Investigating Investor Herding in the Pakistan Stock Market (PSX): A Sectoral Analysis
Abstract
The current study aimed to delve into the phenomenon of investors' herding within the Pakistan Stock Exchange (PSX) and its various sectors. It focused on patterns within sectors and on market conditions that are volatile. The research used established herding measures, Cross-Sectional Standard Deviation (CSSD), and Cross-Sectional Absolute Deviation (CSAD), proposed by Christie and Huang in 1995 and Chang et al. in 2000. The analysis relied on intraday, daily, and weekly return data from 620 listed firms. The evidence showed that return differences increase, rather than decrease, during times of high market activity. This indicates there is no significant herding at the overall market level or within individual sectors. These results challenge the usual assumptions in behavioural finance that investors follow during uncertain times. Instead, they suggest that investors in the PSX are more independent and rational. The study emphasized the need for regulatory strategies tailored to specific sectors. These strategies should recognize this independence and promote transparency, investor education, and evidence-based policymaking to improve market resilience.
A market-wide herding measure known as Cross-Sectional Standard Deviation (CSSD) Cross sectional absolute deviation (CSAD) models introduced by Christie & Huang (1995) and Chang et al. (2000) is applied to assess the presence of herding behavior. To conduct this analysis, the study utilizes intraday, daily, and weekly stock returns from a sample of 620 companies listed on the Pakistan stock exchange. The findings suggest that the variability of equity returns often rises during times of significant price volatility instead of falling, indicating a lack of herding behavior. The results indicate that neither the PSX nor its individual sectors exhibit any significant herding tendencies. The results highlight the need for policymakers and market participants to develop sector-specific strategies that leverage this independence, challenging traditional assumptions of uniform investor behavior and promoting more informed market practices.
Keywords: Herding Behavior, Cross sectional standard deviation, Cross sectional absolute deviation, Pakistan stock market
JEL Classification: G11, G12, G14
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References
Afzal, M., Rasheed, A., & Khalid, W. (2024). Behavioral bias of equity investors in different market conditions and events in the Pakistan Stock Exchange (PSX). Qlantic Journal of Social Sciences and Humanities, 5(1), 208–219. https://doi.org/10.55737/qjssh.379018319
Ahsan, A. F. M. M., & Sarkar, A. H. (2013). Herding in Dhaka stock exchange. The Journal of Applied Business and Economics, 14(2), 11–19.
Alkaraan, F., Elmarzouky, M., Hussainey, K., & Venkatesh, V. G. (2023). Sustainable strategic investment decision-making practices in UK companies: The influence of governance mechanisms on synergy between Industry 4.0 and circular economy. Technological Forecasting and Social Change, 187, Article e122187. https://doi.org/10.1016/j.techfore.2022.122187
Baker, M. P., & Wurgler, J. (2003). Investor sentiment and the cross-section of stock returns. SSRN. https://doi.org/10.2139/ssrn.464843
Bikhchandani, S., Hirshleifer, D., Tamuz, O., & Welch, I. (2024). Information cascades and social learning. Journal of Economic Literature, 62(3), 1040–1093. https://doi.org/10.1257/jel.20241472
Bilal, K., Arif, K., & Ali, M. A. (2021). An empirical analysis of herd behavior: Evidence from PSX Pakistan Stock Exchange. Periodicals of Management Studies, 1(2), 77–87. https://doi.org/10.55737/poms.2021.1.2.10
Brown, G. W., & Cliff, M. T. (2004). Investor sentiment and the Near-Term stock market. Journal of Empirical Finance, 11, 1-27. https://dx.doi.org/10.2139/ssrn.282915
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. https://doi.org/10.1016/s0378-4266(99)00096-5
Chiang, T. C., & Zheng, D. (2010). An empirical analysis of herd behavior in global stock markets. Journal of Banking & Finance, 34(8), 1911–1921. https://doi.org/10.1016/j.jbankfin.2009.12.014
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. https://doi.org/10.2469/faj.v51.n4.1918
De Long, J. B., Shleifer, A., Summers, L. H., & Waldmann, R. J. (1990). Positive feedback investment strategies and destabilizing rational speculation. Journal of Finance, 45(2), 379–395. https://doi.org/10.1111/j.1540-6261.1990.tb03695.x
Demirer, R., & Kutan, A. M. (2005). Does herding behavior exist in Chinese stock markets? Journal of International Financial Markets Institutions and Money, 16(2), 123–142. https://doi.org/10.1016/j.intfin.2005.01.002
Fromlet, H. (2001). Behavioral Finance-Theory and practical application. Business Economics, 36(3), 63–69.
