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Asymmetric effect of COVID-19 pandemic on E7 stock indices: Evidence from quantile-on-quantile regression approach

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  • Hashmi, Shabir Mohsin
  • Chang, Bisharat Hussain
  • Rong, Li

Abstract

Various studies have been conducted to examine the effect of COVID-19 on stock prices. However, these studies failed to examine the effect across quantile distributions of both dependent and independent variables. This study pays particular attention to the emerging 7 countries and examines the effect of the novel coronavirus 2019 (COVID-19) pandemic on stock prices. We use quantile unit root and quantile cointegration tests to examine the integrating properties of COVID-19 cases and deaths with stock prices and use quantile-on-quantile regression (QQR) to examine the relationship across quantile distributions of both dependent and independent variables. Quantile cointegration estimates indicate that stock prices are integrated with COVID-19 cases whereas QQR estimates indicate a weak positive relationship at the upper quantiles of stock prices, and a strong negative effect is found at the lower quantiles of stock prices. Policy implications are recommended based on the findings of this study.

Suggested Citation

  • Hashmi, Shabir Mohsin & Chang, Bisharat Hussain & Rong, Li, 2021. "Asymmetric effect of COVID-19 pandemic on E7 stock indices: Evidence from quantile-on-quantile regression approach," Research in International Business and Finance, Elsevier, vol. 58(C).
  • Handle: RePEc:eee:riibaf:v:58:y:2021:i:c:s0275531921001069
    DOI: 10.1016/j.ribaf.2021.101485
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    as
    1. Bisharat Hussain Chang & Suresh Kumar Oad Rajput & Pervez Ahmed & Zafar Hayat, 2020. "Does Gold Act as a Hedge or a Safe Haven? Evidence from Pakistan," The Pakistan Development Review, Pakistan Institute of Development Economics, vol. 59(1), pages 69-80.
    2. Stefano Ramelli & Alexander F Wagner, 2020. "Feverish Stock Price Reactions to COVID-19," The Review of Corporate Finance Studies, Society for Financial Studies, vol. 9(3), pages 622-655.
    3. Goodell, John W., 2020. "COVID-19 and finance: Agendas for future research," Finance Research Letters, Elsevier, vol. 35(C).
    4. Harvey, Campbell R, 1995. "Predictable Risk and Returns in Emerging Markets," The Review of Financial Studies, Society for Financial Studies, vol. 8(3), pages 773-816.
    5. Shabir Mohsin Hashmi & Bisharat Hussain Chang & Muhammad Shahbaz, 2021. "Asymmetric effect of exchange rate volatility on India's cross‐border trade: Evidence from global financial crisis and multiple threshold nonlinear autoregressive distributed lag model," Australian Economic Papers, Wiley Blackwell, vol. 60(1), pages 64-97, March.
    6. Bisharat Hussain Chang & Suresh Kumar Oad Rajput & Niaz Ahmed Bhutto, 2019. "Impact of Exchange Rate Volatility on the US Exports: A New Evidence From Multiple Threshold Nonlinear ARDL Model," Journal of International Commerce, Economics and Policy (JICEP), World Scientific Publishing Co. Pte. Ltd., vol. 10(02), pages 1-26, June.
    7. Pinglin He & Yulong Sun & Ying Zhang & Tao Li, 2020. "COVID–19’s Impact on Stock Prices Across Different Sectors—An Event Study Based on the Chinese Stock Market," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 56(10), pages 2198-2212, August.
    8. Galvao Jr., Antonio F., 2009. "Unit root quantile autoregression testing using covariates," Journal of Econometrics, Elsevier, vol. 152(2), pages 165-178, October.
    9. Goodell, John W. & Goutte, Stephane, 2021. "Diversifying equity with cryptocurrencies during COVID-19," International Review of Financial Analysis, Elsevier, vol. 76(C).
    10. Xiao, Zhijie, 2009. "Quantile cointegrating regression," Journal of Econometrics, Elsevier, vol. 150(2), pages 248-260, June.
    11. Sim, Nicholas & Zhou, Hongtao, 2015. "Oil prices, US stock return, and the dependence between their quantiles," Journal of Banking & Finance, Elsevier, vol. 55(C), pages 1-8.
    12. Niels Joachim Gormsen & Ralph S J Koijen & Nikolai Roussanov, 0. "Coronavirus: Impact on Stock Prices and Growth Expectations," The Review of Asset Pricing Studies, Society for Financial Studies, vol. 10(4), pages 574-597.
    13. Stefano Ramelli & Alexander F Wagner, 0. "Feverish Stock Price Reactions to COVID-19," Review of Corporate Finance Studies, Oxford University Press, vol. 9(3), pages 622-655.
    14. Goodell, John W. & Goutte, Stephane, 2021. "Co-movement of COVID-19 and Bitcoin: Evidence from wavelet coherence analysis," Finance Research Letters, Elsevier, vol. 38(C).
