Empirical Economics

, Volume 45, Issue 3, pp 1205–1232 | Cite as

Bankruptcy in the pulp and paper industry: market’s reaction and prediction



This paper examines North American pulp and paper company bankruptcies that occurred between 1990 and 2009. We demonstrate that shareholders suffer substantial losses (37 %) during the month a bankruptcy occurs. Encouragingly, we show that financial ratios are useful in predicting firm failure and that failed firms are less profitable, more liquidity constrained and higher in debt leverage. Using a binary logit model in the spirit of Ohlson (J Acc Res, 19, 109–131, 1980), we predict financial distress for pulp and paper firms 1 to 2 years ahead of the bankruptcy. We also adapt and re-estimate the empirical model on a sample of pulp and paper firms and perform in-sample and out-of-sample forecasts. For the out-of-sample analysis, our re-estimated Ohlson models correctly predict 93 % of bankruptcy and non-bankruptcy outcomes.


Forest Products Pulp and Paper Industry studies  Bankruptcy Corporate finance 

JEL Classification

G33 L67 L73 Q23 


  1. Altman E (1968) Financial ratios, discriminant analysis and the prediction of corporate bankruptcy. J Finance 23:589–609CrossRefGoogle Scholar
  2. Aivazian VA, Callen etJL (1983) Reorganization in bankruptcy and the issue of strategic risk. J Bank Finance 7:119–133CrossRefGoogle Scholar
  3. Begley J, Ming J, Watts S (1986) Bankruptcy classification errors in the 1980s: an empirical analysis of Altman’s and Ohlson’s models. Rev Acc Stud 1:267–284CrossRefGoogle Scholar
  4. Beaver W (1966) Financial ratios as predictors of bankruptcy. J Acc Res 6:71–102CrossRefGoogle Scholar
  5. Beaver W (1968) Market prices, financial ratios, and the prediction of failure. J Acc Res 8:179–192CrossRefGoogle Scholar
  6. Boritz J (1991) The “Going Concern” assumption: accounting and auditing implications. research report. Canadian Institute of Chartered Accountants (CICA), TorontoGoogle Scholar
  7. Bulow J, Shoven J (1978) The bankruptcy decision. Bell J Econ 9(2):437–456CrossRefGoogle Scholar
  8. Clark TA, Weinstein MI (1983) The behavior of the common stock of bankrupt firms. J Finance 38:489–504CrossRefGoogle Scholar
  9. Esteve-Pérez S, Sanchis-Llopis A, Sanchis-Llopis JA (2010) A competing risks analysis of firms’ exit. Empir Econ 38:281–304CrossRefGoogle Scholar
  10. Hamer M (1983) Failure prediction: sensitivity of classification accuracy to alternative statistical methods and variable sets. J Acc Public Policy 2:289–307CrossRefGoogle Scholar
  11. Hillegeist S, Keating E, Cram D, Lundstedt K (2004) Assessing the probability of bankruptcy. Rev Acc Stud 9:5–34CrossRefGoogle Scholar
  12. Ivashina V, Scharfstein D (2008) Bank lending during the financial crisis of 2008. J Financ Econ 97(3):319–338CrossRefGoogle Scholar
  13. Lang LHP, Stulz RM (1992) Contagion and competitive intra-industry effects of bankruptcy announcements. J Financ Econ 32:45–60CrossRefGoogle Scholar
  14. Li X, Buongiorno J, Ince PJ (2004) Effects of size and age on the survival and growth of pulp and paper mills. J For Econ 10:3–19Google Scholar
  15. MacKinlay AC (1997) Event studies in economics and finance. J Econ Lit 35:13–39Google Scholar
  16. Maddala GS (1983) Limited-dependent and qualitative variables in econometrics. Cambridge University Press, New YorkCrossRefGoogle Scholar
  17. McCarthy P, Lei L (2010) Regional demands for pulp and paper products. J For Econ 16:127–144Google Scholar
  18. Mei B, Sun C (2008) Event analysis of the impact of mergers and acquisitions on the financial performance of the U.S. forest products industry. For Policy Econ 10:286–294CrossRefGoogle Scholar
  19. Myers S (1977) Determinants of corporate borrowing. J Financ Econ 5(2):147–175CrossRefGoogle Scholar
  20. Niquidet K (2008) Revitalized? An event study of forest policy reform in British Columbia. J For Econ 14:227–241Google Scholar
  21. Ohanian NK (1994) Vertical integration in the U.S. pulp and paper industry, 1900–1940. Rev Econ Stat 76:202–207CrossRefGoogle Scholar
  22. Ohlson J (1980) Financial ratios and the probabilistic prediction of bankruptcy. J Acc Res 19:109–131CrossRefGoogle Scholar
  23. Pesendorfer M (2003) Horizontal mergers in the paper industry. Rand J Econ 34:495–515CrossRefGoogle Scholar
  24. Santos J (2010) Bank corporate loan pricing following the subprime crisis. Rev Financ Stud 24(6):1916–1943CrossRefGoogle Scholar
  25. Sun C (2006) Lifetimes of US paper and allied products mills: insights from a duration analysis. South J App For 30:5–12Google Scholar
  26. White M (1984) Bankruptcy, liquidation, and reorganization. In: Loque D (ed) Handbook of modern finance, chap 35. Warren, Gorham & Lamont, Boston, MA, pp 1–49Google Scholar

Copyright information

© Springer-Verlag Berlin Heidelberg 2012

Authors and Affiliations

  • Chun-Yu Ho
    • 1
  • Patrick McCarthy
    • 2
  • Yi Yang
    • 3
  • Xuan Ye
    • 4
  1. 1.School of Economics, Antai College of Economics and ManagementShanghai Jiao Tong UniversityShanghaiPeople’s Republic of China
  2. 2.School of Economics and the Center for Paper Business and Industry Studies (CPBIS)Ga TechAtlantaUSA
  3. 3.Capital OneMcLeanUSA
  4. 4.Stern School of BusinessNew York UniversityNew YorkUSA

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