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Direct and spillover portfolio effects of COVID-19

Author

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  • Ding, Haoyuan
  • Pu, Bo
  • Ying, Jiezhou

Abstract

This paper investigates the direct and spillover portfolio effects from the global outbreak of COVID-19. We find that an increase of the newly added cases of one specific country causes investors to significantly decrease their portfolio allocations in the outbreak countries (direct effect). Simultaneously, investors also decrease their allocations to other countries (spillover effect). In addition, we provide evidence and documentation that the transmission mechanism underlying foreign exposures matter to the above-mentioned portfolio effect. Moreover, we provide evidence for phase heterogeneity. The first wave of the COVID-19 pandemic has significant direct and spillover portfolio effects, but the impacts are weakened in second wave of the pandemic. The capital reallocation effect occurs only when the disease becomes global. Finally, our heterogeneities analysis shows that both local and spillover effects are mitigated when the economies are more developed and democratic and when the country has better health care facilities.

Suggested Citation

  • Ding, Haoyuan & Pu, Bo & Ying, Jiezhou, 2023. "Direct and spillover portfolio effects of COVID-19," Research in International Business and Finance, Elsevier, vol. 65(C).
  • Handle: RePEc:eee:riibaf:v:65:y:2023:i:c:s0275531923000582
    DOI: 10.1016/j.ribaf.2023.101932
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    as
    1. Forbes, Kristin & Fratzscher, Marcel & Kostka, Thomas & Straub, Roland, 2016. "Bubble thy neighbour: Portfolio effects and externalities from capital controls," Journal of International Economics, Elsevier, vol. 99(C), pages 85-104.
    2. Francesco Caselli & Miklós Koren & Milan Lisicky & Silvana Tenreyro, 2020. "Diversification Through Trade," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 135(1), pages 449-502.
    3. Claessens, Stijn & Tong, Hui & Wei, Shang-Jin, 2012. "From the financial crisis to the real economy: Using firm-level data to identify transmission channels," Journal of International Economics, Elsevier, vol. 88(2), pages 375-387.
    4. Ricardo J. Caballero & Arvind Krishnamurthy, 2008. "Collective Risk Management in a Flight to Quality Episode," Journal of Finance, American Finance Association, vol. 63(5), pages 2195-2230, October.
    5. Forbes, Kristin J. & Chinn, Menzie David, 2003. "A Decomposition Of Global Linkages In Financial Markets Over Time," Santa Cruz Department of Economics, Working Paper Series qt4391b5w7, Department of Economics, UC Santa Cruz.
    6. Geert Bekaert & Michael Ehrmann & Marcel Fratzscher & Arnaud Mehl, 2014. "The Global Crisis and Equity Market Contagion," Journal of Finance, American Finance Association, vol. 69(6), pages 2597-2649, December.
    7. José L. Fillat & Stefania Garetto, 2015. "Risk, Returns, and Multinational Production," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 130(4), pages 2027-2073.
    8. John Strauss & Duncan Thomas, 1998. "Health, Nutrition, and Economic Development," Journal of Economic Literature, American Economic Association, vol. 36(2), pages 766-817, June.
    9. Topcu, Mert & Gulal, Omer Serkan, 2020. "The impact of COVID-19 on emerging stock markets," Finance Research Letters, Elsevier, vol. 36(C).
    10. Zhang, Jie & Zhang, Junsen & Lee, Ronald, 2003. "Rising longevity, education, savings, and growth," Journal of Development Economics, Elsevier, vol. 70(1), pages 83-101, February.
    11. Ashraf, Badar Nadeem & Goodell, John W., 2022. "The impact of social cohesion on stock market resilience: Evidence from COVID-19," Journal of Behavioral and Experimental Finance, Elsevier, vol. 36(C).
    12. Barroso, João Barata R.B. & da Silva, Luiz A. Pereira & Sales, Adriana Soares, 2016. "Quantitative easing and related capital flows into Brazil: Measuring its effects and transmission channels through a rigorous counterfactual evaluation," Journal of International Money and Finance, Elsevier, vol. 67(C), pages 102-122.
    13. Zhigu He & Arvind Krishnamurthy, 2012. "A Model of Capital and Crises," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 79(2), pages 735-777.
    14. Lim, Jamus Jerome & Mohapatra, Sanket, 2016. "Quantitative easing and the post-crisis surge in financial flows to developing countries," Journal of International Money and Finance, Elsevier, vol. 68(C), pages 331-357.
    15. Elgammal, Mohammed M. & Ahmed, Walid M.A. & Alshami, Abdullah, 2021. "Price and volatility spillovers between global equity, gold, and energy markets prior to and during the COVID-19 pandemic," Resources Policy, Elsevier, vol. 74(C).
    16. Ashraf, Badar Nadeem & Goodell, John W., 2022. "COVID-19 social distancing measures and economic growth: Distinguishing short- and long-term effects," Finance Research Letters, Elsevier, vol. 47(PA).
    17. Alexis Akira Toda, 2020. "Susceptible-Infected-Recovered (SIR) Dynamics of COVID-19 and Economic Impact," Papers 2003.11221, arXiv.org, revised Mar 2020.
    18. Vayanos, Dimitri, 2004. "Flight to quality, flight to liquidity, and the pricing of risk," LSE Research Online Documents on Economics 456, London School of Economics and Political Science, LSE Library.
    19. Al-Awadhi, Abdullah M. & Alsaifi, Khaled & Al-Awadhi, Ahmad & Alhammadi, Salah, 2020. "Death and contagious infectious diseases: Impact of the COVID-19 virus on stock market returns," Journal of Behavioral and Experimental Finance, Elsevier, vol. 27(C).
