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Does Volatility Cause Herding in Malaysian Stock Market? Evidence from Quantile Regression Analysis

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  • Ooi Kok Loang
  • Zamri Ahmad

Abstract

This study examines the existence, tendency and determinants of herding in the Malaysian stock market under market stress from 2016 to 2020. This study adopts ordinary least square and quantile regression models to estimate herding. Three types of measurements are used to capture volatility, which are realized volatility, Parkinson volatility and Garman and Klass volatility. The result shows that herding exists in the Malaysian stock market. Investors are observed to herd stronger in the bearish (down) market condition compared to bullish (up) market condition, especially in the upper quantile (τ > 50%). Realized volatility is found to be significant in every quantile except for the median quantile (τ = 50%) and Garman and Klass’s volatility is significant in the upper quantiles of 0.75 and 0.90. This study assists analysts and investors to formulate better investment strategies. Regulators and policymakers shall also control and regulate the herding behaviour of investors, which can deviate the stocks from their fundamentals. The existence of herding also violates the assumptions of EMH in assuming that investors are rational.

Suggested Citation

  • Ooi Kok Loang & Zamri Ahmad, 2024. "Does Volatility Cause Herding in Malaysian Stock Market? Evidence from Quantile Regression Analysis," Millennial Asia, , vol. 15(2), pages 197-215, June.
  • Handle: RePEc:sae:millen:v:15:y:2024:i:2:p:197-215
    DOI: 10.1177/09763996221101217
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    1. Nerissa C. Brown & Kelsey D. Wei & Russ Wermers, 2014. "Analyst Recommendations, Mutual Fund Herding, and Overreaction in Stock Prices," Management Science, INFORMS, vol. 60(1), pages 1-20, January.
    2. Parkinson, Michael, 1980. "The Extreme Value Method for Estimating the Variance of the Rate of Return," The Journal of Business, University of Chicago Press, vol. 53(1), pages 61-65, January.
    3. Bekiros, Stelios & Jlassi, Mouna & Lucey, Brian & Naoui, Kamel & Uddin, Gazi Salah, 2017. "Herding behavior, market sentiment and volatility: Will the bubble resume?," The North American Journal of Economics and Finance, Elsevier, vol. 42(C), pages 107-131.
    4. Yao, Juan & Ma, Chuanchan & He, William Peng, 2014. "Investor herding behaviour of Chinese stock market," International Review of Economics & Finance, Elsevier, vol. 29(C), pages 12-29.
    5. Zheng, Dazhi & Li, Huimin & Chiang, Thomas C., 2017. "Herding within industries: Evidence from Asian stock markets," International Review of Economics & Finance, Elsevier, vol. 51(C), pages 487-509.
    6. Tiandu Wang & Qian Sun, 2015. "Why investors use technical analysis? Information discovery versus herding behavior," China Finance Review International, Emerald Group Publishing Limited, vol. 5(1), pages 53-68, February.
    7. Ooi Kok Loang & Zamri Ahmad, 2021. "Market overreaction, firm-specific information and macroeconomic variables in US and Chinese markets during COVID-19," Journal of Economic Studies, Emerald Group Publishing Limited, vol. 49(8), pages 1548-1565, December.
    8. Su, Zhi & Fang, Tong & Yin, Libo, 2019. "Understanding stock market volatility: What is the role of U.S. uncertainty?," The North American Journal of Economics and Finance, Elsevier, vol. 48(C), pages 582-590.
    9. Garman, Mark B & Klass, Michael J, 1980. "On the Estimation of Security Price Volatilities from Historical Data," The Journal of Business, University of Chicago Press, vol. 53(1), pages 67-78, January.
    10. Thomas Chiang & Lin Tan & Jiandong Li & Edward Nelling, 2013. "Dynamic Herding Behavior in Pacific-Basin Markets: Evidence and Implications," Multinational Finance Journal, Multinational Finance Journal, vol. 17(3-4), pages 165-200, September.
    11. Zeyu Zheng & Zhi Qiao & Tetsuya Takaishi & H Eugene Stanley & Baowen Li, 2014. "Realized Volatility and Absolute Return Volatility: A Comparison Indicating Market Risk," PLOS ONE, Public Library of Science, vol. 9(7), pages 1-10, July.
    12. 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.
    13. Mahani, Reza S. & Poteshman, Allen M., 2008. "Overreaction to stock market news and misevaluation of stock prices by unsophisticated investors: Evidence from the option market," Journal of Empirical Finance, Elsevier, vol. 15(4), pages 635-655, September.
    14. Wang, Guocheng & Wang, Yanyi, 2018. "Herding, social network and volatility," Economic Modelling, Elsevier, vol. 68(C), pages 74-81.
    15. Chiang, Thomas C. & Li, Jiandong & Tan, Lin, 2010. "Empirical investigation of herding behavior in Chinese stock markets: Evidence from quantile regression analysis," Global Finance Journal, Elsevier, vol. 21(1), pages 111-124.
    16. Gong, Pu & Dai, Jun, 2017. "Monetary policy, exchange rate fluctuation, and herding behavior in the stock market," Journal of Business Research, Elsevier, vol. 76(C), pages 34-43.
    17. Kizys, Renatas & Tzouvanas, Panagiotis & Donadelli, Michael, 2021. "From COVID-19 herd immunity to investor herding in international stock markets: The role of government and regulatory restrictions," International Review of Financial Analysis, Elsevier, vol. 74(C).
    18. Fotini Economou & Christis Hassapis & Nikolaos Philippas, 2018. "Investors’ fear and herding in the stock market," Applied Economics, Taylor & Francis Journals, vol. 50(34-35), pages 3654-3663, July.
    19. Natividad Blasco & Pilar Corredor & Sandra Ferreruela, 2012. "Does herding affect volatility? Implications for the Spanish stock market," Quantitative Finance, Taylor & Francis Journals, vol. 12(2), pages 311-327, July.
    20. Maria-Miruna Pochea & Angela-Maria Filip & Andreea-Maria Pece, 2017. "Herding Behavior in CEE Stock Markets Under Asymmetric Conditions: A Quantile Regression Analysis," Journal of Behavioral Finance, Taylor & Francis Journals, vol. 18(4), pages 400-416, October.
    21. Tao Chen, 2020. "Country herding in the global market," Journal of Behavioral Finance, Taylor & Francis Journals, vol. 21(2), pages 174-185, April.
    22. Duygun, Meryem & Tunaru, Radu & Vioto, Davide, 2021. "Herding by corporates in the US and the Eurozone through different market conditions," Journal of International Money and Finance, Elsevier, vol. 110(C).
    23. Li, Wei & Rhee, Ghon & Wang, Steven Shuye, 2017. "Differences in herding: Individual vs. institutional investors," Pacific-Basin Finance Journal, Elsevier, vol. 45(C), pages 174-185.
    24. Christian Espinosa-Méndez & José Arias, 2021. "Herding Behaviour in Asutralian stock market: Evidence on COVID-19 effect," Applied Economics Letters, Taylor & Francis Journals, vol. 28(21), pages 1898-1901, December.
    25. Rosy Dhall & Bhanwar Singh, 2020. "The COVID-19 Pandemic and Herding Behaviour: Evidence from India’s Stock Market," Millennial Asia, , vol. 11(3), pages 366-390, December.
    26. Kumar, Ashish & Badhani, K.N. & Bouri, Elie & Saeed, Tareq, 2021. "Herding behavior in the commodity markets of the Asia-Pacific region," Finance Research Letters, Elsevier, vol. 41(C).
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