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An empirical analysis of systemic and macroeconomic risk in South Africa: an application of the quantile regression

Author

Listed:
  • Eita, Joel Hinaunye
  • Ngobese, Sibusiso Blessing
  • Muteba Mwamba, John Weirstrass

Abstract

This study conducts an empirical analysis on how the build-up of systemic risk in the financial system affects downside macroeconomic risk of the South African economy. The study outlines and apply several systemic risk measures, namely the conditional value at risk, principal component analysis, average conditional volatility and interest rate spreads. Thereafter, the study employs the quantile regression to evaluate the predictive ability of each systemic risk measures to lower quantiles of economic activity. The study reveals that each of the systemic risk measures are significant predictors of macroeconomic risk. The results of this study serve as important tools that can help South African financial regulators and policymakers to foresee and prevent systemic risk. It enables regulators to identify the build-up of systemic vulnerabilities, systemically important financial and too connected to fail institutions. These are useful in the sense that they serve as early warning signals of financial systemic risk and the consequences of such on macroeconomic outcomes.

Suggested Citation

  • Eita, Joel Hinaunye & Ngobese, Sibusiso Blessing & Muteba Mwamba, John Weirstrass, 2020. "An empirical analysis of systemic and macroeconomic risk in South Africa: an application of the quantile regression," MPRA Paper 101493, University Library of Munich, Germany.
  • Handle: RePEc:pra:mprapa:101493
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    References listed on IDEAS

