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Stock Market Reaction towards Terrorism: An Evidence Based on Seasonal Variation in Pakistan

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  • Jauhar Abbas
  • Hammad Hassan Mirza
  • Haroon Hussain
  • Rana Yassir Hussain
  • Muhammad Saad
  • Masud Akhtar

Abstract

This study examined whether the impact of terrorism events on the stock market varies based on seasonal anomalies (i.e., spring, summer, autumn, and winter). For this purpose, this study selected and obtained the data of 344 terrorist events that occurred in Pakistan and daily closing index price data of KSE 100 for the period ranging from 2008 to 2017. To fulfil the study's objective, this study applies the event day analysis by using five days window (-2, -1, 0, +1, +2) by employing the Exponential Generalized Autoregressive Conditional Heteroskedasticity (GARCH) model. The findings of this study shows that there is no significant impact of terrorist events on stock returns in Pakistan on pre-event day 2 and event day. However, terrorism events have a significant positive impact on stock returns on pre-event day 1 and post-event day 1. On the contrary, stock returns on post-event day 2 showed a significant positive but in negative direction. In addition, this study also found that stock market returns vary significantly based on seasonal anomalies. However, it is also revealed that the impact of terrorism (event day) on the stock market�s returns does not significantly vary during all seasons in Pakistan except autumn and similarly, the impact of terrorism (post-event day 1) on the stock market�s returns does not significantly vary during said weather seasons in Pakistan. Furthermore, the positive impact of terrorism (during post-event day 2) upon the stock market�s returns significantly differs during weather seasons of spring, summer, and autumn in Pakistan. As per the results, this study suggests that the investor should invest on event day and resell/ withdraw his investment on post-event day 1 in order to earn higher profit.

Suggested Citation

  • Jauhar Abbas & Hammad Hassan Mirza & Haroon Hussain & Rana Yassir Hussain & Muhammad Saad & Masud Akhtar, 2021. "Stock Market Reaction towards Terrorism: An Evidence Based on Seasonal Variation in Pakistan," Journal of Economic Impact, Science Impact Publishers, vol. 3(3), pages 167-177.
  • Handle: RePEc:adx:journl:v:3:y:2021:i:3:p:167-177
    DOI: 10.52223/jei3032106
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    1. Robert F. Engle & Giampiero M. Gallo & Margherita Velucchi, 2012. "Volatility Spillovers in East Asian Financial Markets: A Mem-Based Approach," The Review of Economics and Statistics, MIT Press, vol. 94(1), pages 222-223, February.
    2. Kollias, Christos & Papadamou, Stephanos & Stagiannis, Apostolos, 2011. "Terrorism and capital markets: The effects of the Madrid and London bomb attacks," International Review of Economics & Finance, Elsevier, vol. 20(4), pages 532-541, October.
    3. David Hirshleifer & Tyler Shumway, 2003. "Good Day Sunshine: Stock Returns and the Weather," Journal of Finance, American Finance Association, vol. 58(3), pages 1009-1032, June.
    4. Muntermann, Jan & Guettler, Andre, 2007. "Intraday stock price effects of ad hoc disclosures: the German case," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 17(1), pages 1-24, February.
    5. Cao, Melanie & Wei, Jason, 2005. "Stock market returns: A note on temperature anomaly," Journal of Banking & Finance, Elsevier, vol. 29(6), pages 1559-1573, June.
    6. Jules van Binsbergen & Michael Brandt & Ralph Koijen, 2012. "On the Timing and Pricing of Dividends," American Economic Review, American Economic Association, vol. 102(4), pages 1596-1618, June.
    7. Najam, Najam Ul Sabeeh & Mehmood, Arshad Mehmood, 2019. "The economic cost of terrorism and natural disasters: A deeper analysis of the financial market markets of Pakistan," MPRA Paper 92278, University Library of Munich, Germany.
    8. Daniel Meierrieks & Thomas Gries, 2013. "Causality between terrorism and economic growth," Journal of Peace Research, Peace Research Institute Oslo, vol. 50(1), pages 91-104, January.
    9. Brian W. Sloboda, 2003. "Assessing the Effects of Terrorism on Tourism by Use of Time Series Methods," Tourism Economics, , vol. 9(2), pages 179-190, June.
    10. Sofia Anyfantaki & Stelios Arvanitis & Nikolas Topaloglou, 2018. "Diversification, integration and cryptocurrency market," Working Papers 244, Bank of Greece.
    11. Arin, K. Peren & Ciferri, Davide & Spagnolo, Nicola, 2008. "The price of terror: The effects of terrorism on stock market returns and volatility," Economics Letters, Elsevier, vol. 101(3), pages 164-167, December.
    12. Kalimullah Khan & Muhammad Ali Nasir & Matteo Rossi, 2017. "The calendar anomalies on performance and volatility of stock market: the effects of Ramadan on Karachi Stock Exchange," Global Business and Economics Review, Inderscience Enterprises Ltd, vol. 19(1), pages 54-69.
    13. Attiya Y. Javid, 2007. "Stock Market Reaction to Catastrophic Shock: Evidence from Listed Pakistani Firms," PIDE-Working Papers 2007:37, Pakistan Institute of Development Economics.
    14. Halari, Anwar & Tantisantiwong, Nongnuch & Power, David. M. & Helliar, Christine, 2015. "Islamic calendar anomalies: Evidence from Pakistani firm-level data," The Quarterly Review of Economics and Finance, Elsevier, vol. 58(C), pages 64-73.
    15. Faheem Aslam & Hyoung-Goo Kang, 2015. "How Different Terrorist Attacks Affect Stock Markets," Defence and Peace Economics, Taylor & Francis Journals, vol. 26(6), pages 634-648, December.
    16. Essaddam, Naceur & Karagianis, John M., 2014. "Terrorism, country attributes, and the volatility of stock returns," Research in International Business and Finance, Elsevier, vol. 31(C), pages 87-100.
    17. Chen, Andrew H. & Siems, Thomas F., 2004. "The effects of terrorism on global capital markets," European Journal of Political Economy, Elsevier, vol. 20(2), pages 349-366, June.
    18. Novy-Marx, Robert, 2014. "Predicting anomaly performance with politics, the weather, global warming, sunspots, and the stars," Journal of Financial Economics, Elsevier, vol. 112(2), pages 137-146.
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