Did the Covid-19 Pandemic Trigger Herding Behavior?

Authors

  • Puput Tri Komalasari Department of Management, Faculty of Economics and Business, Airlangga University, Jl. Airlangga 4-6, Surabaya
  • Zahrin Haznina Qalby Department of Management, Faculty of Economics and Business, Airlangga University, Jl. Airlangga 4-6, Surabaya https://orcid.org/0000-0002-1351-7434
  • Vanessa Ryan Alhaqi Department of Management, Faculty of Economics and Business, Airlangga University, Jl. Airlangga 4-6, Surabaya

DOI:

https://doi.org/10.21632/irjbs.17.2.129-142

Keywords:

COVID-19, Herding Behavior, Mutual Fund, Reverse Herding

Abstract

This study aims to examine the influence of the COVID-19 pandemic on mutual fund herding in Indonesia. The research population comprises open-end mutual funds in Indonesia. By adopting the purposive sampling method, we selected the stock mutual funds registered from 2017 to 2022 as our research sample. We define the 2017-2019 period as before COVID-19 and 2020-2022 as during COVID-19. This study employs CSAD and CSSD as proxies for return dispersion by considering two types of indices as benchmarks, namely LQ45 and IDX Composite. Our study found that COVID-19 did trigger mutual fund herding. However, we failed to find herding behavior when there is a large market movement. Instead, we found reverse herding. 

References

Akhtaruzzaman, M., Boubaker, S., & Sensoy, A. (2021). Financial Contagion during COVID–19 Crisis. Finance Research Letters, 38(May 2020), 101604. https://doi.org/10.1016/j.frl.2020.101604

Alexakis, C., Chantziaras, A., Economou, F., Eleftheriou, K., & Grose, C. (2023). Animal Behavior in Capital Markets: Herding Formation Dynamics, Trading Volume, and the Role of COVID-19 Pandemic. North American Journal of Economics and Finance, 67(May), 101946. https://doi.org/10.1016/j.najef.2023.101946

Aronson, E., & Aronson, J. (2011). The Social Animal (Eleventh). Worth Publisher, 41 Madison Avenue New York. www.worthpublisher.com

Ashraf, B. N. (2020). Stock Markets’ Reaction to COVID-19: Cases or Fatalities? Research in International Business and Finance, 54(May), 101249. https://doi.org/10.1016/j.ribaf.2020.101249

Bai, J. (Jianqiu), Ma, L., Mullally, K., & Tang, Y. (2023). Are Mutual Fund Managers Paid for Performance? Evidence from U.S. Administrative Earnings Data. https://doi.org/https://dx.doi.org/10.2139/ssrn.4658990

Bai, L., Wei, Y., Wei, G., Li, X., & Zhang, S. (2021). Infectious Disease Pandemic and Permanent Volatility of International Stock Markets: A Long-term Perspective. Finance Research Letters, 40(May 2020), 101709. https://doi.org/10.1016/j.frl.2020.101709

Blake, D., Sarno, L., & Zinna, G. (2017). The Market for Lemmings: The Herding Behavior of Pension Funds. Journal of Financial Markets, 36, 17–39. https://doi.org/10.1016/j.finmar.2017.03.001

Brennan, M. J., & Li, F. (2008). Agency and Asset Pricing (Issue 310). https://doi.org/http://dx.doi.org/10.2139/ssrn.1104546

Celiker, U., Chowdhury, J., & Sonaer, G. (2015). Do Mutual Funds Herd in Industries? Journal of Banking & Finance, 52, 1–16. https://doi.org/10.1016/j.jbankfin.2014.11.006

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, 1651–1679. https://doi.org/10.1002/ijc.2910340112

Chattopadhyay, M., Garg, A. K., & Mitra, S. K. (2018). Herding by Foreign Institutional Investors: An Evidential Exploration for Persistence and Predictability. Journal of Behavioral Finance, 19(1), 73–88. https://doi.org/10.1080/15427560.2017.1373282

Chen, T. (2013). Do Investors Herd in Global Stock Markets? Journal of Behavioral Finance, 14(3), 230–239. https://doi.org/10.1080/15427560.2013.819804

