Financial distress, financial constraint and investment decision: Evidence from Brazil
AbstractThis paper analyses the presence of financial constraint in the investment decisions of 367 Brazilian firms from 1997 to 2004, using a Bayesian econometric model with group-varying parameters. The motivation for this paper is the use of clustering techniques to group firms in a totally endogenous form. In order to classify the firms we used a hybrid clustering method, that is, hierarchical and non-hierarchical clustering techniques jointly. To estimate the parameters a Bayesian approach was considered. Prior distributions were assumed for the parameters, classifying the model in random or fixed effects. Ordinate predictive density criterion was used to select the model providing a better prediction. We tested thirty models and the better prediction considers the presence of 2 groups in the sample, assuming the fixed effect model with a Student t distribution with 20 degrees of freedom for the error. The results indicate robustness in the identification of financial constraint when the firms are classified by the clustering techniques.
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Bibliographic InfoArticle provided by Elsevier in its journal Economic Modelling.
Volume (Year): 28 (2011)
Issue (Month): 1-2 (January)
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Web page: http://www.elsevier.com/locate/inca/30411
Bayesian econometrics Clustering techniques Financial constraint Investment decision;
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- Xiaoqiang Hu & Fabio Schiantarelli, 1998. "Investment And Capital Market Imperfections: A Switching Regression Approach Using U.S. Firm Panel Data," The Review of Economics and Statistics, MIT Press, vol. 80(3), pages 466-479, August.
- Heitor Almeida & Murillo Campello & Michael S. Weisbach, 2004. "The Cash Flow Sensitivity of Cash," Journal of Finance, American Finance Association, vol. 59(4), pages 1777-1804, 08.
- Kalatzis, Aquiles Elie Guimarães & Azzoni, Carlos Roberto, 2009. "Investment decisions in troubled times: A Bayesian approach applied to Brazilian firms," International Journal of Production Economics, Elsevier, vol. 120(2), pages 595-606, August.
- Bhagat, Sanjai & Moyen, Nathalie & Suh, Inchul, 2005. "Investment and internal funds of distressed firms," Journal of Corporate Finance, Elsevier, vol. 11(3), pages 449-472, June.
- Stephen Bond & Costas Meghir, 1990.
"Dynamic Investment Models and the Firm's Financial Policy,"
CEPR Financial Markets Paper
0013, European Science Foundation Network in Financial Markets, c/o C.E.P.R, 77 Bastwick Street, London EC1V 3PZ.
- Bond, Stephen & Meghir, Costas, 1994. "Dynamic Investment Models and the Firm's Financial Policy," Review of Economic Studies, Wiley Blackwell, vol. 61(2), pages 197-222, April.
- Takeo Hoshi & Anil Kashyap & David Scharfstein, 1989.
"Corporate structure, liquidity, and investment: evidence from Japanese industrial groups,"
Finance and Economics Discussion Series
82, Board of Governors of the Federal Reserve System (U.S.).
- Hoshi, Takeo & Kashyap, Anil & Scharfstein, David, 1991. "Corporate Structure, Liquidity, and Investment: Evidence from Japanese Industrial Groups," The Quarterly Journal of Economics, MIT Press, vol. 106(1), pages 33-60, February.
- Cleary, Sean & Povel, Paul E M & Raith, Michael, 2004.
"The U-Shaped Investment Curve: Theory and Evidence,"
CEPR Discussion Papers
4206, C.E.P.R. Discussion Papers.
- Cleary, Sean & Povel, Paul & Raith, Michael, 2007. "The U-Shaped Investment Curve: Theory and Evidence," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 42(01), pages 1-39, March.
- Sean Cleary & Paul Povel & Michael Raith, 2003. "The U-shaped Investment Curve: Theory and Evidence," Finance 0311010, EconWPA.
- Steven N. Kaplan & Luigi Zingales, 2000.
