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Rwanda Currency Market Risk Analysis: Evidence From Asymmetry Effects

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  • Charline Uwilingiyimana
  • Abdou Kâ Diongue

Abstract

This study evaluates the presence and characteristics of the asymmetric effects and volatility clustering in Rwanda currency market. Under GARCH types model, Value at Risk models are estimated by assuming that the residuals follow normal, student t and skewed student t distributions. Backtesting results for symmetric and asymmetric models have been done based on Kupiec and Christoffersen test. The results from Backtesting show that most accurate VaR estimate are obtained from asymmetry GARCH models and provide evidence on the existence of the asymmetric effect in the Rwanda currency market and the other currencies. JEL classification numbers: C22, C49, C52, E44

Suggested Citation

  • Charline Uwilingiyimana & Abdou Kâ Diongue, 2020. "Rwanda Currency Market Risk Analysis: Evidence From Asymmetry Effects," Journal of Statistical and Econometric Methods, SCIENPRESS Ltd, vol. 9(2), pages 1-2.
  • Handle: RePEc:spt:stecon:v:9:y:2020:i:2:f:9_2_2
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    References listed on IDEAS

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    1. Su, Jung-Bin, 2015. "Value-at-risk estimates of the stock indices in developed and emerging markets including the spillover effects of currency market," Economic Modelling, Elsevier, vol. 46(C), pages 204-224.
    2. Hanno Lustig & Nikolai Roussanov & Adrien Verdelhan, 2011. "Common Risk Factors in Currency Markets," The Review of Financial Studies, Society for Financial Studies, vol. 24(11), pages 3731-3777.
    3. Nelson, Daniel B, 1991. "Conditional Heteroskedasticity in Asset Returns: A New Approach," Econometrica, Econometric Society, vol. 59(2), pages 347-370, March.
    4. Gumus, Inci & Taşpınar, Zeren Tatar, 2015. "Real exchange rate volatility and business cycles in emerging market economies," Economics Letters, Elsevier, vol. 134(C), pages 127-129.
    5. Jamal Bouoiyour & Refk Selmi, 2015. "Exchange volatility and export performance in Egypt: New insights from wavelet decomposition and optimal GARCH model," The Journal of International Trade & Economic Development, Taylor & Francis Journals, vol. 24(2), pages 201-227, March.
    6. Bollerslev, Tim, 1986. "Generalized autoregressive conditional heteroskedasticity," Journal of Econometrics, Elsevier, vol. 31(3), pages 307-327, April.
    7. Wang, Jianxin & Yang, Minxian, 2009. "Asymmetric volatility in the foreign exchange markets," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 19(4), pages 597-615, October.
    8. Arnold C. Harberger, 2008. "Lessons from Monetary and Real Exchange Rate Economics," Cato Journal, Cato Journal, Cato Institute, vol. 28(2), Winter.
    9. Pei-Fen Chen & Chien-Chiang Lee & Chi-Chuan Lee & Jing-Xuan Huang, 2016. "A Dynamic Analysis of Exchange Rate Exposure: The impact of China's Renminbi," The World Economy, Wiley Blackwell, vol. 39(1), pages 132-157, January.
    10. Hsieh, David A, 1989. "Modeling Heteroscedasticity in Daily Foreign-Exchange Rates," Journal of Business & Economic Statistics, American Statistical Association, vol. 7(3), pages 307-317, July.
    11. Tse, Y. K. & Tsui, Albert K. C., 1997. "Conditional volatility in foreign exchange rates: Evidence from the Malaysian ringgit and Singapore dollar," Pacific-Basin Finance Journal, Elsevier, vol. 5(3), pages 345-356, July.
    12. repec:aer:wpaper:42 is not listed on IDEAS
    13. Glosten, Lawrence R & Jagannathan, Ravi & Runkle, David E, 1993. "On the Relation between the Expected Value and the Volatility of the Nominal Excess Return on Stocks," Journal of Finance, American Finance Association, vol. 48(5), pages 1779-1801, December.
    14. Adler, Michael & Qi, Rong, 2003. "Mexico's integration into the North American capital market," Emerging Markets Review, Elsevier, vol. 4(2), pages 91-120, June.
    15. Ansgar Belke & Matthias Göcke, 2005. "Real Options Effects on Employment: Does Exchange Rate Uncertainty Matter for Aggregation?," German Economic Review, Verein für Socialpolitik, vol. 6(2), pages 185-203, May.
    16. Magda Kandil, 2008. "Exchange Rate Fluctuations and the Macro-Economy: Channels of Interaction in Developing and Developed Countries," Eastern Economic Journal, Palgrave Macmillan;Eastern Economic Association, vol. 34(2), pages 190-212, Spring.
    17. Emmanuel K. K. Lartey, 2007. "Capital inflows and the real exchange rate: An empirical study of sub-Saharan Africa," The Journal of International Trade & Economic Development, Taylor & Francis Journals, vol. 16(3), pages 337-357.
    18. McKenzie, Michael, 2002. "The Economics of Exchange Rate Volatility Asymmetry," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 7(3), pages 247-260, July.
    19. repec:zbw:bofrdp:2007_023 is not listed on IDEAS
    20. Rahman, Sajjadur & Serletis, Apostolos, 2009. "The effects of exchange rate uncertainty on exports," Journal of Macroeconomics, Elsevier, vol. 31(3), pages 500-507, September.
    21. Amin, A.A., 1996. "The Effects of Exchange Rate Policy on Cameroon's Agricultural Competitiveness," Papers 42, African Economic Research Consortium.
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    More about this item

    Keywords

    currency market; GARCH; asymmetric effects; Value at Risk and Backtesting.;
    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
    • C49 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: Special Topics - - - Other
    • C52 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Model Evaluation, Validation, and Selection
    • E44 - Macroeconomics and Monetary Economics - - Money and Interest Rates - - - Financial Markets and the Macroeconomy

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