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    1. Stephen G. Cecchetti, 2008. "Measuring the Macroeconomic Risks Posed by Asset Price Booms," NBER Chapters, in: Asset Prices and Monetary Policy, pages 9-43, National Bureau of Economic Research, Inc.
    2. Ebrahimi Kahou, Mahdi & Lehar, Alfred, 2017. "Macroprudential policy: A review," Journal of Financial Stability, Elsevier, vol. 29(C), pages 92-105.
    3. Viral V. Acharya & Lasse H. Pedersen & Thomas Philippon & Matthew Richardson, 2017. "Measuring Systemic Risk," The Review of Financial Studies, Society for Financial Studies, vol. 30(1), pages 2-47.
    4. Castro, Carlos & Ferrari, Stijn, 2014. "Measuring and testing for the systemically important financial institutions," Journal of Empirical Finance, Elsevier, vol. 25(C), pages 1-14.
    5. De Bandt, Olivier & Hartmann, Philipp, 2000. "Systemic risk: A survey," Working Paper Series 35, European Central Bank.
    6. Billio, Monica & Getmansky, Mila & Lo, Andrew W. & Pelizzon, Loriana, 2012. "Econometric measures of connectedness and systemic risk in the finance and insurance sectors," Journal of Financial Economics, Elsevier, vol. 104(3), pages 535-559.
    7. Jackson, Patricia & Perraudin, William R. M., 2002. "Introduction: Banks and systemic risk," Journal of Banking & Finance, Elsevier, vol. 26(5), pages 819-823, May.
    8. Sylvain Benoit & Jean-Edouard Colliard & Christophe Hurlin & Christophe Pérignon, 2017. "Where the Risks Lie: A Survey on Systemic Risk," Review of Finance, European Finance Association, vol. 21(1), pages 109-152.
    9. Bernal, Oscar & Gnabo, Jean-Yves & Guilmin, Grégory, 2014. "Assessing the contribution of banks, insurance and other financial services to systemic risk," Journal of Banking & Finance, Elsevier, vol. 47(C), pages 270-287.
    10. Jon Danielsson & Marcela Valenzuela & Ilknur Zer, 2018. "Learning from History: Volatility and Financial Crises," The Review of Financial Studies, Society for Financial Studies, vol. 31(7), pages 2774-2805.
    11. Huang, Xin & Zhou, Hao & Zhu, Haibin, 2009. "A framework for assessing the systemic risk of major financial institutions," Journal of Banking & Finance, Elsevier, vol. 33(11), pages 2036-2049, November.
    12. Rodríguez-Moreno, María & Peña, Juan Ignacio, 2013. "Systemic risk measures: The simpler the better?," Journal of Banking & Finance, Elsevier, vol. 37(6), pages 1817-1831.
    13. Bartram, Sohnke M. & Brown, Gregory W. & Hund, John E., 2007. "Estimating systemic risk in the international financial system," Journal of Financial Economics, Elsevier, vol. 86(3), pages 835-869, December.
    14. Christian Brownlees & Robert F. Engle, 2017. "SRISK: A Conditional Capital Shortfall Measure of Systemic Risk," The Review of Financial Studies, Society for Financial Studies, vol. 30(1), pages 48-79.
    15. Dimitrios Bisias & Mark Flood & Andrew W. Lo & Stavros Valavanis, 2012. "A Survey of Systemic Risk Analytics," Annual Review of Financial Economics, Annual Reviews, vol. 4(1), pages 255-296, October.
    16. Drakos, Anastassios A. & Kouretas, Georgios P., 2015. "Bank ownership, financial segments and the measurement of systemic risk: An application of CoVaR," International Review of Economics & Finance, Elsevier, vol. 40(C), pages 127-140.
    17. Sylvain Benoît & Gilbert Colletaz & Christophe Hurlin & Christophe Pérignon, 2013. "A Theoretical and Empirical Comparison of Systemic Risk Measures," Working Papers halshs-00746272, HAL.
    18. Engle, Robert F, 1982. "Autoregressive Conditional Heteroscedasticity with Estimates of the Variance of United Kingdom Inflation," Econometrica, Econometric Society, vol. 50(4), pages 987-1007, July.
    19. Markus K. Brunnermeier & Yuliy Sannikov, 2014. "A Macroeconomic Model with a Financial Sector," American Economic Review, American Economic Association, vol. 104(2), pages 379-421, February.
    20. Ja'Nel Esterhuysen & Gary Van Vuuren & Paul Styger, 2011. "The Effect Of Stressed Economic Conditions On Systemic Risk Within The South African Banking Sector," South African Journal of Economics, Economic Society of South Africa, vol. 79(3), pages 270-289, September.
    21. Mathias Manguzvane & John Weirstrass Muteba Mwamba, 2019. "Modelling systemic risk in the South African banking sector using CoVaR," International Review of Applied Economics, Taylor & Francis Journals, vol. 33(5), pages 624-641, September.
    22. Giglio, Stefano & Kelly, Bryan & Pruitt, Seth, 2016. "Systemic risk and the macroeconomy: An empirical evaluation," Journal of Financial Economics, Elsevier, vol. 119(3), pages 457-471.
    23. Linda Allen & Turan G. Bali & Yi Tang, 2012. "Does Systemic Risk in the Financial Sector Predict Future Economic Downturns?," The Review of Financial Studies, Society for Financial Studies, vol. 25(10), pages 3000-3036.
    24. Mr. Nicolas R Blancher & Ms. Srobona Mitra & Mrs. Hanan Morsy & Mr. Akira Otani & Tiago Severo & Ms. Laura Valderrama, 2013. "Systemic Risk Monitoring ("SysMo") Toolkit—A User Guide," IMF Working Papers 2013/168, International Monetary Fund.
    25. Sylvain Benoit & Jean-Edouard Colliard & Christophe Hurlin & Christophe Pérignon, 2017. "Where the Risks Lie: A Survey on Systemic Risk," Review of Finance, European Finance Association, vol. 21(1), pages 109-152.
    26. Kräussl, Roman & Lehnert, Thorsten & Stefanova, Denitsa, 2016. "The European sovereign debt crisis: What have we learned?," Journal of Empirical Finance, Elsevier, vol. 38(PA), pages 363-373.
    27. Claudio Borio, 2003. "Towards a Macroprudential Framework for Financial Supervision and Regulation?," CESifo Economic Studies, CESifo Group, vol. 49(2), pages 181-215.
    28. Silva, Walmir & Kimura, Herbert & Sobreiro, Vinicius Amorim, 2017. "An analysis of the literature on systemic financial risk: A survey," Journal of Financial Stability, Elsevier, vol. 28(C), pages 91-114.
    29. Campbell, John Y. (ed.), 2008. "Asset Prices and Monetary Policy," National Bureau of Economic Research Books, University of Chicago Press, number 9780226092119.
    30. Kleinow, Jacob & Moreira, Fernando & Strobl, Sascha & Vähämaa, Sami, 2017. "Measuring systemic risk: A comparison of alternative market-based approaches," Finance Research Letters, Elsevier, vol. 21(C), pages 40-46.
    31. Maria Socorro Gochoco-Bautista, 2009. "Asset Price Booms, "Fat Tails," and Monetary Policy in East Asia," Asian Economic Papers, MIT Press, vol. 8(1), pages 69-98, Winter.
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    More about this item

    Keywords

    systemic risk; macroeconomic risk; quantile regression; principal component analysis;
    All these keywords.

    JEL classification:

    • C22 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models; Diffusion Processes
    • C58 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Financial Econometrics
    • G01 - Financial Economics - - General - - - Financial Crises
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages

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