Herding Behavior and Psychological Factors: Insights from the Pakistan Stock Exchange
DOI:
https://doi.org/10.31384/jisrmsse/2024.22.3.3Abstract
Purpose: This study aims to explore the psychological factors influencing herding behavior among investors in the Pakistan Stock Exchange (PSX).
Design/Methods/Approach: Data has been collected through questionnaire from 400 respondents, the study identifies information, national culture, market sentiments, experience, and overconfidence as independent variables affecting herding behavior as dependent variable.
Findings: The study found that information, national culture, market sentiments, and experience positively influence herding behavior, while overconfidence has a significant and negative relationship with herding behavior. The model explains 55% of the variation in the behavior and has a Q² value of 0.270 which strengthen the findings.
Originality/Value: This study contributes to knowledge in the field of behavioral finance, particularly in developing countries, and suggests future research can expand on psychological factors and investor types.
Practical/Policy implication: The findings can assist investors in making more rational and optimal investment decisions and avoiding herding by conducting independent research, taking calculated risks, and expanding their knowledge of diverse cultures.
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References
Adielyani, D., & Mawardi, W. (2020). The influence of overconfidence, herding behaviour, and risk tolerance on stock investment decisions: The empirical study of millennial investors in Semarang City. Jurnal Maksipreneur: Manajemen, Koperasi, Dan Entrepreneurship, 10(1), 89-101. DOI: https://doi.org/10.30588/jmp.v10i1.691
Aharon, D. Y. (2021). Uncertainty, fear, and herding behaviour: Evidence from size-ranked portfolios. Journal of Behavioural Finance, 22(3), 320-337. DOI: https://doi.org/10.1080/15427560.2020.1774887
Ahmed, Z., Khan, S., Usman, M., Baig, N., & Dar, I. B. (2019). Herding behaviour in Pakistani financial markets: A study of behavioural finance. Foundation University Journal of Business & Economics, 4(2), 11–18. DOI: https://doi.org/10.33897/fujbe.v4i2.139
Ahmed, S. M., Ali, M. A., Mubeen, M., Qazi, F., & Ayubi, S. (2024). Herding behaviour Bias and its Impact on Stock Returns: A case of Pakistan Stock Exchange. GISRAS Journal of Management & Islamic Finance (GJMIF), 4(1).
Ahsan, A. F. M. M., & Sarkar, A. H. (2013). Herding in Dhaka Stock Exchange. Journal of Applied Business and Economics, 14(2), 11–19.
Shusha, A. A., & Touny, M. A. (2016). The Attitudinal Determinants of Adopting the Herd Behaviour: An Applied Study on the Egyptian Exchange. Journal of Finance and Investment Analysis, 5(1), 55–69.
Alicke, M. D., & Govorun, O. (2005). The Better-Than-Average Effect. In M. D. Alicke, D. A. Dunning, & J. I. Krueger (Eds.), Self in Social Judgment (pp. 85–106). Psychology Press.
Almansour, B. Y., Elkrghli, S., & Almansour, A. Y. (2023). Behavioural finance factors and investment decisions: A mediating role of risk perception. Cogent Economics & Finance, 11(2), 2239032. DOI: https://doi.org/10.1080/23322039.2023.2239032
Alvi, J., & Arif, I. (2023). Unraveling the Mystery of Default Prediction: A Study on the Textile Industry in Pakistan. Journal of Quantitative Methods, 7(2).
Arisanti, I., & Oktavendi, T. W. (2020). Herding Behaviour in Sharia Stock: The Moderation Effect of Good Governance Business Sharia Disclosure. Journal of Accounting and Investment, 21(1). DOI: https://doi.org/10.18196/jai.2101136
Asim, M., Khan, M. Y., & Shafi, K. (2024). Investigation of herding behaviour using machine learning models. Review of Behavioural Finance, 16(3), 424-438. DOI: https://doi.org/10.1108/RBF-05-2023-0121
Ayoub, A., & Balawi, A. (2022). Herd Behaviour and its Effect on the Stock Market: An Economic Perspective. Calitatea, 23(188), 285-289. DOI: https://doi.org/10.47750/QAS/23.188.38
Bakar, S., & Yi, A. N. C. (2016). The Impact of Psychological Factors on Investors’ Decision Making in Malaysian Stock Market: A Case of Klang Valley and Pahang. Procedia Economics and Finance, 35, 319–328. DOI: https://doi.org/10.1016/S2212-5671(16)00040-X
Barberis, N. (2003). A Survey of Behavioural Finance. Handbook of the Economics of Finance, 1. DOI: https://doi.org/10.3386/w9222
Bekiros, S., Jlassi, M., Lucey, B., Naoui, K., & Uddin, G. S. (2017). Herding behaviour, market sentiment, and volatility: Will the bubble resume? North American Journal of Economics and Finance, 42, 107–131. DOI: https://doi.org/10.1016/j.najef.2017.07.005
Bikhchandani, S., & Sharma, S. (2001). Herd Behaviour in Financial Markets: A Review. SSRN Electronic Journal, 47(3). DOI: https://doi.org/10.2307/3867650
Birău, F. R. (2012). The impact of Behavioural finance on stock markets. Annals-Economy Series, 3, 45–50.
