Research Article

ASYMMETRIC GARCH-TYPE AND HALF-LIFE VOLATILITY MODELLING OF USD/KZT EXCHANGE RATE RETURNS

Volume: 2 Number: 2 July 15, 2020
  • Mert Ural *
  • Erhan Demırelı
EN

ASYMMETRIC GARCH-TYPE AND HALF-LIFE VOLATILITY MODELLING OF USD/KZT EXCHANGE RATE RETURNS

Abstract

Empirical studies have shown that a large number of financial assets returns exhibit fat tails (leptokurtosis) and are often characterized by volatility clustering and asymmetry. This paper considers the ability of the asymmetric GARCHtype models to capture the stylized features of volatility in USD/KZT exchange rate returns. Therefore, the half-life parameter of the USD/KZT returns series were calculated for three sub-periods. The results revealed that the half-life was 6 days, 16 days and 12 days for 1st sub-period, 2nd sub-period and 3rd sub-period respectively. According to the results, in the presence of asymmetric responses to innovations in the Kazakhstan foreign exchange market, the EGARCH (1.1)-GED model which accommodates the kurtosis of financial time series is preferred. Also, these results show that the USD/KZT exchange rate returns have strong mean reversion and short half-life.

Keywords

References

  1. Abdalla, Suliman Z.S. (2012). “Modelling Exchange Rate Volatility Using GARCH Models: Empirical Evidence from Arab Countries”. International Journal of Economics and Finance 4(3): 216-229.
  2. Ahmed, Rizwan R., Jolita Vveinhardt, Dalia Streimikiene and Zahid A. Channar (2018). “Mean Reversion in International Markets: Evidence from G.A.R.C.H. and Half-Life Volatility Models”. Economic Research-Ekonomska Istrazivanja 31(1): 1198-1217.
  3. Baltagi, Badi H. (2000). Econometrics, Fourth Edition. Springer Press. USA. Bollerslev, Tim (1986). “Generalized Autoregressive Conditional Heteroscedasticity”. Journal of Econometrics 31(3): 307-327.
  4. Bollerslev, Tim (1987). “A Conditionally Heteroskedastic Time Series Model for Speculative Prices and Rates of Return”. Review of Economics and Statistics 69(3): 542-547.
  5. Box, G.E.P. and David R. Cox (1964). “An Analysis of Transformation”. Journal of the Royal Statistical Society 26(2): 211-252.
  6. Brooks, Chris (2002). Introductory Econometrics for Finance. Cambridge University Press. UK.
  7. Chatfield, Chris (2003). The Analysis of Time Series: An Introduction, Sixth Edition. Chapman and Hall/CRC Publishing. USA.
  8. Ding, Zhuanxin, Clive W.J. Granger and Robert F. Engle (1993). “A Long Memory Property of Stock Market Returns and a New Model”. Journal of Empirical Finance 1(1): 83-106.

Details

Primary Language

English

Subjects

-

Journal Section

Research Article

Authors

Erhan Demırelı This is me
Türkiye

Publication Date

July 15, 2020

Submission Date

October 22, 2019

Acceptance Date

December 31, 2019

Published in Issue

Year 2020 Volume: 2 Number: 2

APA
Ural, M., & Demırelı, E. (2020). ASYMMETRIC GARCH-TYPE AND HALF-LIFE VOLATILITY MODELLING OF USD/KZT EXCHANGE RATE RETURNS. Eurasian Research Journal, 2(2), 7-18. https://izlik.org/JA26TR38KC
AMA
1.Ural M, Demırelı E. ASYMMETRIC GARCH-TYPE AND HALF-LIFE VOLATILITY MODELLING OF USD/KZT EXCHANGE RATE RETURNS. ERJ. 2020;2(2):7-18. https://izlik.org/JA26TR38KC
Chicago
Ural, Mert, and Erhan Demırelı. 2020. “ASYMMETRIC GARCH-TYPE AND HALF-LIFE VOLATILITY MODELLING OF USD KZT EXCHANGE RATE RETURNS”. Eurasian Research Journal 2 (2): 7-18. https://izlik.org/JA26TR38KC.
EndNote
Ural M, Demırelı E (July 1, 2020) ASYMMETRIC GARCH-TYPE AND HALF-LIFE VOLATILITY MODELLING OF USD/KZT EXCHANGE RATE RETURNS. Eurasian Research Journal 2 2 7–18.
IEEE
[1]M. Ural and E. Demırelı, “ASYMMETRIC GARCH-TYPE AND HALF-LIFE VOLATILITY MODELLING OF USD/KZT EXCHANGE RATE RETURNS”, ERJ, vol. 2, no. 2, pp. 7–18, July 2020, [Online]. Available: https://izlik.org/JA26TR38KC
ISNAD
Ural, Mert - Demırelı, Erhan. “ASYMMETRIC GARCH-TYPE AND HALF-LIFE VOLATILITY MODELLING OF USD KZT EXCHANGE RATE RETURNS”. Eurasian Research Journal 2/2 (July 1, 2020): 7-18. https://izlik.org/JA26TR38KC.
JAMA
1.Ural M, Demırelı E. ASYMMETRIC GARCH-TYPE AND HALF-LIFE VOLATILITY MODELLING OF USD/KZT EXCHANGE RATE RETURNS. ERJ. 2020;2:7–18.
MLA
Ural, Mert, and Erhan Demırelı. “ASYMMETRIC GARCH-TYPE AND HALF-LIFE VOLATILITY MODELLING OF USD KZT EXCHANGE RATE RETURNS”. Eurasian Research Journal, vol. 2, no. 2, July 2020, pp. 7-18, https://izlik.org/JA26TR38KC.
Vancouver
1.Mert Ural, Erhan Demırelı. ASYMMETRIC GARCH-TYPE AND HALF-LIFE VOLATILITY MODELLING OF USD/KZT EXCHANGE RATE RETURNS. ERJ [Internet]. 2020 Jul. 1;2(2):7-18. Available from: https://izlik.org/JA26TR38KC

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