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Applying Monte Carlo Simulations to a Small Data Analysis of a Case of Economic Growth in COVID-19 Times

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  • Nguyen Ngoc Thach

Abstract

Studies on the going-on COVID-19 pandemic face small sample issues. In this context, Bayesian estimation is considered a viable alternative to frequentist estimation. Demonstrating the Bayesian approach’s advantage in dealing with this problem, our research conducted a case study concerning ASEAN economic growth during the COVID-19 pandemic. By using Monte Carlo standard errors and interval hypothesis testing to check parameter bias within a Bayesian MCMC simulation study, the author obtained significant conclusions as follows: first, in insufficient sample sizes, in contrast to frequentist estimation, the Bayesian framework can offer meaningful results, that is, expansionary monetary and contractionary fiscal policies are positively associated with economic growth; second, in the face of a small sample, by incorporating more information into prior distributions for the model parameters, Bayesian Monte Carlo simulations perform so far better than naïve Bayesian and frequentist estimation; third, in case of a correctly specified prior, the inferences are robust to different prior specifications. The author strongly recommends applying specific informative priors to Bayesian analyses, particularly in small sample investigations.

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  • Nguyen Ngoc Thach, 2023. "Applying Monte Carlo Simulations to a Small Data Analysis of a Case of Economic Growth in COVID-19 Times," SAGE Open, , vol. 13(2), pages 21582440231, June.
    • Handle: RePEc:sae:sagope:v:13:y:2023:i:2:p:21582440231181540
    DOI: 10.1177/21582440231181540
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    1. Topcu, Mert & Gulal, Omer Serkan, 2020. "The impact of COVID-19 on emerging stock markets," Finance Research Letters, Elsevier, vol. 36(C).
    2. Jagjit S. Chadha & Luisa Corrado & Jack Meaning & Tobias Schuler, 2020. "Bank reserves and broad money in the global financial crisis: a quantitative evaluation," National Institute of Economic and Social Research (NIESR) Discussion Papers 519, National Institute of Economic and Social Research.
    3. Vasco Curdia, 2020. "Mitigating COVID-19 Effects with Conventional Monetary Policy," FRBSF Economic Letter, Federal Reserve Bank of San Francisco, vol. 2020(09), pages 1-05, April.
    4. Kang Hua Cao & Qiqi Li & Yun Liu & Chi-Keung Woo, 2021. "Covid-19’s adverse effects on a stock market index," Applied Economics Letters, Taylor & Francis Journals, vol. 28(14), pages 1157-1161, August.
    5. Eko Priyo Purnomo & Agustiyara & Achmad Nurmandi & Arlina Dewi & Elsye Maria Rosa & Agung Huda Bayu & Rima Erviana, 2022. "ASEAN Policy Responses to COVID-19 Pandemic: Adaptation and Experimentation Policy: A Study of ASEAN Countries Policy Volatility for COVID-19 Pandemic," SAGE Open, , vol. 12(1), pages 21582440221, March.
    6. Kenward, Michael G. & Roger, James H., 2009. "An improved approximation to the precision of fixed effects from restricted maximum likelihood," Computational Statistics & Data Analysis, Elsevier, vol. 53(7), pages 2583-2595, May.
    7. 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).
    8. Padhan, Rakesh & Prabheesh, K.P., 2021. "The economics of COVID-19 pandemic: A survey," Economic Analysis and Policy, Elsevier, vol. 70(C), pages 220-237.
    9. 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.
    10. Maretno Agus Harjoto & Fabrizio Rossi & John K. Paglia, 2021. "COVID-19: stock market reactions to the shock and the stimulus," Applied Economics Letters, Taylor & Francis Journals, vol. 28(10), pages 795-801, June.
    11. Mukhriz Izraf Azman Aziz & Norzalina Ahmad & Jin Zichu & Safwan Mohd Nor, 2022. "The Impact of COVID-19 on the Connectedness of Stock Index in ASEAN+3 Economies," Mathematics, MDPI, vol. 10(9), pages 1-22, April.
    12. Frederick Kliem, 2021. "ASEAN and the EU amidst COVID-19: overcoming the self-fulfilling prophecy of realism," Asia Europe Journal, Springer, vol. 19(3), pages 371-389, September.
    13. Block, Joern H. & Jaskiewicz, Peter & Miller, Danny, 2011. "Ownership versus management effects on performance in family and founder companies: A Bayesian reconciliation," Journal of Family Business Strategy, Elsevier, vol. 2(4), pages 232-245.
    14. Choi, Sun-Yong, 2020. "Industry volatility and economic uncertainty due to the COVID-19 pandemic: Evidence from wavelet coherence analysis," Finance Research Letters, Elsevier, vol. 37(C).
    15. Ding Liu & Weihong Sun & Xuan Zhang, 2020. "Is the Chinese Economy Well Positioned to Fight the COVID-19 Pandemic? the Financial Cycle Perspective," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 56(10), pages 2259-2276, August.
    16. Enrique Alberola & Yavuz Arslan & Gong Cheng & Richhild Moessner, 2021. "Fiscal response to the COVID‐19 crisis in advanced and emerging market economies†," Pacific Economic Review, Wiley Blackwell, vol. 26(4), pages 459-468, October.
    17. Allen, William A., 2021. "Monetary Policy And Government Debt Management During The Coronavirus Pandemic," National Institute Economic Review, National Institute of Economic and Social Research, vol. 255, pages 79-84, February.
    18. Dinh Hoang Bach Phan & Paresh Kumar Narayan, 2020. "Country Responses and the Reaction of the Stock Market to COVID-19—a Preliminary Exposition," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 56(10), pages 2138-2150, August.
    19. Keshmeer Makun & Tiru K. Jayaraman, 2021. "COVID- 19 impact on remittances and economic growth in three transitional countries in ASEAN: evidence from nonlinear analysis," Economics Bulletin, AccessEcon, vol. 41(3), pages 1566-1578.
    20. Costa Junior, Celso J. & Garcia-Cintado, Alejandro C. & Junior, Karlo Marques, 2021. "Macroeconomic policies and the pandemic-driven recession," International Review of Economics & Finance, Elsevier, vol. 72(C), pages 438-465.
    21. Anand, Paul, 2020. "Economic Policies for COVID-19," IZA Policy Papers 156, Institute of Labor Economics (IZA).
    22. Ding Liu & Weihong Sun & Xuan Zhang, 2020. "Is the Chinese Economy Well Positioned to Fight the COVID-19 Pandemic? the Financial Cycle Perspective," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 56(10), pages 2259-2276, August.
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    Cited by:

    1. Nguyen Ngoc Thach, 2024. "Bayesian Hierarchical Modeling of Individual Effects: Renewables and Non-Renewables on Global Economic Growth," SAGE Open, , vol. 14(3), pages 21582440241, August.

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