Blasco, N., Corredor, P., & Ferreruela, S. (2017). Can Agents sensitive to cultural, organisational, and environmental issues avoid herding? Finance Research Letters, 22, 114–121. DOI: https://doi.org/10.1016/j.frl.2017.01.006
Chaudhary, A. K. (2013). Impact of behavioural finance in investment decisions and strategies–a fresh approach. International journal of management research and business strategy, 2(2), 85–92.
Chen, A., He, J., Liang, M., & Su, G. (2020). Crowd response considering herd effect and exit familiarity under emergent occasions: A case study of an evacuation drill experiment. Physica A: Statistical Mechanics and Its Applications, 556, 124654. DOI: https://doi.org/10.1016/j.physa.2020.124654
Choi, K. H., & Yoon, S. M. (2020). Investor sentiment and herding behaviour in the Korean stock market. International Journal of Financial Studies, 8(2), 34. DOI: https://doi.org/10.3390/ijfs8020034
Demirer, R., & Zhang, H. (2018). Industry Herding and the Profitability of Momentum Strategies During Market Crises. Journal of Behavioural Finance, 20(2), 195-212. DOI: https://doi.org/10.1080/15427560.2018.1505728
Donkor, J., Akohene, V., & Acheampong, S. (2016). Behavioural Factors and Investment Decisions of Bankers in Ghana. Journal of Education, Society & Behavioural Science, 18(3), 1–8. DOI: https://doi.org/10.9734/BJESBS/2016/23353
Economou, F., Hassapis, C., & Philippas, N. (2018). Investors’ fear and herding in the stock market. Applied Economics, 50(34–35), 3654–3663. DOI: https://doi.org/10.1080/00036846.2018.1436145
Fernández, B., Garcia-Merino, T., Mayoral, R., Santos, V., & Vallelado, E. (2011). Herding, information uncertainty, and investors' cognitive profile. Qualitative Research in Financial Markets, 3(1), 7–33. DOI: https://doi.org/10.1108/17554171111124595
Fornell, C., & Larcker, D. F. (1981). Evaluating structural equation models with unobservable variables and measurement error. Journal of marketing research, 18(1), 39-50. DOI: https://doi.org/10.1177/002224378101800104
Greiner, M. (2013). Determinants and Consequences of Herding in P2P Lending Markets. AMCIS 2013 Proceedings.