Choe, H., Kho, B.-C., & Stulz, R. M. (1999). Do Foreign Investors Destabilize Stock Markets? The Korean Experience in 1997. Journal of Financial Economics, 54(2), 227–264. https://doi.org/10.1016/S0304-405X(99)00037-9

Choi, K. H., & Yoon, S. M. (2020). Investor Sentiment and Herding Behavior in the Korean Stock Market. International Journal of Financial Studies, 8(2), 1–14. https://doi.org/10.3390/ijfs8020034

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/10.1016/j.jfineco.2008.12.009

Coy, P. (2020). The Great Coronavirus Crash of 2020 Is Different. Bloomberg Businessweek. https://www.bloomberg.com/news/articles/2020-03-19/the-great-coronavirus-crash-of-2020-is-different

De Bondt, W. F. M., & Thaler, R. (1985). Does the Stock Market Overreact? The Journal of Finance, 40(3), 793–805. https://doi.org/10.1111/j.1540-6261.1985.tb05004.x

Devenow, A., & Welch, I. (1996). Rational Herding in Financial Economics. European Economic Review, 40(3), 603–615. https://doi.org/10.1016/0014-2921(95)00073-9

Economou, F., Hassapis, C., & Philippas, N. (2018). Investors’ Fear and Herding in the Stock Market. Applied Economics, 50(34–35), 3654–3663. https://doi.org/10.1080/00036846.2018.1436145

Economou, F., Kostakis, A., & Philippas, N. (2011). Cross-country Effects in Herding Behaviour: Evidence from Four South European Markets. Journal of International Financial Markets, Institutions & Money, 21(3), 443–460. https://doi.org/10.1016/j.intfin.2011.01.005

Eki Rahman, R., & Ermawati. (2020). Analysis of Herding Behavior in the Stock Market: A Case Study of the Asean-5 and the US. Buletin Ekonomi Moneter Dan Perbankan, 23(3), 297–318. https://doi.org/10.21098/BEMP.V23I3.1362

Fransiska, M., Sumani, Willy, & Pangestu, S. (2018). Herding Behavior in Indonesian Investors. International Research Journal of Business Studies, 11(2), 129–143. https://doi.org/10.21632/irjbs.11.2.129-143

French, K. R. (1980). Stock Returns and the Weekend Effect. Journal of Financial Economics, 8, 55–69.

Gębka, B., & Wohar, M. E. (2013). International Herding: Does It Differ across Sectors? Journal of International Financial Markets, Institutions & Money, 23, 55–84. https://doi.org/10.1016/j.intfin.2012.09.003

Ghorbel, A., Snene, Y., & Frikha, W. (2022). Does Herding Behavior Explain the Contagion of the COVID-19 Crisis? Review of Behavioral Finance, 15(6), 889–915. https://doi.org/10.1108/RBF-12-2021-0263

Gormsen, N. J., & Koijen, R. S. J. (2020). Coronavirus: Impact on Stock Prices and Growth Expectations. Review of Asset Pricing Studies, 10(4), 574–597. https://doi.org/10.1093/rapstu/raaa013

Graham, J. R. (1999). Herding among Investment Newsletters: Theory and Evidence. Journal of Finance, LIV(1), 237–268. https://doi.org/10.1111/0022-1082.00103

Grinblatt, M., Titman, S., & Wermers, R. (1995). Momentum Strategy, Portfolio Performance, and Herding: A Study of Mutual Fund Behavior. American Economic Review, 85(5), 1088–1105.

Henker, J., Henker, T., & Mitsios, A. (2006). Do Investors Herd Intraday in Australian Equities? International Journal of Managerial Finance, 2(3), 196–219. https://doi.org/10.1108/17439130610676475

Hsieh, M.-F., Yang, T.-Y., Yang, Y.-T., & Lee, J.-S. (2011). Evidence of Herding and Positive Feedback Trading for Mutual Funds in Emerging Asian Countries. Quantitative Finance, 11(3), 423–435. https://doi.org/10.1080/14697688.2010.506882

Huang, T.-C., Lin, B.-H., & Yang, T.-H. (2015). Herd Behavior and Idiosyncratic Volatility. Journal of Business Research, 68, 763–770. https://doi.org/10.1016/j.jbusres.2014.11.025

