Modeling Bankruptcy Prediction for Non-Financial Firms: The Case of Pakistan
AbstractThis paper aims to identify the financial ratios that are most significant in bankruptcy prediction for the non-financial sector of Pakistan based on a sample of companies which became bankrupt over the 1996-2006 period. Twenty four financial ratios covering four important financial attributes namely profitability, liquidity, leverage, and turnover ratios) were examined for a five-year period prior bankruptcy. The discriminant analysis produced a parsimonious model of three variables viz. sales to total assets, EBIT to current liabilities, and cash flow ratio. Our estimates provide evidence that the firms having Z value below zero fall into the “bankrupt” whereas the firms with Z value above zero fall into the “non-bankrupt” category. The model achieved 76.9% prediction accuracy when it is applied to forecast bankruptcies on the underlying sample.
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Bibliographic InfoPaper provided by University Library of Munich, Germany in its series MPRA Paper with number 28161.
Date of creation: 01 Jan 2011
Date of revision:
Bankruptcy; Z-Score; Non-Financial Firms; Financial Ratios; Pakistan;
Find related papers by JEL classification:
- G33 - Financial Economics - - Corporate Finance and Governance - - - Bankruptcy; Liquidation
This paper has been announced in the following NEP Reports:
- NEP-ALL-2011-01-30 (All new papers)
- NEP-FOR-2011-01-30 (Forecasting)
- NEP-RMG-2011-01-30 (Risk Management)
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- Micha, Bernard, 1984. "Analysis of business failures in France," Journal of Banking & Finance, Elsevier, Elsevier, vol. 8(2), pages 281-291, June.
- Andreas Charitou & Evi Neophytou & Chris Charalambous, 2004. "Predicting corporate failure: empirical evidence for the UK," European Accounting Review, Taylor & Francis Journals, Taylor & Francis Journals, vol. 13(3), pages 465-497.
- Maria Vassalou & Yuhang Xing, 2004. "Default Risk in Equity Returns," Journal of Finance, American Finance Association, American Finance Association, vol. 59(2), pages 831-868, 04.
- Altman, Edward I. & Saunders, Anthony, 1997. "Credit risk measurement: Developments over the last 20 years," Journal of Banking & Finance, Elsevier, Elsevier, vol. 21(11-12), pages 1721-1742, December.
- Cooper, Arnold C. & Gimeno-Gascon, F. Javier & Woo, Carolyn Y., 1994. "Initial human and financial capital as predictors of new venture performance," Journal of Business Venturing, Elsevier, vol. 9(5), pages 371-395, September.
- Ilia D. Dichev, 1998. "Is the Risk of Bankruptcy a Systematic Risk?," Journal of Finance, American Finance Association, American Finance Association, vol. 53(3), pages 1131-1147, 06.
- Merton, Robert C., 1973.
"On the pricing of corporate debt: the risk structure of interest rates,"
Working papers, Massachusetts Institute of Technology (MIT), Sloan School of Management
684-73., Massachusetts Institute of Technology (MIT), Sloan School of Management.
- Merton, Robert C, 1974. "On the Pricing of Corporate Debt: The Risk Structure of Interest Rates," Journal of Finance, American Finance Association, American Finance Association, vol. 29(2), pages 449-70, May.
- Black, Fischer & Scholes, Myron S, 1973. "The Pricing of Options and Corporate Liabilities," Journal of Political Economy, University of Chicago Press, University of Chicago Press, vol. 81(3), pages 637-54, May-June.
- Knox, Kris Joseph & Blankmeyer, Eric C. & Trinidad, José A. & Stutzman, J.R., 2009. "Predicting bankruptcy in the Texas nursing facility industry," The Quarterly Review of Economics and Finance, Elsevier, Elsevier, vol. 49(3), pages 1047-1064, August.
- Chandler, Gaylen N. & Hanks, Steven H., 1998. "An examination of the substitutability of founders human and financial capital in emerging business ventures," Journal of Business Venturing, Elsevier, vol. 13(5), pages 353-369, September.
- Reisz, Alexander S. & Perlich, Claudia, 2007. "A market-based framework for bankruptcy prediction," Journal of Financial Stability, Elsevier, Elsevier, vol. 3(2), pages 85-131, July.
- S. Balcaen & H. Ooghe, 2004. "35 years of studies on business failure: an overview of the classical statistical methodologiesand their related problems," Working Papers of Faculty of Economics and Business Administration, Ghent University, Belgium, Ghent University, Faculty of Economics and Business Administration 04/248, Ghent University, Faculty of Economics and Business Administration.
- Bongini, Paola & Ferri, Giovanni & Hahm, Hongjoo, 2000. "Corporate Bankruptcy in Korea: Only the Strong Survive?," The Financial Review, Eastern Finance Association, Eastern Finance Association, vol. 35(4), pages 31-50, November.
- Shumway, Tyler, 2001. "Forecasting Bankruptcy More Accurately: A Simple Hazard Model," The Journal of Business, University of Chicago Press, University of Chicago Press, vol. 74(1), pages 101-24, January.
- Izan, H. Y., 1984. "Corporate distress in Australia," Journal of Banking & Finance, Elsevier, Elsevier, vol. 8(2), pages 303-320, June.
- Arindam Bandyopadhyay, 2006. "Predicting probability of default of Indian corporate bonds: logistic and Z-score model approaches," Journal of Risk Finance, Emerald Group Publishing, Emerald Group Publishing, vol. 7(3), pages 255-272, May.
- Brockman, Paul & Turtle, H. J., 2003. "A barrier option framework for corporate security valuation," Journal of Financial Economics, Elsevier, Elsevier, vol. 67(3), pages 511-529, March.
- Grice, John Stephen & Ingram, Robert W., 2001. "Tests of the generalizability of Altman's bankruptcy prediction model," Journal of Business Research, Elsevier, Elsevier, vol. 54(1), pages 53-61, October.
- Eisenbeis, Robert A, 1977. "Pitfalls in the Application of Discriminant Analysis in Business, Finance, and Economics," Journal of Finance, American Finance Association, American Finance Association, vol. 32(3), pages 875-900, June.
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