"Investment-Cash Flow Sensitivities are not Valid Measures of Financing Constraints,"
NBER Working Papers
7659, National Bureau of Economic Research, Inc.
- Steven N. Kaplan & Luigi Zingales, 2000. "Investment-Cash Flow Sensitivities Are Not Valid Measures Of Financing Constraints," The Quarterly Journal of Economics, MIT Press, vol. 115(2), pages 707-712, May.
- Aquiles Elie Guimaraes Kalatzis & Carlos Roberto Azzoni & Jorge Alberto Achcar, 2008. "Financial constraints and investment decisions: evidence from a highly unstable emerging economy," Applied Economics, Taylor & Francis Journals, vol. 40(11), pages 1425-1434.
- Bond, Stephen & Van Reenen, John, 2007. "Microeconometric Models of Investment and Employment," Handbook of Econometrics, in: J.J. Heckman & E.E. Leamer (ed.), Handbook of Econometrics, edition 1, volume 6, chapter 65 Elsevier.
- Steven Fazzari & R. Glenn Hubbard & Bruce C. Petersen, 1987.
"Financing Constraints and Corporate Investment,"
NBER Working Papers
2387, National Bureau of Economic Research, Inc.
- Hsiao,Cheng, 2003.
"Analysis of Panel Data,"
Cambridge University Press, number 9780521522717.
- Michael Devereux & Fabio Schiantarelli, 1989.
"Investment, Finacial Factors and Cash Flow: Evidence From UK Panel Data,"
NBER Working Papers
3116, National Bureau of Economic Research, Inc.
- Michael Devereux & Fabio Schiantarelli, 1990. "Investment, Financial Factors, and Cash Flow: Evidence from U.K. Panel Data," NBER Chapters, in: Asymmetric Information, Corporate Finance, and Investment, pages 279-306 National Bureau of Economic Research, Inc.
- Simon Gilchrist & Charles P. Himmelberg, 1993.
"Evidence on the role of cash flow for investment,"
Finance and Economics Discussion Series
93-7, Board of Governors of the Federal Reserve System (U.S.).
- Gilchrist, S. & Himmelberg, C.P., 1995. "Evidence on the Role of Cash Flow for Investment," Papers 95-29, Columbia - Graduate School of Business.
- Simon Gilchrist & Charles P. Himmelberg, 1995. "Evidence on the Role of Cash Flow for Investment," Working Papers 95-01, New York University, Leonard N. Stern School of Business, Department of Economics.
- Kaplan, Steven N & Zingales, Luigi, 1997. "Do Investment-Cash Flow Sensitivities Provide Useful Measures of Financing Constraints," The Quarterly Journal of Economics, MIT Press, vol. 112(1), pages 169-215, February.
- Khurana, Inder K. & Martin, Xiumin & Pereira, Raynolde, 2006. "Financial Development and the Cash Flow Sensitivity of Cash," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 41(04), pages 787-808, December.
- Sean Cleary, 1999. "The Relationship between Firm Investment and Financial Status," Journal of Finance, American Finance Association, vol. 54(2), pages 673-692, 04.
- Crisóstomo, Vicente Lima & López-Iturriaga, Félix Javier & Vallelado González, Eleuterio, 2014. "Nonfinancial companies as large shareholders alleviate financial constraints of Brazilian firm," Emerging Markets Review, Elsevier, vol. 18(C), pages 62-77.
- Saltari, E. & Travaglini, G., 2012. "A note on optimal capital stock and financing constraints," Economic Modelling, Elsevier, vol. 29(4), pages 1177-1180.
- Li, Hui & Hong, Lu-Yao & He, Jia-Xun & Xu, Xuan-Guo & Sun, Jie, 2013. "Small sample-oriented case-based kernel predictive modeling and its economic forecasting applications under n-splits-k-times hold-out assessment," Economic Modelling, Elsevier, vol. 33(C), pages 747-761.
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