Huo, X., Liu, X., & Zheng, W. (2023). The Term Structure of Mutual Fund Herding. European Financial Management, 29(3), 901–929. https://doi.org/10.1111/eufm.12379

Hutchens, G., & Chalmers, S. (2020). ASX 200 posts biggest fall on record, Reserve Bank flags further measures amid coronavirus fears. ABC News. https://www.abc.net.au/news/2020-03-16/coronavirus-fears-see-australian-market-slump-to-start-new-week/12058904

Huynh, N., Nguyen, D. T., & Tran, Q. T. (2023). Herding in the Australian Stock Market during the Era of COVID-19: The Roles of Liquidity, Government Interventions and Mood Contagion. Managerial Finance. https://doi.org/10.1108/mf-02-2023-0138

Imbert, F., & Li, Y. (2020). Stocks suffer their worst day since March, with the Dow plunging more than 1,800 points. CNBC. https://www.cnbc.com/2020/06/10/stock-market-futures-open-to-close-news.html

Ionescu, C. (2012). The Herd Behavior and The Financial Instability. Annals of the University of Petrosani, Economics, 12(1), 129–140.

Jiao, Y., & Ye, P. (2014). Mutual Fund Herding in Response to Hedge Fund Herding and the Impacts on Stock Prices. Journal of Banking & Finance, 49, 131–148. https://doi.org/10.1016/j.jbankfin.2014.09.001

Komalasari, P. T. (2016). Information Asymmetry and Herding Behavior. Jurnal Akuntansi Dan Keuangan Indonesia, 13(1), 70–85. https://doi.org/10.21002/jaki.2016.04

Komalasari, P. T., Asri, M., Purwanto, B. M., & Setiyono, B. (2022). Herding Behaviour in the Capital Market: What Do We Know and What Is Next? In Management Review Quarterly (Vol. 72, Issue 3). Springer International Publishing. https://doi.org/10.1007/s11301-021-00212-1

Kremer, S., & Nautz, D. (2013). Causes and Consequences of Short-Term Institutional Herding. Journal of Banking and Finance, 37(5), 1676–1686. https://doi.org/10.1016/j.jbankfin.2012.12.006

Lakonishok, J., Shleifer, A., & Vishny, R. W. (1992). The Impact of Institutional Stock Prices. Journal of Financial Economics, 32, 23–43.

Lakshman, M. V, Basu, S., & Vaidyanathan, R. (2013). Market-wide Herding and the Impact of Institutional Investors in the Indian Capital Market. Journal of Emerging Market Finance, 12(2), 197–237. https://doi.org/10.1177/0972652713494046

Lin, M. C. (2018). The Impact of Aggregate Uncertainty on Herding in Analysts’ Stock Recommendations. International Review of Financial Analysis, 57(February), 90–105. https://doi.org/10.1016/j.irfa.2018.02.006

Loang, O. K., & Ahmad, Z. (2020). Social Factors and Herd Behaviour in Developed Markets, Advanced Emerging Markets and Secondary Emerging Markets. Journal of Contemporary Eastern Asia, 19(1), 97–122.

Loang, O. K., & Ahmad, Z. (2023). Empirical Analysis of Global Markets Herding on COVID-19 Effect. Vision, 0(0). https://doi.org/https://doi.org/10.1177/09722629221146653

Lu, Y.-C., Fang, H., & Lee, Y.-H. (2017). The Informational and Non-Informational Compositions of UK Fund Managers’ Dynamic Herding in the Stock Market. Panoeconomicus, 64(5). https://doi.org/10.2298/PAN150212016L

Lyócsa, Š., & Molnár, P. (2020). Stock Market Oscillations During the Corona Crash: The Role of Fear and Uncertainty. Finance Research Letters, 36(June), 101707. https://doi.org/10.1016/j.frl.2020.101707

Maug, E., & Naik, N. (2011). Herding and Delegated Portfolio Management: On Asset Allocation. Quarterly Journal of Finance, 1(2), 265–292. https://doi.org/10.1142/S2010139211000092

Metawa, N., Metawa, S., Metawea, M., & El-Gayar, A. (2024). Asymmetry Risk and Herding Behavior: A Quantile Regression Study of the Egyptian Mutual Funds. Journal of Risk Finance, 25(2), 366–381. https://doi.org/10.1108/JRF-10-2023-0252

Modigliani, F., & Pogue, G. A. (1975). Alternative Investment Performance Fee Arrangements and Implications for SEC Regulatory Policy. The Bell Journal of Economics, 6(1), 127–160.

