IDEAS home Printed from https://ideas.repec.org/a/eee/intfin/v31y2014icp397-413.html
   My bibliography  Save this article

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

Author

Listed:
  • 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
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S1042443114000584
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.intfin.2014.05.001?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    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.
    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.
    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.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Bagheri, Mahshid & Mitchelmore, Siwan & Bamiatzi, Vassiliki & Nikolopoulos, Konstantinos, 2019. "Internationalization Orientation in SMEs: The Mediating Role of Technological Innovation," Journal of International Management, Elsevier, vol. 25(1), pages 121-139.
    2. Francesco Ciampi & Alessandro Giannozzi & Giacomo Marzi & Edward I. Altman, 2021. "Rethinking SME default prediction: a systematic literature review and future perspectives," Scientometrics, Springer;Akadémiai Kiadó, vol. 126(3), pages 2141-2188, March.
    3. Bátiz-Zuk Enrique & Mohamed Abdulkadir & Sánchez-Cajal Fátima, 2021. "Exploring the sources of loan default clustering using survival analysis with frailty," Working Papers 2021-14, Banco de México.
    4. Mara Madaleno & Celeste Amorim Varum & Isabel Horta, 2018. "SMEs Performance and Internationalization: A Traditional Industry Approach," Annals of Economics and Finance, Society for AEF, vol. 19(2), pages 605-624, November.
    5. Judit Oláh & Sándor Kovács & Zuzana Virglerova & Zoltán Lakner & Maria Kovacova & József Popp, 2019. "Analysis and Comparison of Economic and Financial Risk Sources in SMEs of the Visegrad Group and Serbia," Sustainability, MDPI, vol. 11(7), pages 1-19, March.
    6. Brache, Jose & Callagher, Lisa & Husted, Kenneth, 2022. "The effects of interfirm cooperation purpose on export performance: Choosing between local and overseas partners," Journal of Business Research, Elsevier, vol. 148(C), pages 12-22.
    7. Zaoxian Wang & Dechun Huang, 2023. "A New Perspective on Financial Risk Prediction in a Carbon-Neutral Environment: A Comprehensive Comparative Study Based on the SSA-LSTM Model," Sustainability, MDPI, vol. 15(19), pages 1-22, October.
    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).
    10. Han Xiao & Abdullah Al Mamun & Mohammad Masukujjaman & Qing Yang, 2023. "Modelling the significance of strategic orientation on green innovation: mediation of green dynamic capabilities," Palgrave Communications, Palgrave Macmillan, vol. 10(1), pages 1-15, December.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. 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.
    2. Jairaj Gupta & Andros Gregoriou & Jerome Healy, 2015. "Forecasting bankruptcy for SMEs using hazard function: To what extent does size matter?," Review of Quantitative Finance and Accounting, Springer, vol. 45(4), pages 845-869, November.
    3. fernández, María t. Tascón & gutiérrez, Francisco J. Castaño, 2012. "Variables y Modelos Para La Identificación y Predicción Del Fracaso Empresarial: Revisión de La Investigación Empírica Reciente," Revista de Contabilidad - Spanish Accounting Review, Elsevier, vol. 15(1), pages 7-58.
    4. 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.
    5. Cathcart, Lara & Dufour, Alfonso & Rossi, Ludovico & Varotto, Simone, 2020. "The differential impact of leverage on the default risk of small and large firms," Journal of Corporate Finance, Elsevier, vol. 60(C).
    6. Filipe, Sara Ferreira & Grammatikos, Theoharry & Michala, Dimitra, 2016. "Forecasting distress in European SME portfolios," Journal of Banking & Finance, Elsevier, vol. 64(C), pages 112-135.
    7. Zhichao Luo & Pingyu Hsu & Ni Xu, 2020. "SME Default Prediction Framework with the Effective Use of External Public Credit Data," Sustainability, MDPI, vol. 12(18), pages 1-18, September.
    8. Hernandez Tinoco, Mario & Wilson, Nick, 2013. "Financial distress and bankruptcy prediction among listed companies using accounting, market and macroeconomic variables," International Review of Financial Analysis, Elsevier, vol. 30(C), pages 394-419.
    9. Francesco Ciampi & Valentina Cillo & Fabio Fiano, 2020. "Combining Kohonen maps and prior payment behavior for small enterprise default prediction," Small Business Economics, Springer, vol. 54(4), pages 1007-1039, April.
    10. Ana Paula Matias Gama & Helena Susana Amaral Geraldes, 2012. "Credit risk assessment and the impact of the New Basel Capital Accord on small and medium‐sized enterprises," Management Research Review, Emerald Group Publishing Limited, vol. 35(8), pages 727-749, July.
    11. Zhou, Fanyin & Fu, Lijun & Li, Zhiyong & Xu, Jiawei, 2022. "The recurrence of financial distress: A survival analysis," International Journal of Forecasting, Elsevier, vol. 38(3), pages 1100-1115.
    12. Lin, Hsiou-Wei William & Lo, Huai-Chun & Wu, Ruei-Shian, 2016. "Modeling default prediction with earnings management," Pacific-Basin Finance Journal, Elsevier, vol. 40(PB), pages 306-322.
    13. Serrano-Cinca, Carlos & Gutiérrez-Nieto, Begoña & Bernate-Valbuena, Martha, 2019. "The use of accounting anomalies indicators to predict business failure," European Management Journal, Elsevier, vol. 37(3), pages 353-375.
    14. Enrique Batiz‐Zuk & Fabrizio López‐Gallo & Abdulkadir Mohamed & Fátima Sánchez‐Cajal, 2022. "Determinants of loan survival rates for small and medium‐sized enterprises: Evidence from an emerging economy," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 27(4), pages 4741-4755, October.
    15. Balcaen, Sofie & Ooghe, Hubert, 2006. "35 years of studies on business failure: an overview of the classic statistical methodologies and their related problems," The British Accounting Review, Elsevier, vol. 38(1), pages 63-93.
    16. Ha-Thu Nguyen, 2014. "Default Predictors in Credit Scoring - Evidence from France’s Retail Banking Institution," EconomiX Working Papers 2014-26, University of Paris Nanterre, EconomiX.
    17. Bátiz-Zuk Enrique & Mohamed Abdulkadir & Sánchez-Cajal Fátima, 2021. "Exploring the sources of loan default clustering using survival analysis with frailty," Working Papers 2021-14, Banco de México.
    18. John Nkwoma Inekwe, 2016. "Financial Distress, Employees’ Welfare and Entrepreneurship Among SMEs," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 129(3), pages 1135-1153, December.
    19. Emilia Bonaccorsi di Patti & Alessio D’Ignazio & Marco Gallo & Giacinto Micucci, 2015. "The Role of Leverage in Firm Solvency: Evidence From Bank Loans," Italian Economic Journal: A Continuation of Rivista Italiana degli Economisti and Giornale degli Economisti, Springer;Società Italiana degli Economisti (Italian Economic Association), vol. 1(2), pages 253-286, July.
    20. Oesterle, Michael-Jörg & Richta, Hannah Noriko & Fisch, Jan Hendrik, 2013. "The influence of ownership structure on internationalization," International Business Review, Elsevier, vol. 22(1), pages 187-201.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:intfin:v:31:y:2014:i:c:p:397-413. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/intfin .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.