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Herding behavior in Ramadan and financial crises: the case of the Pakistani stock market

Author

Listed:
  • Imran Yousaf

    (Capital University of Science and Technology
    Air University)

  • Shoaib Ali

    (Air University
    International Islamic University)

  • Syed Zulfiqar Ali Shah

    (International Islamic University)

Abstract

This study examines herding behavior in the Pakistani Stock Market under different market conditions, focusing on the Ramadan effect and Crisis period by using data from 2004 to 2014. Two regression models of Christie and Huang (Financ Analysts J 51:31–37, 1995) and Chang et al., (J Bank Finance 24:1651–1679, 2000) are used for herding estimations. Results based on daily stock data reveal that there is an absence of herding behavior during rising (up) and falling (down) market as well as during high and low volatility in market. While herding behavior is detected during low trading volume days. Yearly analysis shows that herding existed during 2005, 2006 and 2007, while it is not evident during rest of the period. However, herding behavior is not detected during Ramadan. Furthermore, during financial crisis of 2007–08, Pakistani Stock Market exhibits herding behavior due to higher uncertainty and information asymmetry.

Suggested Citation

  • Imran Yousaf & Shoaib Ali & Syed Zulfiqar Ali Shah, 2018. "Herding behavior in Ramadan and financial crises: the case of the Pakistani stock market," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 4(1), pages 1-14, December.
    • Handle: RePEc:spr:fininn:v:4:y:2018:i:1:d:10.1186_s40854-018-0098-9
    DOI: 10.1186/s40854-018-0098-9
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    as
    1. repec:cup:cbooks:9780511761942 is not listed on IDEAS
    2. Chang, Eric C. & Cheng, Joseph W. & Khorana, Ajay, 2000. "An examination of herd behavior in equity markets: An international perspective," Journal of Banking & Finance, Elsevier, vol. 24(10), pages 1651-1679, October.
    3. Lakonishok, Josef & Shleifer, Andrei & Vishny, Robert W., 1992. "The impact of institutional trading on stock prices," Journal of Financial Economics, Elsevier, vol. 32(1), pages 23-43, August.
    4. Luc Renneboog & Christophe Spaenjers, 2012. "Religion, economic attitudes, and household finance," Oxford Economic Papers, Oxford University Press, vol. 64(1), pages 103-127, January.
    5. Al-Hajieh, Heitham & Redhead, Keith & Rodgers, Timothy, 2011. "Investor sentiment and calendar anomaly effects: A case study of the impact of Ramadan on Islamic Middle Eastern markets," Research in International Business and Finance, Elsevier, vol. 25(3), pages 345-356, September.
    6. Stulz, Rene M. & Williamson, Rohan, 2003. "Culture, openness, and finance," Journal of Financial Economics, Elsevier, vol. 70(3), pages 313-349, December.
    7. Kumar, Alok & Page, Jeremy K. & Spalt, Oliver G., 2011. "Religious beliefs, gambling attitudes, and financial market outcomes," Journal of Financial Economics, Elsevier, vol. 102(3), pages 671-708.
    8. Shah, Mohay Ud Din & Shah, Attaullah & Khan, Safi Ullah, 2017. "Herding behavior in the Pakistan stock exchange: Some new insights," Research in International Business and Finance, Elsevier, vol. 42(C), pages 865-873.
    9. Devenow, Andrea & Welch, Ivo, 1996. "Rational herding in financial economics," European Economic Review, Elsevier, vol. 40(3-5), pages 603-615, April.
    10. Burton G. Malkiel, 2003. "The Efficient Market Hypothesis and Its Critics," Working Papers 111, Princeton University, Department of Economics, Center for Economic Policy Studies..
    11. Białkowski, Jędrzej & Etebari, Ahmad & Wisniewski, Tomasz Piotr, 2012. "Fast profits: Investor sentiment and stock returns during Ramadan," Journal of Banking & Finance, Elsevier, vol. 36(3), pages 835-845.
    12. Mark J. Kamstra & Lisa A. Kramer & Maurice D. Levi, 2003. "Winter Blues: A SAD Stock Market Cycle," American Economic Review, American Economic Association, vol. 93(1), pages 324-343, March.
    13. Burton G. Malkiel, 2003. "The Efficient Market Hypothesis and Its Critics," Working Papers 111, Princeton University, Department of Economics, Center for Economic Policy Studies..
    14. Daniel Kahneman & Amos Tversky, 2013. "Prospect Theory: An Analysis of Decision Under Risk," World Scientific Book Chapters, in: Leonard C MacLean & William T Ziemba (ed.), HANDBOOK OF THE FUNDAMENTALS OF FINANCIAL DECISION MAKING Part I, chapter 6, pages 99-127, World Scientific Publishing Co. Pte. Ltd..
