Abbas, Qaiser and Rashid, Abdul (2011): Modeling Bankruptcy Prediction for Non-Financial Firms: The Case of Pakistan.
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This 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.
|Item Type:||MPRA Paper|
|Original Title:||Modeling Bankruptcy Prediction for Non-Financial Firms: The Case of Pakistan|
|English Title:||Modeling Bankruptcy Prediction for Non-Financial Firms: The Case of Pakistan|
|Keywords:||Bankruptcy; Z-Score; Non-Financial Firms; Financial Ratios; Pakistan|
|Subjects:||G - Financial Economics > G3 - Corporate Finance and Governance > G33 - Bankruptcy; Liquidation|
|Depositing User:||Dr Abdul Rashid|
|Date Deposited:||18. Jan 2011 20:14|
|Last Modified:||11. Feb 2013 18:22|
Altman, E. (1968). Financial ratios, discriminant analysis and the prediction of corporate bankruptcy. Journal of finance, 23(4), 589-609.
Altman, E., Eom, Y., & Kim, D. (1995). Failure prediction: evidence from Korea. Journal of International Financial Management & Accounting, 6(3), 230-249.
Altman, E., & Saunders, A. (1997). Credit risk measurement: developments over the last 20 years. Journal of Banking & Finance, 21(11-12), 1721-1742.
Balcaen, S., & Ooghe, H. (2006). 35 years of studies on business failure: an overview of the classic statistical methodologies and their related problems. The British Accounting Review, 38(1), 63-93.
Bandyopadhyay, A. (2006). Predicting probability of default of Indian corporate bonds: logistic and Z-score model approaches. Journal of Risk Finance, The, 7(3), 255-272.
Beaver, W. (1966). Financial ratios as predictors of failure. Journal of Accounting Research, 4, 71-111.
Bidin, A. (1988). The development of a predictive model (PNBScore) for evaluating performance of companies owned by the government of Malaysia. Studies in Banking & Finance, 7, 91-103.
Black, F., & Scholes, M. (1973). The pricing of options and corporate liabilities. The journal of political economy, 81(3), 637-654.
Bongini, P., Ferri, G., & Hahm, H. (2000). Corporate bankruptcy in Korea: only the strong survive? Financial Review, 35(4), 31-50.
Brockman, P., & Turtle, H. (2003). A barrier option framework for corporate security valuation. Journal of Financial Economics, 67(3), 511-529.
Chandler, G., & Hanks, S. (1998). An examination of the substitutability of founders human and financial capital in emerging business ventures. Journal of Business Venturing, 13(5), 353-369.
Charitou, A., Neophytou, E., & Charalambous, C. (2004). Predicting corporate failure: empirical evidence for the UK. European Accounting Review, 13(3), 465-497.
Cooper, A., Gimeno-Gascon, F., & Woo, C. (1994). Initial human and financial capital as predictors of new venture performance. Journal of Business Venturing, 9(5), 371-395. Crosbie, P., & Bohn, J. (1999). Modeling default risk. KMV corporation.
Dichev, I. (1998). Is the risk of bankruptcy a systematic risk? The Journal of Finance, 53(3), 1131-1147.
Eisenbeis, R. (1977). Pitfalls in the application of discriminant analysis in business, finance, and economics. Journal of finance, 32(3), 875-900.
Eljelly, A., & Mansour, I. (2001). Predicting private companies failure in the Sudan. Journal of African Business, 2(2), 23-43.
Etemadi, H., Anvary Rostamy, A., & Dehkordi, H. (2009). A genetic programming model for bankruptcy prediction: empirical evidence from Iran. Expert Systems with Applications, 36(2), 3199-3207.
Grice, J., & Ingram, R. (2001). Tests of the generalizability of Altman's bankruptcy prediction model. Journal of Business Research, 54(1), 53-61.
Gu, Z. (2002). Analyzing bankruptcy in the restaurant industry: a multiple discriminant model. International Journal of Hospitality Management, 21(1), 25-42.
Hall, G. (1992). Reasons for insolvency amongst small firms—a review and fresh evidence. Small Business Economics, 4(3), 237-250.
Hillegeist, S., Keating, E., Cram, D., & Lundstedt, K. (2004). Assessing the probability of bankruptcy. Review of Accounting Studies, 9(1), 5-34.
Izan, H. (1984). Corporate distress in Australia. Journal of Banking & Finance, 8(2), 303-320.
Jo, H., & Han, I. (1996). Integration of case-based forecasting, neural network, and discriminant analysis for bankruptcy prediction. Expert Systems with Applications, 11(4), 415-422.
Knox, K., Blankmeyer, E., Trinidad, J., & Stutzman, J. (2009). Predicting bankruptcy in the Texas nursing facility industry. The Quarterly Review of Economics and Finance, 49(3), 1047-1064.
Merton, R. (1974). On the pricing of corporate debt: the risk structure of interest rates. Journal of finance, 29(2), 449-470.
Micha, B. (1984). Analysis of business failures in France. Journal of Banking & Finance, 8(2), 281-291.
Min, J., & Jeong, C. (2009). A binary classification method for bankruptcy prediction. Expert Systems with Applications, 36(3), 5256-5263.
Newton, G. (2009). Bankruptcy and insolvency accounting: practice and procedure: Wiley.
Ohlson, J. (1980). Financial ratios and the probabilistic prediction of bankruptcy. Journal of Accounting Research, 18(1), 109-131.
Pongsatat, S., Ramage, J., & Lawrence, H. (2004). Bankruptcy prediction for large and small firms in Asia: a comparison of Ohlson and Altman. Journal of Accounting and Croporate Governance, 1(2), 1-13.
Reisz, A., & Perlich, C. (2007). A market-based framework for bankruptcy prediction. Journal of Financial Stability, 3(2), 85-131. Shumway, T. (2001). Forecasting bankruptcy more accurately: a simple hazard model. Journal of Business, 74(1), 101-124.
Tavlin, E., Moncarz, E., & Dumont, D. (1989). Financial failure in the hospitality industry. FIU Review, 7(1), 55–75.
Thornhill, S., & Amit, R. (2003). Learning about failure: bankruptcy, firm age, and the resource-based view. Organization Science, 14(5), 497-509.
Ugurlu, M., & Aksoy, H. (2006). Prediction of corporate financial distress in an emerging market: the case of Turkey. Cross Cultural Management: An International Journal, 13(4), 277-295.
Van Horne, J., Dipchand, C., & Hanrahan, J. (1980). Financial management and policy: Prentice-Hall Englewood Cliffs, NJ.
Vassalou, M., & Xing, Y. (2004). Default risk in equity returns. The Journal of Finance, 59(2), 831-868.
Xu, M., & Zhang, C. (2009). Bankruptcy prediction: the case of Japanese listed companies. Review of Accounting Studies, 14(4), 534-558.
Zanakis, S., & Zopounidis, C. (1997). Prediction of Greek company takeovers via multivariate analysis of financial ratios. Journal of the Operational Research Society, 48(7), 678-687.