Narayan, P. K., Gong, Q., & Ahmed, H. J. A. (2022). Is There a Pattern in How COVID-19 has Affected Australia’s Stock Returns? Applied Economics Letters, 29(3), 179–182. https://doi.org/10.1080/13504851.2020.1861190

Nguyen, Y. V. B., & Vo, A. H. K. (2023). Herding Behavior Before and After COVID-19 Pandemic: Evidence from the Vietnam Stock Market. Journal of Economic Studies. https://doi.org/10.1108/JES-01-2023-0031

Nofsinger, J. R., & Sias, R. W. (1999). Herding and Feedback Trading by Institutional and Individual Investors. Journal of Finance, 54(6), 2263–2295. https://doi.org/10.1111/0022-1082.00188

Nouri-Goushki, M., & Hojaji, S. N. (2023). Herding Behavior and Government Policy Responses: Evidence from COVID-19 Effect. Heliyon, 9(7), e17964. https://doi.org/10.1016/j.heliyon.2023.e17964

Pompian, M. M. (2006). Behavioral Finance and Wealth Management. John Wiley & Sons Ltd. https://doi.org/10.1002/9781119202400

Roll, R. (1992). A Mean/Variance Analysis of Tracking Error. The Journal of Portfolio Management, 18(4), 13–22. https://doi.org/10.3905/jpm.1992.701922

Rompotis, G. G. (2018). Herding Behavior among Exchange-Traded Funds. Journal of Behavioral Finance, 0(0), 1–15. https://doi.org/10.1080/15427560.2018.1431886

Scharfstein, D. S., & Stein, J. C. (1990). Herd Behavior and Investment. American Economic Review, 80(3), 465–479. https://www.jstor.org/stable/2006678

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. https://doi.org/10.1108/IJOEM-02-2022-0270

Tew, I. (2020). FTSE on track for biggest fall in 30 years after 9% drop. The Financial Times. https://www.ftadviser.com/investments/2020/03/12/ftse-on-track-for-biggest-fall-in-30-years-after-9-drop/

Ullah, S. (2023). Impact of COVID-19 Pandemic on Financial Markets: a Global Perspective. Journal of the Knowledge Economy, 14(2), 982–1003. https://doi.org/10.1007/s13132-022-00970-7

Wasserman, H. (2020). SA shares just suffered another big crash – here’s where history says the JSE could be in a year. Business Insider. https://www.news24.com/news24/bi-archive/jse-crashes-2020-3

Wells, P. (2020). S&P 500 suffers its quickest fall into bear market on record. The Financial Times. https://www.ft.com/content/d895a54c-64a4-11ea-a6cd-df28cc3c6a68

Wermers, R. (1999). Mutual Fund Herding and the Impact on Stock Prices. The Journal of Finance, 54(2), 581–622. https://doi.org/10.1111/0022-1082.00118

Wood, A. S. (1995). Behavioral Finance and Decision Theory in Investment Management : An Overview. In Behavioral Finance and Decision Theory in Investment Management (p. 1). AIMR (CFA Institute).

Wylie, S. (2005). Fund Manager Herding: A Test of the Accuracy of Empirical Results Using U.K. Data. The Journal of Business, 78(1), 381–403. https://doi.org/10.1086/426529

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Submitted

06/22/2024

Accepted

10/21/2024

Published

10/30/2024

How to Cite

Komalasari, P. T., Qalby, Z. H., & Alhaqi, V. R. (2024). Did the Covid-19 Pandemic Trigger Herding Behavior?. International Research Journal of Business Studies, 17(2), 129-142. https://doi.org/10.21632/irjbs.17.2.129-142

How to Cite

Komalasari, P. T., Qalby, Z. H., & Alhaqi, V. R. (2024). Did the Covid-19 Pandemic Trigger Herding Behavior?. International Research Journal of Business Studies, 17(2), 129-142. https://doi.org/10.21632/irjbs.17.2.129-142