Gul, F., & Khan, K. (2019). An Empirical Study of Investor Attitudinal Factors Influencing Herd Behaviour: Evidence from Pakistan Stock Exchange. Abasyn Journal of Social Sciences, 12(1), 1–11. DOI: https://doi.org/10.34091/AJSS.12.1.01
Hair, J. F., Ringle, C. M., & Sarstedt, M. (2011). PLS-SEM: Indeed, a silver bullet. Journal of Marketing Theory and Practice, 19(2), 139-152. DOI: https://doi.org/10.2753/MTP1069-6679190202
Hair, J. F., Henseler, J., Dijkstra, T. K., & Sarstedt, M. (2014). Common beliefs and reality about partial least squares: comments on Rönkkö and Evermann. DOI: https://doi.org/10.1177/1094428114526928
Chin, W. W. (2009). How to write up and report PLS analyses. In Handbook of partial least squares: Concepts, methods, and applications (pp. 655–690). Berlin, Heidelberg: Springer Berlin Heidelberg. DOI: https://doi.org/10.1007/978-3-540-32827-8_29
Kabir, M. H., & Shakur, S. (2018). Regime-dependent Herding Behaviour in Asian and Latin American stock markets. Pacific Basin Finance Journal, 47, 60–78. DOI: https://doi.org/10.1016/j.pacfin.2017.12.002
Hussain, E., & Shah, A. (2015). Impact of ownership structure on dividend smoothing: A comparison of family and non-family firms in Pakistan. Afro-Asian Journal of Finance and Accounting, 5(4), 356–377. DOI: https://doi.org/10.1504/AAJFA.2015.073489
Ishtiaq, Q., & Abdullah, F. (2015). Ownership Concentration and Cross-Autocorrelation in Portfolios Returns. Business & Economic Review, 7(2), 85–104. DOI: https://doi.org/10.22547/BER/7.2.5
Kahneman, D., & Tversky, A. (1979). On the interpretation of intuitive probability: A reply to Jonathan Cohen. Cognition, 7(4), 409–411. DOI: https://doi.org/10.1016/0010-0277(79)90024-6
Komalasari, P. T. (2016). Information Asymmetry and Herding Behaviour. Jurnal Akuntansi Dan Keuangan Indonesia, 13(1), 70–85. DOI: https://doi.org/10.21002/jaki.2016.04
Lobão, J., & Maio, J. (2021). Herding Around The World: Do Cultural Differences Influence Behaviour? In New Advances in Behavioural Finance (Vol. 45). UK: Cambridge Scholars Publishing.
Malik, S. U., & Elahi, D. M. A. (2015). Analysis of Herd Behaviour Using Quantile Regression: Evidence from Karachi Stock Exchange (KSE). SSRN Electronic Journal, 55322.
Malik, I. R., & Shah, A. (2017). The Impact of Single Stock Futures on Market Efficiency and Volatility: A Dynamic CAPM Approach. Emerging Markets Finance and Trade, 53(2), 339–356. DOI: https://doi.org/10.1080/1540496X.2016.1210507
Mand, A. A., Janor, H., Rahim, R. A., & Sarmidi, T. (2018). Determinants of Herding Behaviour in Malaysian Stock Markets. International Journal of Economics and Research, 9(1), 75–86.
Menkhoff, L., Schmidt, U., & Brozynski, T. (2006). The impact of experience on risk-taking, overconfidence, and herding of fund managers: Complementary survey evidence. European Economic Review, 50(7), 1753–1766. DOI: https://doi.org/10.1016/j.euroecorev.2005.08.001
Munkh-Ulzii, Moslehpour, M., & Van Kien, P. (2018). Empirical models of Herding Behaviour for Asian countries with Confucian culture. Studies in Computational Intelligence, 753, 464–491. DOI: https://doi.org/10.1007/978-3-319-70942-0_34
Mushinada, V. N. C. (2020). Are individual investors irrational or adaptive to market dynamics? Journal of Behavioural and Experimental Finance, 25, 100243. DOI: https://doi.org/10.1016/j.jbef.2019.100243
Nunnally, J. C. (1978). An overview of psychological measurement. Clinical diagnosis of mental disorders: A handbook, 97-146. DOI: https://doi.org/10.1007/978-1-4684-2490-4_4
Joseph, N. N., & Ibrahim, A. (2015). Determinants of investment decision making among Kenya ferry services employees. International Journal of scientific research and management, 3(8), 3477–3484.
Nair, M. A., & Yermal, L. (2017, February). Factors influencing herding behaviour among Indian stock investors. In 2017 International Conference on Data Management, Analytics and Innovation (ICDMAI) (pp. 326–329). IEEE. DOI: https://doi.org/10.1109/ICDMAI.2017.8073535
Najmudin, N., Syarif, D. H., Wahyudi, S., & Muharam, H. (2017). Applying an international CAPM to the herding behaviour model for integrated stock markets. Journal of International Studies, 10(4), 47–62. DOI: https://doi.org/10.14254/2071-8330.2017/10-4/3
Nauman, Q. (2016, June 15). Pakistan Stocks Get MSCI Boost. WSJ; The Wall Street Journal. https://www.wsj.com/articles/pakistan-stocks-rise-after-qualifying-for-msci-emerging-markets-index-1466011295
Nguyen, T., & Schuessler, A. (2012). Investment Decisions and Socio-demographic Characteristics – Empirical Evidence from Germany. International Journal of Economics and Finance, 4(9), 1–12. DOI: https://doi.org/10.5539/ijef.v4n9p1
Palmer, B. (2022, November 22). Understanding Information Cascades in Financial Markets. Investopedia. https://www.investopedia.com/articles/investing/052715/guide-understanding-information-cascades.asp
Patwarani, R., & Husodo, Z. (2023). Examining Herding Behaviour and Its Impact on Stock Market Volatility: Insights from Asian Economies. Journal of Theory and Applied Management, 16(3), 596–611. DOI: https://doi.org/10.20473/jmtt.v16i3.51757
Prosad, J. M. (2014). Impact of Investors’ Behavioural Biases on the Indian Equity Market and Implications on Stock Selection Decisions: An Empirical Analysis. Jaypee Business School Jaypee Institute of Information Technology.
