Modeling Default Probabilities: the case of Brazil
AbstractUsing disaggregated data from the Brazilian stock market, we calculate default probabilities for 30 different economic sectors. Empirical results suggest that domestic macroeconomic factors can explain these default probabilities. In addition, we construct the Minimum Spanning Tree (MST) and the ultrametric hierarchical tree with the MST based on default probabilities to disclose common trends, which reveals that some sectors form clusters. The results of this paper imply that macroeconomic variables have distinct effects on default probabilities, which is important to take into account in credit risk modeling and the generation of stress test scenarios.
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Bibliographic InfoPaper provided by Central Bank of Brazil, Research Department in its series Working Papers Series with number 232.
Date of creation: Jan 2011
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Other versions of this item:
- Tabak, Benjamin M. & Luduvice, André Victor D. & Cajueiro, Daniel O., 2011. "Modeling default probabilities: The case of Brazil," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 21(4), pages 513-534, October.
- NEP-ALL-2011-03-05 (All new papers)
- NEP-LAM-2011-03-05 (Central & South America)
- NEP-RMG-2011-03-05 (Risk Management)
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- Hoggarth, Glenn & Reis, Ricardo & Saporta, Victoria, 2002.
"Costs of banking system instability: Some empirical evidence,"
Journal of Banking & Finance,
Elsevier, vol. 26(5), pages 825-855, May.
- Glenn Hoggarth & Ricardo Reis & Victoria Saporta, 2001. "Costs of banking system instability: some empirical evidence," Bank of England working papers 144, Bank of England.
- Aharony, Joseph & Swary, Itzhak, 1996. "Additional evidence on the information-based contagion effects of bank failures," Journal of Banking & Finance, Elsevier, vol. 20(1), pages 57-69, January.
- Arellano, Manuel & Bond, Stephen, 1991.
"Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations,"
Review of Economic Studies,
Wiley Blackwell, vol. 58(2), pages 277-97, April.
- Tom Doan, . "RATS program to replicate Arellano-Bond 1991 dynamic panel," Statistical Software Components RTZ00169, Boston College Department of Economics.
- Andrew Clare & Richard Priestley, .
"Risk factors in the Malaysian stock market,"
CERF Discussion Paper Series
97-03, Economics and Finance Section, School of Social Sciences, Brunel University.
- Cajueiro, Daniel O. & Tabak, Benjamin M., 2008.
"The role of banks in the Brazilian interbank market: Does bank type matter?,"
Physica A: Statistical Mechanics and its Applications,
Elsevier, vol. 387(27), pages 6825-6836.
- Daniel O. Cajueiro & Benjamin M. Tabak, 2007. "The role of banks in the Brazilian Interbank Market: Does bank type matter?," Working Papers Series 130, Central Bank of Brazil, Research Department.
- Di Matteo, T. & Aste, T. & Mantegna, R.N., 2004.
"An interest rates cluster analysis,"
Physica A: Statistical Mechanics and its Applications,
Elsevier, vol. 339(1), pages 181-188.
- Ray Barrell & Olga Pomerantz & E.Philip Davis, 2004.
"Costs of Financial Instability, Household-Sector Balance Sheets and Consumption,"
NIESR Discussion Papers
243, National Institute of Economic and Social Research.
- Barrell, Ray & Davis, E. Philip & Pomerantz, Olga, 2006. "Costs of financial instability, household-sector balance sheets and consumption," Journal of Financial Stability, Elsevier, vol. 2(2), pages 194-216, June.
- Ackermann, Josef, 2008. "The subprime crisis and its consequences," Journal of Financial Stability, Elsevier, vol. 4(4), pages 329-337, December.
- Tabak, Benjamin M. & Serra, Thiago R. & Cajueiro, Daniel O., 2009. "The expectation hypothesis of interest rates and network theory: The case of Brazil," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 388(7), pages 1137-1149.
- Nier, Erlend & Yang, Jing & Yorulmazer, Tanju & Alentorn, Amadeo, 2008.
"Network models and financial stability,"
Bank of England working papers
346, Bank of England.
- R. Mantegna, 1999.
"Hierarchical structure in financial markets,"
The European Physical Journal B - Condensed Matter and Complex Systems,
Springer, vol. 11(1), pages 193-197, September.
- R. Mantegna, 1999. "Hierarchical structure in financial markets," The European Physical Journal B - Condensed Matter and Complex Systems, Springer, vol. 11(1), pages 193-197, September.
