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Determinants of loan survival rates for small and medium‐sized enterprises: Evidence from an emerging economy

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  • Enrique Batiz‐Zuk
  • Fabrizio López‐Gallo
  • Abdulkadir Mohamed
  • Fátima Sánchez‐Cajal

Abstract

This article investigates the determinants of bank loan survival time in an emerging economy for ‘micro’, ‘small’ and ‘medium’‐sized enterprises. We use proprietary data from the Central Bank of Mexico for approximately 1.5 million company loans between January 2010 and May 2017. Our results show that firm' characteristics at the time of loan origination, and lagged macroeconomic factors have a significant impact on the loan survival times. Further tests on model validation show that our fitted survival model performs reasonably well in out of sample forecasts.

Suggested Citation

  • 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.
    • Handle: RePEc:wly:ijfiec:v:27:y:2022:i:4:p:4741-4755
    DOI: 10.1002/ijfe.2397
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    1. Mata, Jose & Portugal, Pedro, 1994. "Life Duration of New Firms," Journal of Industrial Economics, Wiley Blackwell, vol. 42(3), pages 227-245, September.
    2. Glennon, Dennis & Nigro, Peter, 2005. "Measuring the Default Risk of Small Business Loans: A Survival Analysis Approach," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 37(5), pages 923-947, October.
    3. 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).
    4. Giuseppe Arcuri & Nadine Levratto, 2020. "Early stage SME bankruptcy: does the local banking market matter?," Small Business Economics, Springer, vol. 54(2), pages 421-436, February.
    5. Carling, Kenneth & Jacobson, Tor & Linde, Jesper & Roszbach, Kasper, 2007. "Corporate credit risk modeling and the macroeconomy," Journal of Banking & Finance, Elsevier, vol. 31(3), pages 845-868, March.
    6. 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.
    7. Jairaj Gupta & Mariachiara Barzotto & Amir Khorasgani, 2018. "Does size matter in predicting SMEs failure?," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 23(4), pages 571-605, October.
    8. 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.
    9. Bi-Huei Tsai & Cheng-Few Lee & Lili Sun, 2009. "The Impact of Auditors' Opinions, Macroeconomic and Industry Factors on Financial Distress Prediction: An Empirical Investigation," Review of Pacific Basin Financial Markets and Policies (RPBFMP), World Scientific Publishing Co. Pte. Ltd., vol. 12(03), pages 417-454.
    10. Jia Liu, 2004. "Macroeconomic determinants of corporate failures: evidence from the UK," Applied Economics, Taylor & Francis Journals, vol. 36(9), pages 939-945.
    11. Figlewski, Stephen & Frydman, Halina & Liang, Weijian, 2012. "Modeling the effect of macroeconomic factors on corporate default and credit rating transitions," International Review of Economics & Finance, Elsevier, vol. 21(1), pages 87-105.
    12. Mario Cleves & William W. Gould & Roberto G. Gutierrez & Yulia Marchenko, 2010. "An Introduction to Survival Analysis Using Stata," Stata Press books, StataCorp LP, edition 3, number saus3, March.
    13. 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.
    14. 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..
    15. 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.
    16. Ohlson, Ja, 1980. "Financial Ratios And The Probabilistic Prediction Of Bankruptcy," Journal of Accounting Research, Wiley Blackwell, vol. 18(1), pages 109-131.
    17. Audretsch, David B & Mahmood, Talat, 1995. "New Firm Survival: New Results Using a Hazard Function," The Review of Economics and Statistics, MIT Press, vol. 77(1), pages 97-103, February.
    18. McGuinness, Gerard & Hogan, Teresa & Powell, Ronan, 2018. "European trade credit use and SME survival," Journal of Corporate Finance, Elsevier, vol. 49(C), pages 81-103.
    19. Susanne Espenlaub & Arif Khurshed & Abdulkadir Mohamed, 2012. "IPO Survival in a Reputational Market," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 39(3-4), pages 427-463, April.
    20. 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.
    21. Douglas A. Hensler & Ronald C. Rutherford & Thomas M. Springer, 1997. "The Survival Of Initial Public Offerings In The Aftermarket," Journal of Financial Research, Southern Finance Association;Southwestern Finance Association, vol. 20(1), pages 93-110, March.
    22. P. Holmes & A. Hunt & I. Stone, 2010. "An analysis of new firm survival using a hazard function," Applied Economics, Taylor & Francis Journals, vol. 42(2), pages 185-195.
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