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Exploring Herding Behaviour in Indian Equity Market during COVID-19 Pandemic: Impact of Volatility and Government Response

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  • Bharti
  • Ashish Kumar

Abstract

This study investigates the behavioural bias of market-wide herding in the Indian equity market during the spread of COVID-19 pandemic. The study also examines the impact of market volatility and government response on herding during the sample period. We use the measure of cross-sectional absolute deviation and semi-parametric estimator of quantile regression for the period 1 January 2020 till 15 June 2020 for S&P CNX Nifty Index and its 50 constituent companies. The results obtained reveal significant herding in the Indian equity market that is aggravated by market volatility. Further, we find that the government response and control measures implemented are successful in reducing herd behaviour. The research calls for better information disclosure guidelines to promote market efficiency. We further suggest that during exogenous events, investors need to realign their portfolios and formulate trading strategies for better risk-return management.

Suggested Citation

  • Bharti & Ashish Kumar, 2022. "Exploring Herding Behaviour in Indian Equity Market during COVID-19 Pandemic: Impact of Volatility and Government Response," Millennial Asia, , vol. 13(3), pages 513-531, December.
  • Handle: RePEc:sae:millen:v:13:y:2022:i:3:p:513-531
    DOI: 10.1177/09763996211020687
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    1. Imran Yousaf & Shoaib Ali & Syed Zulfiqar Ali Shah, 2018. "Herding behavior in Ramadan and financial crises: the case of the Pakistani stock market," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 4(1), pages 1-14, December.
    2. Nath, Harmindar B. & Brooks, Robert D., 2020. "Investor-herding and risk-profiles: A State-Space model-based assessment," Pacific-Basin Finance Journal, Elsevier, vol. 62(C).
    3. Chang, Eric C. & Cheng, Joseph W. & Khorana, Ajay, 2000. "An examination of herd behavior in equity markets: An international perspective," Journal of Banking & Finance, Elsevier, vol. 24(10), pages 1651-1679, October.
    4. Lakonishok, Josef & Shleifer, Andrei & Vishny, Robert W., 1992. "The impact of institutional trading on stock prices," Journal of Financial Economics, Elsevier, vol. 32(1), pages 23-43, August.
    5. Koenker, Roger W & Bassett, Gilbert, Jr, 1978. "Regression Quantiles," Econometrica, Econometric Society, vol. 46(1), pages 33-50, January.
    6. Beatriz Fernández & Teresa Garcia‐Merino & Rosa Mayoral & Valle Santos & Eleuterio Vallelado, 2011. "Herding, information uncertainty and investors' cognitive profile," Qualitative Research in Financial Markets, Emerald Group Publishing Limited, vol. 3(1), pages 7-33, April.
    7. Beatriz Fernández & Teresa Garcia‐Merino & Rosa Mayoral & Valle Santos & Eleuterio Vallelado, 2011. "Herding, information uncertainty and investors' cognitive profile," Qualitative Research in Financial Markets, Emerald Group Publishing Limited, vol. 3(1), pages 7-33, April.
    8. Larry G. Epstein & Martin Schneider, 2008. "Ambiguity, Information Quality, and Asset Pricing," Journal of Finance, American Finance Association, vol. 63(1), pages 197-228, February.
    9. Galariotis, Emilios C. & Krokida, Styliani-Iris & Spyrou, Spyros I., 2016. "Herd behavior and equity market liquidity: Evidence from major markets," International Review of Financial Analysis, Elsevier, vol. 48(C), pages 140-149.
    10. Lao, Paulo & Singh, Harminder, 2011. "Herding behaviour in the Chinese and Indian stock markets," Journal of Asian Economics, Elsevier, vol. 22(6), pages 495-506.
    11. 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.
    12. Faheem Aslam & Wahbeeah Mohti & Paulo Ferreira, 2020. "Evidence of Intraday Multifractality in European Stock Markets during the Recent Coronavirus (COVID-19) Outbreak," IJFS, MDPI, vol. 8(2), pages 1-13, May.
    13. Avery, Christopher & Zemsky, Peter, 1998. "Multidimensional Uncertainty and Herd Behavior in Financial Markets," American Economic Review, American Economic Association, vol. 88(4), pages 724-748, September.
    14. Ashraf, Badar Nadeem, 2020. "Economic impact of government interventions during the COVID-19 pandemic: International evidence from financial markets," Journal of Behavioral and Experimental Finance, Elsevier, vol. 27(C).
    15. Espinosa-Méndez, Christian & Arias, Jose, 2021. "COVID-19 effect on herding behaviour in European capital markets," Finance Research Letters, Elsevier, vol. 38(C).
    16. Sharif, Arshian & Aloui, Chaker & Yarovaya, Larisa, 2020. "COVID-19 pandemic, oil prices, stock market, geopolitical risk and policy uncertainty nexus in the US economy: Fresh evidence from the wavelet-based approach," International Review of Financial Analysis, Elsevier, vol. 70(C).
    17. 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.
    18. Natividad Blasco & Pilar Corredor & Sandra Ferreruela, 2012. "Market sentiment: a key factor of investors’ imitative behaviour," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 52(3), pages 663-689, September.
