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The effect of internationalisation on modelling credit risk for SMEs: Evidence from UK market

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  • Gupta, Jairaj
  • Wilson, Nicholas
  • Gregoriou, Andros
  • Healy, Jerome

Abstract

This study considers domestic and international small and medium-sized enterprises (SMEs) of the United Kingdom separately while modelling their default risk. To establish the empirical validation, separate one-year default prediction models are developed using dynamic logistic regression technique that encapsulates significant financial information over an analysis period of 2000 to 2009. Almost an identical set of explanatory variables affect the default probability of domestic and international SMEs, which contradicts the need for separate default risk models. However, the lower predictive accuracy measures of the model developed for international SMEs motivate us to compare the weights of regression coefficients of the models developed for domestic and international firms. Test results confirm that four out of the nine common predictors display significant statistical differences in their weights. However, these differences do not contribute to the discriminatory performance of the default prediction models, given that we report very little difference in each model's classification performance.

Suggested Citation

  • Gupta, Jairaj & Wilson, Nicholas & Gregoriou, Andros & Healy, Jerome, 2014. "The effect of internationalisation on modelling credit risk for SMEs: Evidence from UK market," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 31(C), pages 397-413.
    • Handle: RePEc:eee:intfin:v:31:y:2014:i:c:p:397-413
    DOI: 10.1016/j.intfin.2014.05.001
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    as
    1. Linda Allen & Christos Pantzalis, 1996. "Valuation of the operating Flexibility of Multinational Corporations," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 27(4), pages 633-653, December.
    2. Platt, Harlan D. & Platt, Marjorie B., 1991. "A note on the use of industry-relative ratios in bankruptcy prediction," Journal of Banking & Finance, Elsevier, vol. 15(6), pages 1183-1194, December.
    3. Anderson, Raymond, 2007. "The Credit Scoring Toolkit: Theory and Practice for Retail Credit Risk Management and Decision Automation," OUP Catalogue, Oxford University Press, number 9780199226405.
    4. Becchetti, Leonardo & Sierra, Jaime, 2003. "Bankruptcy risk and productive efficiency in manufacturing firms," Journal of Banking & Finance, Elsevier, vol. 27(11), pages 2099-2120, November.
    5. Daniel Sullivan, 1994. "Measuring the Degree of Internationalization of a Firm," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 25(2), pages 325-342, June.
    6. Edmister, Robert O., 1972. "An Empirical Test of Financial Ratio Analysis for Small Business Failure Prediction," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 7(2), pages 1477-1493, March.
    7. Caves,Richard E., 2007. "Multinational Enterprise and Economic Analysis," Cambridge Books, Cambridge University Press, number 9780521677530, October.
    8. Edward I. Altman, 1968. "Financial Ratios, Discriminant Analysis And The Prediction Of Corporate Bankruptcy," Journal of Finance, American Finance Association, vol. 23(4), pages 589-609, September.
    9. Merton, Robert C, 1974. "On the Pricing of Corporate Debt: The Risk Structure of Interest Rates," Journal of Finance, American Finance Association, vol. 29(2), pages 449-470, May.
    10. Edward I. Altman & Gabriele Sabato, 2013. "MODELING CREDIT RISK FOR SMEs: EVIDENCE FROM THE US MARKET," World Scientific Book Chapters, in: Oliviero Roggi & Edward I Altman (ed.), Managing and Measuring Risk Emerging Global Standards and Regulations After the Financial Crisis, chapter 9, pages 251-279, World Scientific Publishing Co. Pte. Ltd..
    11. Edward I. Altman, 1968. "The Prediction Of Corporate Bankruptcy: A Discriminant Analysis," Journal of Finance, American Finance Association, vol. 23(1), pages 193-194, March.
    12. Ohlson, Ja, 1980. "Financial Ratios And The Probabilistic Prediction Of Bankruptcy," Journal of Accounting Research, Wiley Blackwell, vol. 18(1), pages 109-131.
    13. Doukas, John A. & Pantzalis, Christos, 2003. "Geographic diversification and agency costs of debt of multinational firms," Journal of Corporate Finance, Elsevier, vol. 9(1), pages 59-92, January.
    14. Zoltan J. Acs & Randall K. Morck & Bernard Yeung, 2008. "Entrepreneurship, Globalization and Public Policy," Chapters, in: Entrepreneurship, Growth and Public Policy, chapter 30, pages 430-446, Edward Elgar Publishing.
    15. Todd A Burgman, 1996. "An Empirical Examination of Multinational Corporate Capital Structure," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 27(3), pages 553-570, September.
    16. Beck, Thorsten & Demirguc-Kunt, Asli, 2006. "Small and medium-size enterprises: Access to finance as a growth constraint," Journal of Banking & Finance, Elsevier, vol. 30(11), pages 2931-2943, November.
    17. Sumantra Ghoshal, 1987. "Global strategy: An organizing framework," Strategic Management Journal, Wiley Blackwell, vol. 8(5), pages 425-440, September.
    18. Caves,Richard E., 2007. "Multinational Enterprise and Economic Analysis," Cambridge Books, Cambridge University Press, number 9780521860130, October.
    19. Kwang Chul Lee & Chuck C Y Kwok, 1988. "Multinational Corporations vs. Domestic Corporations: International Environmental Factors and Determinants of Capital Structure," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 19(2), pages 195-217, June.
    20. 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.
    21. Kannan Ramaswamy & K Galen Kroeck & William Renforth, 1996. "Measuring the Degree of Internationalization of a firm: A Comment," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 27(1), pages 167-177, March.
    22. Fatemi, Ali M., 1988. "The effect of international diversification on corporate financing policy," Journal of Business Research, Elsevier, vol. 16(1), pages 17-30, January.
    23. Shumway, Tyler, 2001. "Forecasting Bankruptcy More Accurately: A Simple Hazard Model," The Journal of Business, University of Chicago Press, vol. 74(1), pages 101-124, January.
    24. Jairaj Gupta & Nicholas Wilson & Andros Gregoriou & Jerome Healy, 2014. "The value of operating cash flow in modelling credit risk for SMEs," Applied Financial Economics, Taylor & Francis Journals, vol. 24(9), pages 649-660, May.
    25. Özgür Arslan & Mehmet Baha Karan, 2009. "Credit risks and internationalization of SMEs," Journal of Business Economics and Management, Taylor & Francis Journals, vol. 10(4), pages 361-368, September.
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    8. Wang, Kai & Zhao, Ruiqing & Peng, Jin, 2018. "Trade credit contracting under asymmetric credit default risk: Screening, checking or insurance," European Journal of Operational Research, Elsevier, vol. 266(2), pages 554-568.
    9. Halabi, Hussein & Alshehabi, Ahmad & Wood, Geoffrey & Khan, Zaheer & Afrifa, Godfred, 2021. "The impact of international diversification on credit scores: Evidence from the UK," International Business Review, Elsevier, vol. 30(6).
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