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Stock returns, seasonality and asymmetric conditional volatility in world equity markets

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  • Ercan Balaban
  • Asli Bayar
  • Ozgur Berk Kan

Abstract

The paper tests four hypotheses at the same time using an autoregressive return-generating process and an asymmetric conditional variance specification, both also including deterministic day of the week dummies. The daily stock index returns from 19 countries are employed to test: (H1) predictable time variation in conditional volatility; (H2) asymmetry in volatility and leverage effect; (H3) effects of estimated volatility on returns; and (H4) day of the week effects on both returns and their volatility. Evidence is provided for predictable time varying daily volatility in all markets among which eight also exhibit a significant leverage effect. There is a significantly positive relationship between returns and their conditional volatility in only three countries. The nature of the day of the week effects on returns and their conditional volatility differs greatly among countries and across days. Thirteen countries exhibit seasonality in either mean returns (seven countries) or volatility (eight countries) or both (two countries). Each day is at least once reported to exhibit significant positive and negative effects in both mean and volatility with the exception that there is no negative effect on mean returns and no positive effect in volatility on Wednesdays.

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  • Ercan Balaban & Asli Bayar & Ozgur Berk Kan, 2001. "Stock returns, seasonality and asymmetric conditional volatility in world equity markets," Applied Economics Letters, Taylor & Francis Journals, vol. 8(4), pages 263-268.
  • Handle: RePEc:taf:apeclt:v:8:y:2001:i:4:p:263-268
    DOI: 10.1080/135048501750104051
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    2. Paul Alagidede & Theodore Panagiotidis, 2006. "Calendar Anomalies in an Emerging African Market: Evidence from the Ghana Stock Exchange," Discussion Paper Series 2006_13, Department of Economics, Loughborough University, revised Jun 2006.
    3. Gonzalez-Perez, Maria T. & Guerrero, David E., 2013. "Day-of-the-week effect on the VIX. A parsimonious representation," The North American Journal of Economics and Finance, Elsevier, vol. 25(C), pages 243-260.
    4. Venus Khim-Sen Liew & Ricky Chee-Jiun Chia & Syed Azizi Wafa Syed Khalid Wafa, 2008. "Day-of-the-week effects in Selected East Asian stock markets," Economics Bulletin, AccessEcon, vol. 7(5), pages 1-8.
    5. Charles, Amélie, 2010. "The day-of-the-week effects on the volatility: The role of the asymmetry," European Journal of Operational Research, Elsevier, vol. 202(1), pages 143-152, April.
    6. Balaban, Ercan & Ozgen, Tolga & Girgin, Mehmet Sencer, 2018. "Distributional characteristics of interday stock returns and their asymmetric conditional volatility: Firm-level evidence," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 508(C), pages 280-288.
    7. Osman Gulseven, 2020. "Turn-of-the Year Affect in Gold Prices: Decomposition Analysis," Papers 2003.11027, arXiv.org.
    8. Rakesh Kumar, 2016. "Integration of Stock Returns and Volatility of Emerging Equity Markets," Review of Market Integration, India Development Foundation, vol. 8(1-2), pages 79-102, April.
    9. Mahendra Chandra, 2006. "The day-of-the-week effect in conditional correlation," Review of Quantitative Finance and Accounting, Springer, vol. 27(3), pages 297-310, November.
    10. Murat Akbalik & K. Batu Tunay, 2016. "An Analysis Of Ramadan Effect By Gjr-Garch Model: Case Of Borsa Istanbul," Oeconomia Copernicana, Institute of Economic Research, vol. 7(4), pages 593-612, December.
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    12. Am�lie Charles, 2010. "Does the day-of-the-week effect on volatility improve the volatility forecasts?," Applied Economics Letters, Taylor & Francis Journals, vol. 17(3), pages 257-262, February.
    13. Chowdhury, Anup & Uddin, Moshfique & Anderson, Keith, 2022. "Trading behaviour and market sentiment: Firm-level evidence from an emerging Islamic market," Global Finance Journal, Elsevier, vol. 53(C).
    14. Denise R. Osborn & Christos S. Savva & Len Gill, 2008. "Periodic Dynamic Conditional Correlations between Stock Markets in Europe and the US," Journal of Financial Econometrics, Oxford University Press, vol. 6(3), pages 307-325, Summer.
    15. Aknouche, Abdelhakim & Al-Eid, Eid & Demouche, Nacer, 2016. "Generalized quasi-maximum likelihood inference for periodic conditionally heteroskedastic models," MPRA Paper 75770, University Library of Munich, Germany, revised 19 Dec 2016.
    16. Kenneth Hogholm & Johan Knif & Seppo Pynnonen, 2011. "Common and local asymmetry and day-of-the-week effects among EU equity markets," Quantitative Finance, Taylor & Francis Journals, vol. 11(2), pages 219-227.
    17. Högholm, Kenneth & Knif, Johan, 2009. "The impact of portfolio aggregation on day-of-the-week effect: Evidence from Finland," Global Finance Journal, Elsevier, vol. 20(1), pages 67-79.
    18. Aityan, Sergey K. & Ivanov-Schitz, Alexey K. & Izotov, Sergey S., 2010. "Time-shift asymmetric correlation analysis of global stock markets," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 20(5), pages 590-605, December.
    19. Balaban, Ercan & Ozgen, Tolga & Karidis, Socrates, 2018. "Intraday and interday distribution of stock returns and their asymmetric conditional volatility: Firm-level evidence," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 503(C), pages 905-915.
    20. G. Kohers & N. Kohers & V. Pandey & T. Kohers, 2004. "The disappearing day-of-the-week effect in the world's largest equity markets," Applied Economics Letters, Taylor & Francis Journals, vol. 11(3), pages 167-171.
    21. Noriyuki Kunimoto & Kazuhiko Kakamu, 2021. "Is Bitcoin really a currency? A viewpoint of a stochastic volatility model," Papers 2111.15351, arXiv.org.
    22. Abdelhakim Aknouche & Eid Al-Eid & Nacer Demouche, 2018. "Generalized quasi-maximum likelihood inference for periodic conditionally heteroskedastic models," Statistical Inference for Stochastic Processes, Springer, vol. 21(3), pages 485-511, October.
    23. Balaban, Ercan & Ozgen, Tolga, 2016. "Trading session effects on stock returns and their conditional volatility: Firm-level evidence from a European Union accession country," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 446(C), pages 264-271.

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