- Dietsch, Michel & Petey, Joel, 2004. "Should SME exposures be treated as retail or corporate exposures? A comparative analysis of default probabilities and asset correlations in French and German SMEs," Journal of Banking & Finance, Elsevier, vol. 28(4), pages 773-788, April.
- Bauerle, Nicole, 2002. "Risk management in credit risk portfolios with correlated assets," Insurance: Mathematics and Economics, Elsevier, vol. 30(2), pages 187-198, April.
- Di Matteo, T. & Aste, T. & Hyde, S.T. & Ramsden, S., 2005. "Interest rates hierarchical structure," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 355(1), pages 21-33.
- Michael Boss & Martin Summer & Stefan Thurner, 2004. "Contagion Flow Through Banking Networks," Papers cond-mat/0403167, arXiv.org.
- Clare, Andrew D, 1995. "Using the Arbitrage Pricing Theory to Calculate the Probability of Financial Institution Failure: A Note," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 27(3), pages 920-26, August.
- Huang, Wei-Qiang & Zhuang, Xin-Tian & Yao, Shuang, 2009. "A network analysis of the Chinese stock market," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 388(14), pages 2956-2964.
- Ricardo Coehlo & Claire Gilmore & Brian M. Lucey, 2006.
"The Evolution of Interdependence in World Equity Markets - Evidence from Minimum Spanning Trees,"
The Institute for International Integration Studies Discussion Paper Series
- Coelho, Ricardo & Gilmore, Claire G. & Lucey, Brian & Richmond, Peter & Hutzler, Stefan, 2007. "The evolution of interdependence in world equity markets—Evidence from minimum spanning trees," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 376(C), pages 455-466.
- Berardi, Andrea & Ciraolo, Stefania & Trova, Michele, 2004. "Predicting default probabilities and implementing trading strategies for emerging markets bond portfolios," Emerging Markets Review, Elsevier, vol. 5(4), pages 447-469, December.
- Jung, Woo-Sung & Chae, Seungbyung & Yang, Jae-Suk & Moon, Hie-Tae, 2006. "Characteristics of the Korean stock market correlations," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 361(1), pages 263-271.
- John Ammer & Frank Packer, 2000. "How consistent are credit ratings? a geographic and sectoral analysis of default risk," International Finance Discussion Papers 668, Board of Governors of the Federal Reserve System (U.S.).
- Iori, Giulia & Jafarey, Saqib & Padilla, Francisco G., 2006. "Systemic risk on the interbank market," Journal of Economic Behavior & Organization, Elsevier, vol. 61(4), pages 525-542, December.
- Byström , Hans & Worasinchai , Lugkana & Chongsithipol , Srisuda, 2004.
"Default Risk, Systematic Risk and Thai Firms Before, During and After the Asian Crisis,"
2005:5, Lund University, Department of Economics.
- Bystrom, Hans & Worasinchai, Lugkana & Chongsithipol, Srisuda, 2005. "Default risk, systematic risk and Thai firms before, during and after the Asian crisis," Research in International Business and Finance, Elsevier, vol. 19(1), pages 95-110, March.
- Arellano, Manuel, 2003. "Panel Data Econometrics," OUP Catalogue, Oxford University Press, number 9780199245291.
- Angkinand, Apanard P., 2009. "Banking regulation and the output cost of banking crises," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 19(2), pages 240-257, April.
- Whitney K. Newey & Kenneth D. West, 1986.
"A Simple, Positive Semi-Definite, Heteroskedasticity and AutocorrelationConsistent Covariance Matrix,"
NBER Technical Working Papers
0055, National Bureau of Economic Research, Inc.
- Newey, Whitney K & West, Kenneth D, 1987. "A Simple, Positive Semi-definite, Heteroskedasticity and Autocorrelation Consistent Covariance Matrix," Econometrica, Econometric Society, vol. 55(3), pages 703-08, May.
- Hawkesby, Christian & Marsh, Ian W. & Stevens, Ibrahim, 2007. "Comovements in the equity prices of large complex financial institutions," Journal of Financial Stability, Elsevier, vol. 2(4), pages 391-411, March.
- Tabak, Benjamin M. & Staub, Roberta B., 2007. "Assessing financial instability: The case of Brazil," Research in International Business and Finance, Elsevier, vol. 21(2), pages 188-202, June.
- Azusa Takeyama & Nick Constantinou & Dmitri Vinogradov, 2012. "A Framework for Extracting the Probability of Default from Stock Option Prices," IMES Discussion Paper Series 12-E-14, Institute for Monetary and Economic Studies, Bank of Japan.
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