The Journal of Finance 23(4), 589-609. Altman, Edward I., and Edith Hotchkiss. (2005). Corporate Financial Distress and Bankruptcy, 3rd ed. Wiley. Altman, Edward I., and Paul Narayanan. (1997). “An International Survey of Business Failure Classification Models.” Financial Markets, Institutions and Instruments 6(2), 1-57. Altman, Edward I., and Gabriele Sabato. (2007). “Modelling Credit Risk for SMEs: Evidence from the U.S. Market.” Abacus 43(3), 332-357. Altman, Edward I., Gabriele Sabato, and Nicholas Wilson. (2010). “The Value of Non-Financial Information in SME Risk Management.” Journal of Credit Risk 6(2), 95-127. Altman, Edward I., and Anthony Saunders. (1998). “Credit Risk Measurement: Developments Over the last 20 years.” Journal of Banking and Finance 21(11). 1721–1742. Basel Committee on Banking Supervision. (2006). “Basel II: International Convergence of Capital Measurement and Capital Standards: A Revised Framework - Comprehensive Version”. Basel, Switzerland, Bank for International Settlements. Becchetti, Leonardo, and Jaime Sierra. (2003). “Bankruptcy risk and productive efficiency in manufacturing firms.” Journal of Banking and Finance 27(11), 2099–2120. Beck, Thorsten, Asli Demirguc-Kunt, and Vojislav Maksimovic. (2008). “Financing Patterns around the World: Are Small Firms Different?” Journal of Financial Economics 89(3), 467-487. Berger, Allen N., and Gregory F. Udell. (1998). “The Economics of Small Business Finance: The Roles of Private Equity and Debt Markets in the Financial Growth Cycle.” Journal of Banking and Finance 22(6-8), 613-673. Berger, Allen N., and Gregory F. Udell. (2006). “A More Complete Conceptual Framework about SME Finance.” Journal of Banking and Finance 30(11), 2945-2966. Bruneau, Catherine, Olivier de Bandt, and Widad El Amri. (2012). “Macroeconomic Fluctuations and Corporate Financial Fragility.” Journal of Financial Stability 8(4), 219-235. Campbell, John Y., Jens Hilscher, and Jan Szilagyi. (2008). “In Search of Distress Risk.” The Journal of Finance 63(6), 2899-2939. Carling, Kenneth, Tor Jacobson, Jesper Lindé, and Kasper Roszbach. (2007). “Corporate Credit Risk Modeling and the Macroeconomy.” Journal of Banking and Finance 31(3), 845–868. Chava, Sudheer, and Robert Jarrow. (2004). “Bankruptcy Prediction with Industry Effects.” Review of Finance 8(4), 537–569. Cox, David R. (1972). “Regression Models and Life-Tables.” Journal of the Royal Statistical Society Series B 34(2), 187-220. Davydenko, Sergei A. (2012). “When Do Firms Default? A Study of the Default Boundary”. Working Paper. Davydenko, Sergei A., and Julian R. Franks. (2008). “Do Bankruptcy Codes Matter? A Study of Defaults in France, Germany, and the U.K.” The Journal of Finance 63(2), 568-608. DeYoung, Robert, Dennis Glennon, and Peter Nigro. (2008). “Borrower–Lender Distance, Credit Scoring, and Loan Performance: Evidence from informational-opaque small business borrowers.” Journal of Financial Intermediation 17(1), 113–143. Dietsch, Michel, and Joël Petey. (2004). “Should SME Exposures be treated as Retail or Corporate Exposures? A Comparative Analysis of Default Probabilities and Asset Correlations in French and German SMEs.” Journal of Banking and Finance 28(4), 773-788. Duffie, Darrel, Leandro Saita, and Ke Wang. (2007). “Multi-period Corporate Default Prediction with Stochastic Covariates.” Journal of Financial Economics 83(3), 635–665. Edminster, Robert O. (1972). “An Empirical Test of Financial Ratio Analysis for Small Business Failure Prediction.” The Journal of Financial and Quantitative Analysis 7(2), 