Gleason, K. C., Mathur, I., & Peterson, M. A. (2004). Analysis of intraday herding behavior among the sector ETFs. Journal of Empirical Finance, 11(5), 681–694. https://doi.org/10.1016/j.jempfin.2003.06.003
Griffin, J. M., Harris, J. H., & Topaloglu, S. (2003). The dynamics of institutional and individual trading. The Journal of Finance, 58(6), 2285–2320. https://doi.org/10.1046/j.1540-6261.2003.00606.x
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
Jabeen, S., & Rizavi, S. S. (2019). Herd behaviour, short-lived phenomenon: Evidence from Pakistan stock exchange. Lahore Journal of Business, 8(1), 51–72. https://doi.org/10.35536/ljb.2019.v8.i1.a3
Javaira, Z., & Hassan, A. (2015). An examination of herding behavior in Pakistani stock market. International Journal of Emerging Markets, 10(3), 474–490. https://doi.org/10.1108/ijoem-07-2011-0064
Javed, T., Zafar, N., & Hafeez, B. (2013). Herding behavior in Karachi stock exchange. SSRN. https://ssrn.com/abstract=2706337
Kashif, M., Palwishah, R., Ahmed, R. R., Vveinhardt, J., & Streimikiene, D. (2021). Do investors herd? An examination of Pakistan stock exchange. International Journal of Finance & Economics, 26(2), 2090–2105. https://doi.org/10.1002/ijfe.1895
Khan, N. U., Burton, B., & Power, D. (2013). The share price behaviours around dividend announcements in Pakistan. SSRN. https://doi.org/10.2139/ssrn.4104653
Kiran, F., & Khan, N. U. (2016). The herding behavior on the Karachi stock exchange Pakistan. Journal of Asia Business Studies, 10(3), 253–275. https://doi.org/10.15224/978-1-63248-103-0-81
Kumar, A., & Lee, C. M. (2006). Retail investor sentiment and return comovements. The Journal of Finance, 61(5), 2451–2486. https://doi.org/10.1111/j.1540-6261.2006.01063.x
Lao, P., & Singh, H. (2011). Herding behaviour in the Chinese and Indian stock markets. Journal of Asian Economics, 22(6), 495–506. https://doi.org/10.1016/j.asieco.2011.08.001
Latief, R., & Shah, S. A. (2014). Mutual funds herding and its impact on stock returns; Evidence from Pakistan. Journal of Basic and Applied Scientific Research, 4(2), 72–80.
Lemmon, M., & Portniaguina, E. (2006). Consumer confidence and asset prices: Some empirical evidence. Review of Financial Studies, 19(4), 1499–1529. https://doi.org/10.1093/rfs/hhj038
Malik, S. U., & Elahi, M. A. (2014). Analysis of herd behavior using quantile regression: Evidence from Karachi stock exchange (KSE). MPRA Paper. https://ideas.repec.org/p/pra/mprapa/55322.html
Moussa, A. S., Alkaraan, F., & Elmarzouky, M. (2024). Green governance: How ESG initiatives drive financial performance in UK firms? Sustainability, 16(24), Article e10894. https://doi.org/10.3390/su162410894
Perveen, A., Mahmood, F., & Riaz, A. (2024). Herd investing in Pakistani stock market: Evidence from Pakistan’s stock market using data of more than three decades. Journal of Development and Social Sciences, 5(2), 211–221. https://doi.org/10.47205/jdss.2024(5-II)21
Qiu, L. X., & Welch, I. (2006). Investor sentiment measures. SSRN. https://doi.org/10.2139/ssrn.589641
Shah, F., Imran, M., & Khan, S. (2024). Herding behavior and its impact on market volatility: Empirical evidence from the Pakistan Stock Market. Dialogue Social Science Review, 2(4), 218–232. https://thedssr.com/index.php/2/article/view/61
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. https://doi.org/10.1016/j.pacfin.2007.04.00
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