    19. Liao, Tsai-Ling & Huang, Chih-Jen & Wu, Chieh-Yuan, 2011. "Do fund managers herd to counter investor sentiment?," Journal of Business Research, Elsevier, vol. 64(2), pages 207-212, February.
    20. Zuee Javaira & Arshad Hassan, 2015. "An examination of herding behavior in Pakistani stock market," International Journal of Emerging Markets, Emerald Group Publishing Limited, vol. 10(3), pages 474-490, July.
    21. Shih-Jui Yang & Ai-Chi Hsu & Show-Yen Lai & Chien-Chiang Lee, 2015. "Empirical Investigation of Herding Behavior in East Asian Stock Markets Toward the U.S. Market," The International Journal of Business and Finance Research, The Institute for Business and Finance Research, vol. 9(1), pages 19-32.
    22. 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).
    23. 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.
    24. Twm Evans & David G. McMillan, 2009. "Financial co-movement and correlation: evidence from 33 international stock market indices," International Journal of Banking, Accounting and Finance, Inderscience Enterprises Ltd, vol. 1(3), pages 215-241.
    25. Alexander F. Wagner, 2020. "What the stock market tells us about the post-COVID-19 world," Nature Human Behaviour, Nature, vol. 4(5), pages 440-440, May.
    26. Madhu Sehrawat & A.K. Giri, 2017. "A Sectoral Analysis of the Role of Stock Market Development on Economic Growth: Empirical Evidence from Indian Economy," Global Business Review, International Management Institute, vol. 18(4), pages 911-923, August.
    27. Haiqiang Chen & Terence Tai Leung Chong & Yingni She, 2014. "A principal component approach to measuring investor sentiment in China," Quantitative Finance, Taylor & Francis Journals, vol. 14(4), pages 573-579, April.
    28. Baker, Malcolm & Wurgler, Jeffrey & Yuan, Yu, 2012. "Global, local, and contagious investor sentiment," Journal of Financial Economics, Elsevier, vol. 104(2), pages 272-287.
    29. Mehmet Balcilar & Riza Demirer, 2015. "Effect of Global Shocks and Volatility on Herd Behavior in an Emerging Market: Evidence from Borsa Istanbul," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 51(1), pages 140-159, January.
    30. Gębka, Bartosz & Wohar, Mark E., 2013. "International herding: Does it differ across sectors?," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 23(C), pages 55-84.
    31. Simões Vieira, Elisabete F. & Valente Pereira, Márcia S., 2015. "Herding behaviour and sentiment: Evidence in a small European market," Revista de Contabilidad - Spanish Accounting Review, Elsevier, vol. 18(1), pages 78-86.
    32. Ali, Mohsin & Alam, Nafis & Rizvi, Syed Aun R., 2020. "Coronavirus (COVID-19) — An epidemic or pandemic for financial markets," Journal of Behavioral and Experimental Finance, Elsevier, vol. 27(C).
    33. Imlak Shaikh & Puja Padhi, 2015. "The implied volatility index: Is ‘investor fear gauge’ or ‘forward-looking’?," Borsa Istanbul Review, Research and Business Development Department, Borsa Istanbul, vol. 15(1), pages 44-52, March.
    34. Tan, Lin & Chiang, Thomas C. & Mason, Joseph R. & Nelling, Edward, 2008. "Herding behavior in Chinese stock markets: An examination of A and B shares," Pacific-Basin Finance Journal, Elsevier, vol. 16(1-2), pages 61-77, January.
    35. Dustin L. Pendell & Chulgu Cho, 2013. "Stock Market Reactions to Contagious Animal Disease Outbreaks: An Event Study in Korean Foot‐and‐Mouth Disease Outbreaks," Agribusiness, John Wiley & Sons, Ltd., vol. 29(4), pages 455-468, September.
    36. 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.
    37. Chinmay Pattnaik & James Chang & Hyun Shin, 2013. "Business groups and corporate transparency in emerging markets: Empirical evidence from India," Asia Pacific Journal of Management, Springer, vol. 30(4), pages 987-1004, December.
    38. Kim, Woochan & Wei, Shang-Jin, 2002. "Foreign portfolio investors before and during a crisis," Journal of International Economics, Elsevier, vol. 56(1), pages 77-96, January.
    39. Economou, Fotini & Gavriilidis, Konstantinos & Goyal, Abhinav & Kallinterakis, Vasileios, 2015. "Herding dynamics in exchange groups: Evidence from Euronext," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 34(C), pages 228-244.
    40. Izani Ibrahim & Kamilah Kamaludin & Sheela Sundarasen, 2020. "COVID-19, Government Response, and Market Volatility: Evidence from the Asia-Pacific Developed and Developing Markets," Economies, MDPI, vol. 8(4), pages 1-22, November.
    41. Babalos, Vassilios & Balcilar, Mehmet & Gupta, Rangan, 2015. "Herding behavior in real estate markets: Novel evidence from a Markov-switching model," Journal of Behavioral and Experimental Finance, Elsevier, vol. 8(C), pages 40-43.
    42. Noemi Schmitt & Frank Westerhoff, 2017. "Herding behaviour and volatility clustering in financial markets," Quantitative Finance, Taylor & Francis Journals, vol. 17(8), pages 1187-1203, August.
    43. Philippas, Nikolaos & Economou, Fotini & Babalos, Vassilios & Kostakis, Alexandros, 2013. "Herding behavior in REITs: Novel tests and the role of financial crisis," International Review of Financial Analysis, Elsevier, vol. 29(C), pages 166-174.
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