    15. Lao, Paulo & Singh, Harminder, 2011. "Herding behaviour in the Chinese and Indian stock markets," Journal of Asian Economics, Elsevier, vol. 22(6), pages 495-506.
    16. repec:pri:cepsud:91malkiel is not listed on IDEAS
    17. Seyyed, Fazal J. & Abraham, Abraham & Al-Hajji, Mohsen, 2005. "Seasonality in stock returns and volatility: The Ramadan effect," Research in International Business and Finance, Elsevier, vol. 19(3), pages 374-383, September.
    18. Demirer, RIza & Kutan, Ali M., 2006. "Does herding behavior exist in Chinese stock markets?," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 16(2), pages 123-142, April.
    19. Galariotis, Emilios C. & Rong, Wu & Spyrou, Spyros I., 2015. "Herding on fundamental information: A comparative study," Journal of Banking & Finance, Elsevier, vol. 50(C), pages 589-598.
    20. Fama, Eugene F, 1970. "Efficient Capital Markets: A Review of Theory and Empirical Work," Journal of Finance, American Finance Association, vol. 25(2), pages 383-417, May.
    21. Wright, William F. & Bower, Gordon H., 1992. "Mood effects on subjective probability assessment," Organizational Behavior and Human Decision Processes, Elsevier, vol. 52(2), pages 276-291, July.
    22. Dowling, Michael & Lucey, Brian M., 2005. "Weather, biorhythms, beliefs and stock returns--Some preliminary Irish evidence," International Review of Financial Analysis, Elsevier, vol. 14(3), pages 337-355.
    23. Froot, Kenneth A & Scharftstein, David S & Stein, Jeremy C, 1992. "Herd on the Street: Informational Inefficiencies in a Market with Short-Term Speculation," Journal of Finance, American Finance Association, vol. 47(4), pages 1461-1484, September.
    24. Robert J. Shiller, 2003. "From Efficient Markets Theory to Behavioral Finance," Journal of Economic Perspectives, American Economic Association, vol. 17(1), pages 83-104, Winter.
    25. Scharfstein, David S & Stein, Jeremy C, 1990. "Herd Behavior and Investment," American Economic Review, American Economic Association, vol. 80(3), pages 465-479, June.
    26. Pantzalis, Christos & Ucar, Erdem, 2014. "Religious holidays, investor distraction, and earnings announcement effects," Journal of Banking & Finance, Elsevier, vol. 47(C), pages 102-117.
    27. McCleary, Rachel & Barro, Robert, 2003. "Religion and Economic Growth across Countries," Scholarly Articles 3708464, Harvard University Department of Economics.
    28. J. M. Keynes, 1937. "The General Theory of Employment," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 51(2), pages 209-223.
    29. Hwang, Soosung & Salmon, Mark, 2004. "Market stress and herding," Journal of Empirical Finance, Elsevier, vol. 11(4), pages 585-616, September.
    30. Saunders, Edward M, Jr, 1993. "Stock Prices and Wall Street Weather," American Economic Review, American Economic Association, vol. 83(5), pages 1337-1345, December.
    31. Chiang, Thomas C. & Zheng, Dazhi, 2010. "An empirical analysis of herd behavior in global stock markets," Journal of Banking & Finance, Elsevier, vol. 34(8), pages 1911-1921, August.
    32. Erkens, David H. & Hung, Mingyi & Matos, Pedro, 2012. "Corporate governance in the 2007–2008 financial crisis: Evidence from financial institutions worldwide," Journal of Corporate Finance, Elsevier, vol. 18(2), pages 389-411.
    33. Tan, Lin & Chiang, Thomas C. & Mason, Joseph R. & Nelling, Edward, 2008. "Herding behavior in Chinese stock markets: An examination of A and B shares," Pacific-Basin Finance Journal, Elsevier, vol. 16(1-2), pages 61-77, January.
    34. Burton G. Malkiel, 2003. "The Efficient Market Hypothesis and Its Critics," Journal of Economic Perspectives, American Economic Association, vol. 17(1), pages 59-82, Winter.
    35. Robert J. Barro & Rachel McCleary, 2003. "Religion and Economic Growth," NBER Working Papers 9682, National Bureau of Economic Research, Inc.
    36. Kremer, Stephanie & Nautz, Dieter, 2013. "Causes and consequences of short-term institutional herding," Journal of Banking & Finance, Elsevier, vol. 37(5), pages 1676-1686.
    37. John R. Nofsinger & Richard W. Sias, 1999. "Herding and Feedback Trading by Institutional and Individual Investors," Journal of Finance, American Finance Association, vol. 54(6), pages 2263-2295, December.
    38. Malik, Saif Ullah & Elahi, Muhammad Ather, 2014. "Analysis of Herd Behavior Using Quantile Regression: Evidence from Karachi Stock Exchange (KSE)," MPRA Paper 55322, University Library of Munich, Germany.
    39. Al-Khazali, Osamah, 2014. "Revisiting fast profit investor sentiment and stock returns during Ramadan," International Review of Financial Analysis, Elsevier, vol. 33(C), pages 158-170.
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