Raafat, R. M., Chater, N., & Frith, C. (2009). Herding in humans. Trends in Cognitive Sciences, 13(10), 420–428. DOI: https://doi.org/10.1016/j.tics.2009.08.002
Rehan, M., & Alvi, J. (2021). Impact of Behavioural Factors on Investment Decisions and Performance: Evidence from Pakistan Stock Exchange. Market Forces, 16(1). DOI: https://doi.org/10.51153/mf.v16i1.435
Risal, N., & Khatiwada, N. (2019). Herding Behaviour in Nepali Stock Market: Empirical Evidence based on Investors from NEPSE. NCC Journal, 4(1), 131–140. DOI: https://doi.org/10.3126/nccj.v4i1.24746
Sabir, S. A., Javed, T., Hameed, W. U., & Yousaf, H. Q. (2020). Demographic Factors and Herding Behaviour of Investors: Moderating Role of Islamic Religiosity. Review of Applied Management and Social Sciences, 3(2), 193–203. DOI: https://doi.org/10.47067/ramss.v3i2.53
Saeedi, A., & Chahardeh, Z. R. (2013). The effects of uncertainty of available information on investors’ behaviours on herding formation. Management Science Letters, 3(7), 1983–1988. DOI: https://doi.org/10.5267/j.msl.2013.06.027
Saunders, M. N. K., Lewis, P., & Thornhill, A. (2019). Understanding research philosophy and approaches to theory development, In M.N. K. Saunders, P. Lewis, & A. Thornhill (Eds.), Research Methods for Business Students (pp. 128-170). Pearson.
Setyowati, A., Harmadi, H., & Sunarjanto, S. (2018). Islamic Financial Literacy and Personal Financial Planning: A Socio-Demographic Study. Jurnal Keuangan Dan Perbankan, 22(1), 63–72. DOI: https://doi.org/10.26905/jkdp.v22i1.1625
Shah, T. A., & Hussain, I. (2024). The Effect of Herding Behaviour on Investment Decision: Moderating Effect of Over-Confidence. Quantic Journal of Social Sciences and Humanities, 5(3), 132–146. DOI: https://doi.org/10.55737/qjssh.381051524
Sheikh, M. F., Bhutta, A. I., & Parveen, T. (2023). Herding or reverse herding: The reaction to change in investor sentiment in the Chinese and Pakistani markets. International Journal of Emerging Markets. DOI: https://doi.org/10.1108/IJOEM-02-2022-0270
Stangor, C. and Walinga, J. (2014). Introduction to Psychology (1st Canadian edition). BCcampus
Stavrova, O., Köneke, V., & Schlösser, T. (2016). Overfulfilling the Norm: The better-than-average effect in judgments of attitudes. Social Psychology, 47(5), 288–293. DOI: https://doi.org/10.1027/1864-9335/a000280
Tauseef, S. (2020). Sentiment and Stock Returns: A Case for Conventional and Islamic Equities in Pakistan. Business & Economic Review, 12(3), 1–22. DOI: https://doi.org/10.22547/BER/12.3.1
Zheng, D., Li, H., & Chiang, T. C. (2017). Herding within industries: Evidence from Asian stock markets. International Review of Economics and Finance, 51, 487–509. DOI: https://doi.org/10.1016/j.iref.2017.07.005
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Copyright (c) 2024 Kehkashan Nizam, Ismat Mohiuddin, Jahanzaib Alvi, Asim Mehboob, Muhammad Reham

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