•   Muhammad Tayyab Ul Hassan

  •   Syed Hassan Jamil


This study investigates the influence of herd behavior on the Pakistan stock exchange indexes KSE-100 and KSE-30 during bullish and bearish markets. Using the daily market return from 2007 to 2020. We implement the method of main herding measures, Cross-sectional absolute deviation, and Cross-sectional standard deviation, to explore the influence of herd behavior in the emerging market of Pakistan. The results indicate the presence of market-wide herd behavior: (a) along with the different direction of market positive and negative return, (b) when trading volume high, (c) when stock market highly volatile, and (d) during and the post-financial crisis. Moreover, Investors don’t herd when low trading volume and low volatility. Our study fills the gap in the literature and contributes to academic relevance by exploring the influence of herd behavior among both bull and bear periods in markets of Pakistan, it also examines the possible asymmetric effects of herding related to the market with high-low trading volume and market volatility.

Keywords: Herding behavior, CSSD, CSAD, Bull and Bear, emerging market, and Pakistan


Baker, H. K., Hargrove, M. B., & Haslem, J. A. (1977). An empirical analysis of the risk-return preferences of individual investors. The Journal of Financial and Quantitative Analysis, 12(3), 377.

Balcilar, M., Demirer, R., & Hammoudeh, S. (2013). Investor herds and regime-switching: Evidence from Gulf Arab stock markets. Journal of International Financial Markets, Institutions and Money, 23, 295-321.

Bernales, A., Verousis, T., & Voukelatos, N. (2015). Do investors follow the herd in option markets? SSRN Electronic Journal.

Cai, F., Han, S., Li, D., & Li, Y. (2019). Institutional herding and its price impact: Evidence from the corporate bond market. Journal of Financial Economics, 131(1), 139-167.

Canikli, S. (2019). Effect of financial literacy and risk perception on individual investors’ investment choices.

Chang, E. C., Cheng, J. W., & Khorana, A. (2000). An examination of herd behavior in equity markets: An international perspective. Journal of Banking & Finance, 24(10), 1651-1679.

Christie, W. G., & Huang, R. D. (1995). Following the pied piper: Do individual returns herd around the market? Financial Analysts Journal, 51(4), 31-37.

Filip, A., Pochea, M., & Pece, A. (2015). The herding behaviour of investors in the CEE stocks markets. Procedia Economics and Finance, 32, 307-315.

Gavriilidis, K., Kallinterakis, V., & Tsalavoutas, I. (2016). Investor mood, herding and the Ramadan effect. Journal of Economic Behavior & Organization, 132, 23-38.

Humayun Kabir, M. (2017). Did investors herd during the financial crisis? Evidence from the US financial industry. International Review of Finance, 18(1), 59-90.

King, R. G., & Levine, R. (1993). Finance and growth: Schumpeter might be right. The Quarterly Journal of Economics, 108(3), 717-737.

King, R. G., & Levine, R. (1993). Finance, entrepreneurship and growth. Journal of Monetary Economics, 32(3), 513-542.

Lerman, A. (2020). Individual investors’ attention to accounting information: Evidence from online financial communities. Contemporary Accounting Research.

Li, X., & Zakamulin, V. (2020). Stock volatility predictability in bull and bear markets. Quantitative Finance, 20(7), 1149-1167.

Metwally, A. H., Abdel Wahab, L. A., & Eldomiaty, T. (2016). Does herding behaviour vary in bull and bear markets? Perspectives from Egypt. International Journal of Behavioural Accounting and Finance, 6(1), 26.

Munkh-Ulzii, B., McAleer, M., Moslehpour, M., & Wong, W. (2018). Confucius and herding behaviour in the stock markets in China and Taiwan. Sustainability, 10(12), 4413.

Osamor, P. I., & Anene, C. E. (2019). Influence of price volatility on herding behaviour: A study of Nigerian stock market. Research Journal of Finance and Accounting, 10(10).

Riaz, T., & Iqbal, H. Y. (2015). Impact of Overconfidence, Illusion of control, Self-Control and Optimism Bias on Investors Decision Making; Evidence from Developing Markets. Research Journal of Finance and Accounting, 6(10), 110-116.

Richards, T. (2014). Investing psychology, The effects of behavioral finance on investment choice and bias. Hoboken, New Jersey: Wiley & Sons, Inc.

Sachdeva, R. (2020). An empirical investigation of factors influencing young Indian consumer decision making. Journal of Asia-Pacific Business, 21(3), 207-226.

Sardjao, J. (2012). Herding in Investor’s Behaviour: An investigation of herd behaviour in the Russian stock market (Doctoral dissertation, Master Thesis, Tilburg University, International Business Administration (Finance)).

Satish, B., & Padmasree, K. (2018). An empirical analysis of herding behaviour in Indian stock market. International Journal of Management Studies, V (3(3)), 124.

Schmitt, N., & Westerhoff, F. (2017). Herding behaviour and volatility clustering in financial markets. Quantitative Finance, 17(8), 1187-1203.

Tan, L., Chiang, T. C., Mason, J. R., & Nelling, E. (2008). Herding behavior in Chinese stock markets: An examination of a and B shares. Pacific-Basin Finance Journal, 16(1-2), 61-77.

Yousaf, I., Ali, S., & Shah, S. Z. (2018). Herding behavior in Ramadan and financial crises: The case of the Pakistani stock market. Financial Innovation, 4(1).

Zhang, J., Djajadikerta, H., & Zhang, Z. (2018). Does sustainability engagement affect stock return volatility? Evidence from the Chinese financial market. Sustainability, 10(10), 3361.


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How to Cite
Hassan, M. T. U., & Jamil, S. H. (2021). Investigative Study of Investor’s Herding Behavior During Bullish and Bearish Market: A Case of Pakistan Stock Exchange. European Journal of Business and Management Research, 6(3), 17-25. https://doi.org/10.24018/ejbmr.2021.6.3.847