    15. Qasim Raza Syed & Waseem Shahid Malik & Bisharat Hussain Chang, 2019. "Volatility Spillover Effect Of Federal Reserve’S Balance Sheet On The Financial And Goods Markets Of Indo-Pak Region," Annals of Financial Economics (AFE), World Scientific Publishing Co. Pte. Ltd., vol. 14(03), pages 1-18, September.
    16. Saikkonen, Pentti, 1991. "Asymptotically Efficient Estimation of Cointegration Regressions," Econometric Theory, Cambridge University Press, vol. 7(1), pages 1-21, March.
    17. Roger Koenker & Zhijie Xiao, 2004. "Unit Root Quantile Autoregression Inference," Journal of the American Statistical Association, American Statistical Association, vol. 99, pages 775-787, January.
    18. Chang, Bisharat Hussain & Sharif, Arshian & Aman, Ameenullah & Suki, Norazah Mohd & Salman, Asma & Khan, Syed Abdul Rehman, 2020. "The asymmetric effects of oil price on sectoral Islamic stocks: New evidence from quantile-on-quantile regression approach," Resources Policy, Elsevier, vol. 65(C).
    19. Nadia Anjum & Niaz Hussain Ghumro & Bisharat Husain, 2017. "Asymmetric Impact of Exchange Rate Changes on Stock Prices: Empirical Evidence from Germany," International Journal of Economics and Financial Research, Academic Research Publishing Group, vol. 3(11), pages 240-245, 11-2017.
    20. Qing He & Junyi Liu & Sizhu Wang & Jishuang Yu, 2020. "The impact of COVID-19 on stock markets," Economic and Political Studies, Taylor & Francis Journals, vol. 8(3), pages 275-288, July.
    21. Papadamou, Stephanos & Fassas, Athanasios & Kenourgios, Dimitris & Dimitriou, Dimitrios, 2020. "Direct and Indirect Effects of COVID-19 Pandemic on Implied Stock Market Volatility: Evidence from Panel Data Analysis," MPRA Paper 100020, University Library of Munich, Germany.
    22. Laura Alfaro & Anusha Chari & Andrew N. Greenland & Peter K. Schott, 2020. "Aggregate and Firm-Level Stock Returns During Pandemics, in Real Time," NBER Working Papers 26950, National Bureau of Economic Research, Inc.
    23. Scott R. Baker & Nicholas Bloom & Steven J. Davis & Kyle J. Kost & Marco C. Sammon & Tasaneeya Viratyosin, 2020. "The Unprecedented Stock Market Impact of COVID-19," NBER Working Papers 26945, National Bureau of Economic Research, Inc.
    24. Bisharat Hussain Chang & Suresh Kumar Oad Rajput & Niaz Ahmed Bhutto & Zahida Abro, 2020. "Asymmetric effect of extreme changes in the exchange rate volatility on the US imports," Studies in Economics and Finance, Emerald Group Publishing Limited, vol. 37(2), pages 293-309, May.
    25. Bisharat Hussain Chang & Suresh Kumar Oad Rajput & Niaz Hussain Ghumro, 2018. "Asymmetric Impact Of Exchange Rate Changes On The Trade Balance: Does Global Financial Crisis Matter?," Annals of Financial Economics (AFE), World Scientific Publishing Co. Pte. Ltd., vol. 13(04), pages 1-18, December.
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    8. Bisharat Hussain Chang & Omer Faruk Derindag & Nuri Hacievliyagil & Mehmet Canakci, 2022. "Exchange rate response to economic policy uncertainty: evidence beyond asymmetry," Palgrave Communications, Palgrave Macmillan, vol. 9(1), pages 1-14, December.
    9. Kuan-Min Wang & Yuan-Ming Lee, 2023. "Are life insurance futures a safe haven during COVID-19?," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 9(1), pages 1-27, December.
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    12. Wang, Kai-Hua & Liu, Lu & Zhong, Yifan & Lobonţ, Oana-Ramona, 2022. "Economic policy uncertainty and carbon emission trading market: A China's perspective," Energy Economics, Elsevier, vol. 115(C).
    13. Feipeng Zhang & Yun Hong & Yanhui Jiang & Jiayi Yu, 2022. "Impact of national media reporting concerning COVID-19 on stock market in China: empirical evidence from a quantile regression," Applied Economics, Taylor & Francis Journals, vol. 54(33), pages 3861-3881, July.
    14. Emre Cevik & Buket Kirci Altinkeski & Emrah Ismail Cevik & Sel Dibooglu, 2022. "Investor sentiments and stock markets during the COVID-19 pandemic," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 8(1), pages 1-34, December.
    15. Yang, Junhua & Agyei, Samuel Kwaku & Bossman, Ahmed & Gubareva, Mariya & Marfo-Yiadom, Edward, 2024. "Energy, metals, market uncertainties, and ESG stocks: Analysing predictability and safe havens," The North American Journal of Economics and Finance, Elsevier, vol. 69(PB).
    16. Ștefan Cristian Gherghina & Daniel Ștefan Armeanu & Camelia Cătălina Joldeș, 2021. "COVID-19 Pandemic and Romanian Stock Market Volatility: A GARCH Approach," JRFM, MDPI, vol. 14(8), pages 1-29, July.

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    Keywords

    Quantile-on-quantile regression; COVID-19; Quantile cointegration; E7 stock markets;
    All these keywords.

    JEL classification:

    • G15 - Financial Economics - - General Financial Markets - - - International Financial Markets

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