    20. Kristin J. Forbes & Menzie D. Chinn, 2004. "A Decomposition of Global Linkages in Financial Markets Over Time," The Review of Economics and Statistics, MIT Press, vol. 86(3), pages 705-722, August.
    21. Gauvin, L. & McLoughlin, C. & Reinhardt, D., 2013. "Policy Uncertainty Spillovers to Emerging Markets - Evidence from Capital Flows," Working papers 435, Banque de France.
    22. Marcel Fratzscher & Marco Lo Duca & Roland Straub, 2018. "On the International Spillovers of US Quantitative Easing," Economic Journal, Royal Economic Society, vol. 128(608), pages 330-377, February.
    23. Zhang, Dayong & Hu, Min & Ji, Qiang, 2020. "Financial markets under the global pandemic of COVID-19," Finance Research Letters, Elsevier, vol. 36(C).
    24. Fratzscher, Marcel, 2012. "Capital flows, push versus pull factors and the global financial crisis," Journal of International Economics, Elsevier, vol. 88(2), pages 341-356.
    25. Veronica Guerrieri & Guido Lorenzoni & Ludwig Straub & Iván Werning, 2022. "Macroeconomic Implications of COVID-19: Can Negative Supply Shocks Cause Demand Shortages?," American Economic Review, American Economic Association, vol. 112(5), pages 1437-1474, May.
    26. Chotibhak Jotikasthira & Christian Lundblad & Tarun Ramadorai, 2012. "Asset Fire Sales and Purchases and the International Transmission of Funding Shocks," Journal of Finance, American Finance Association, vol. 67(6), pages 2015-2050, December.
    27. Zhang, Hua & Chen, Jinyu & Shao, Liuguo, 2021. "Dynamic spillovers between energy and stock markets and their implications in the context of COVID-19," International Review of Financial Analysis, Elsevier, vol. 77(C).
    28. Zehri, Chokri, 2021. "Stock market comovements: Evidence from the COVID-19 pandemic," The Journal of Economic Asymmetries, Elsevier, vol. 24(C).
    29. Qianying Chen & Andrew Filardo & Dong He & Feng Zhu, 2012. "International spillovers of central bank balance sheet policies," BIS Papers chapters, in: Bank for International Settlements (ed.), Are central bank balance sheets in Asia too large?, volume 66, pages 220-264, Bank for International Settlements.
    30. Hoyt Bleakley, 2007. "Disease and Development: Evidence from Hookworm Eradication in the American South," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 122(1), pages 73-117.
    31. Mazur, Mieszko & Dang, Man & Vega, Miguel, 2021. "COVID-19 and the march 2020 stock market crash. Evidence from S&P1500," Finance Research Letters, Elsevier, vol. 38(C).
    32. Markus K. Brunnermeier, 2009. "Deciphering the Liquidity and Credit Crunch 2007-2008," Journal of Economic Perspectives, American Economic Association, vol. 23(1), pages 77-100, Winter.
    33. Ashraf, Badar Nadeem & El Ghoul, Sadok & Goodell, John W. & Guedhami, Omrane, 2022. "What does COVID-19 teach us about the role of national culture? Evidence from social distancing restrictions," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 80(C).
    34. Ji, Qiang & Zhang, Dayong & Zhao, Yuqian, 2020. "Searching for safe-haven assets during the COVID-19 pandemic," International Review of Financial Analysis, Elsevier, vol. 71(C).
    35. Alessandro Rebucci & Jonathan S. Hartley & Daniel Jiménez, 2022. "An Event Study of COVID-19 Central Bank Quantitative Easing in Advanced and Emerging Economies," Advances in Econometrics, in: Essays in Honor of M. Hashem Pesaran: Prediction and Macro Modeling, volume 43, pages 291-322, Emerald Group Publishing Limited.
    36. Bloom, David E. & Canning, David & Sevilla, Jaypee, 2004. "The Effect of Health on Economic Growth: A Production Function Approach," World Development, Elsevier, vol. 32(1), pages 1-13, January.
    37. Foster, Andrew D, 1995. "Nutrition and Health Investment," American Economic Review, American Economic Association, vol. 85(2), pages 148-152, May.
    38. 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.
    39. Wen, Fenghua & Li, Cui & Sha, Han & Shao, Liuguo, 2021. "How does economic policy uncertainty affect corporate risk-taking? Evidence from China," Finance Research Letters, Elsevier, vol. 41(C).
    40. Ashraf, Badar Nadeem, 2020. "Stock markets’ reaction to COVID-19: Cases or fatalities?," Research in International Business and Finance, Elsevier, vol. 54(C).
    41. Beirne, John Beirne & Renzhi, Nuobu & Sugandi, Eric Alexander & Volz, Ulrich, 2020. "Financial Market and Capital Flow Dynamics During the COVID-19 Pandemic," ADBI Working Papers 1158, Asian Development Bank Institute.
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    2. Liu, Qiming & Liu, Zhenya & Moussa, Faten & Mu, Yuhao, 2024. "International capital flow in a period of high inflation: The case of China," Research in International Business and Finance, Elsevier, vol. 67(PB).

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    More about this item

    Keywords

    International capital flow; Spillover effect; Foreign exposure; COVID-19;
    All these keywords.

    JEL classification:

    • F3 - International Economics - - International Finance
    • F4 - International Economics - - Macroeconomic Aspects of International Trade and Finance
    • F5 - International Economics - - International Relations, National Security, and International Political Economy
    • G0 - Financial Economics - - General
    • G1 - Financial Economics - - General Financial Markets
    • I1 - Health, Education, and Welfare - - Health

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