1477-1493. Engelmann, Bernd, Evelyn Hayden, and Dirk Tasche. (2003). “Testing Rating Accuracy.” Journal of Risk 16(1), 82-86. Euler Hermes (2011). “Macroeconomic Risk and Insolvency Outlook.” Economic Outlook no. 9/2011. European Commission (2007). “Observatory of European SMEs.” Analytical Report, Flash Eurobarometer 196. Froot, Kenneth A. (1989). “Consistent Covariance Matrix Estimation with Cross-Sectional Dependence and Heteroskedasticity in Financial Data.” Journal of Financial and Quantitative Analysis 24(3), 333-355. Gilson, Stuart C., and Michael R. Vetsuypens. (1993). “CEO Compensation in Financially Distressed Firms: An Empirical Analysis.” The Journal of Finance 48(2), 425-458. Glennon, Dennis, and Peter Nigro. (2005). “Measuring the Default Risk of Small Business Loans: A Survival Analysis Approach.” Journal of Money, Credit and Banking 37(5), 923–947. Grunert Jens, Lars Norden, and Martin Weber. (2005). “The role of non-financial factors in internal credit ratings.” Journal of Banking and Finance 29(2), 509-531. Headd, Brian. (2003). “Redefining Business Success: Distinguishing Between Closure and Failure.” Small Business Economics 21(1), 51–61. Hillegeist, Stephen A., Elizabeth K. Keating, Donald P. Cram, and Kyle G. Lundstedt. (2004). “Assessing the Probability of Bankruptcy.” Review of Accounting Studies 9(1), 5-34. Hosmer, David W., and Stanley Lemeshow. (2000). Applied Logistic Regression, 2nd ed. Wiley. Jacobson, Tor, Jesper Lindé, and Kasper Roszbach. (2005). “Exploring Interactions between Real Activity and the Financial Stance.” Journal of Financial Stability 1(3), 308-341. Jacobson, Tor, Jesper Lindé, and Kasper Roszbach. (2013). “Firm Default and Aggregate Fluctuations.” Journal of the European Economic Association 11(4), 942-972. Koopman, Siem Jan, Roman Kräussl, André Lucas, and André B. Monteiro. (2009). “Credit Cycles and Macrofundamentals.” Journal of Empirical Finance 16(1), 42-54. Merton, Robert C. (1974). “On the Pricing of Corporate Debt: The Risk Structure of Interest Rates.” The Journal of Finance 29(2), 449–470. Nam, Chae Woo, Tong Suk Kim, Nam Jung Park, and Hoe Kyung Lee. (2008). “Bankruptcy Prediction Using a Discrete-Time Duration Model Incorporating Temporal and Macroeconomic Dependencies.” Journal of Forecasting 27(6), 493–506. OECD (2005). OECD SME and Entrepreneurship Outlook 2005. Ross, Stephen A., Randolph Westerfield, and Jeffrey Jaffe. (2010). Corporate Finance, 9th ed. McGraw-Hill/Irwin Series. Shumway, Tyler. (2001). “Forecasting Bankruptcy More Accurately: A Simple Hazard Model.” Journal of Business 74(1), 101-124. Stein, Jeremy C. (2002). “Information Production and Capital Allocation: Decentralized versus Hierarchical Firms.” The Journal of Finance 57(5), 1891-1921. Watson, John, Jim Everett. (1993). “Defining Small Business Failure.” International Small Business Journal 3(11), 35–48. White, Halbert. (1994). Estimation, Inference and Specification Analysis. Cambridge University Press. Wilson, Thomas C. (1997a). “Portfolio Credit Risk (I).” Risk 10(9), 111-117. Wilson, Thomas C. (1997b). “Portfolio Credit Risk (II).” Risk 10(10), 56-61. Wooldridge, Jeffrey M. (2002). Econometric Analysis of Cross-section and Panel Data. MIT press. World Bank. (2013). “Doing Business, Smarter Regulations for Small and Medium-Sized Enterprises.” Report 2013. Zmijewski, Mark E. (1984). “Methodological Issues Related to the Estimation of Financial Distress Prediction Models.” Journal of Accounting Research 22(Supplement), 59–82. |
URI: | https://mpra.ub.uni-muenchen.de/id/eprint/53572 |