Impacto del estallido de COVID19 en la volatilidad de los mercados de capital internacionales
DOI:
https://doi.org/10.46661/revmetodoscuanteconempresa.6478Palabras clave:
Contagio en volatilidad, Modelo de cambio de régimen markoviano, Modelos GARCH, Mercados accionarios, Covid 19Resumen
El objetivo de este trabajo es analizar el contagio de volatilidad entre los mercados de valores estadounidense y chino y los mercados de capitales internacionales. Para lograr este propósito, la volatilidad se modela utilizando varios enfoques simétricos y asimétricos: GARCH, TARCH, EGARCH, APARCH, IGARCH, FIGARCH, ACGARCH y GAS bajo tres supuestos de distribución: Gaussiana, GED y t-Student. Se emplean 21.000 observaciones intradía de trece índices bursátiles para el periodo comprendido entre el 1 de enero de 2020 y el 25 de junio de 2020. Una vez modelizada la volatilidad, se comprueba la incidencia de los mercados chino y americano sobre el resto de mercados bursátiles empleando modelos MS-VAR.
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Ahmad, T., Haroon, M.B., & Hui, J. (2020). Coronavirus Disease 2019 (COVID-19) Pandemic and economic impact. Pakistan journal of medical sciences, 36(COVID19-S4), S73. https://doi.org/10.12669/pjms.36.COVID19-S4.2638
Akhtaruzzaman, M., Boubaker, S., & Sensoy, A. (2020). Financial contagion during COVID-19 crisis. Finance Research Letters, 101604. https://doi.org/10.2139/ssrn.3584898
Akhtaruzzaman, M., Boubaker, S., & Sensoy, A. (2021). Financial contagion during COVID-19 crisis. Finance Research Letters, 38, 101604. https://doi.org/10.1016/j.frl.2020.101604
Al-Awadhi, A.M., Alsaifi, K., Al-Awadhi, A., & Alhammadi, S. (2020). Death and contagious infectious diseases: Impact of the COVID-19 virus on stock market returns. Journal of behavioral and experimental finance, 27, 100326. https://doi.org/10.1016/j.jbef.2020.100326
Apergis, N., & Apergis, E. (2020). Can the COVID-19 Pandemic and Oil Prices Drive the US Partisan Conflict Index. Energy Research Letters, 1(1), 1-4. https://doi.org/10.46557/001c.13144
Bai, L., Li, X., Wei, Y., & Wei, G. (2022). Does crude oil futures price really help to predict spot oil price? New evidence from density forecasting. International Journal of Finance & Economics, 27(3), 3694-3712. https://doi.org/10.1002/ijfe.2345
Bai, L., Wei, Y., Wei, G., Li, X., & Zhang, S. (2021). Infectious disease pandemic and permanent volatility of international stock markets: A long-term perspective. Finance Research Letters, 40, 101709. https://doi.org/10.1016/j.frl.2020.101709
Baker, S. R., Bloom, N., Davis, S. J., Kost, K. J., Sammon, M. C., & Viratyosin, T. (2020). The unprecedented stock market impact of COVID-19 (No. w26945). National Bureau of Economic Research. https://doi.org/10.3386/w26945
Baldwin, R., & Tomiura, E. (2020). Thinking ahead about the trade impact of COVID-19. Economics in the Time of COVID-19, 59-71.
Barclay, M.J., & Litzenberger, R.H. (1988). Announcement effects of new equity issues and the use of intraday price data. Journal of Financial Economics, 21(1), 71-99. https://doi.org/10.1016/0304-405X(88)90032-3
Dietrich, A.M., Kuester, K., Muller, G.J., & Schoenle, R.S. (2020). News and uncertainty about COVID-19: Survey evidence and short-run economic impact. Federal Reserve Bank of Cleveland. Working Paper 20-12. http://doi. org/10.26509/frbc-wp-202012. https://doi.org/10.26509/frbc-wp-202012
Ding, Z., Granger, C.W., & Engle, R. F. (1993). A long memory property of stock market returns and a new model. Journal of empirical finance, 1(1), 83-106. https://doi.org/10.1016/0927-5398(93)90006-D
Dionne, G., Duchesne, P., & Pacurar, M. (2009). Intraday Value at Risk (IVaR) using tick-by-tick data with application to the Toronto Stock Exchange. Journal of Empirical Finance, 16(5), 777-792. https://doi.org/10.1016/j.jempfin.2009.05.005
Engle, R.F., & Russell, J.R. (1998). Autoregressive conditional duration: a new model for irregularly spaced transaction data. Econometrica, 66, 1127-1162. https://doi.org/10.2307/2999632
Fernandes, N. (2020). Economic effects of coronavirus outbreak (COVID-19) on the world economy. Available at SSRN 3557504. https://doi.org/10.2139/ssrn.3557504
Goodell, J.W. (2020). COVID-19 and finance: Agendas for future research. Finance Research Letters, 35, 101512. https://doi.org/10.1016/j.frl.2020.101512
Iqbal, N., Fareed, Z., Shahzad, F., He, X., Shahzad, U., & Lina, M. (2020). The nexus between COVID-19, temperature and exchange rate in Wuhan city: New findings from partial and multiple wavelet coherence. Science of the Total Environment, 729, 138916. https://doi.org/10.1016/j.scitotenv.2020.138916
Katsiampa, P. (2017). Volatility estimation for Bitcoin: A comparison of GARCH models. Economics Letters, 158, 3-6. https://doi.org/10.1016/j.econlet.2017.06.023
Krolzig, H.M. (1997). Markov Switching Vector Autoregressions: Modelling Statistical Inference and Application to Business Cycles Analysis, Berlin: Springer. https://doi.org/10.1007/978-3-642-51684-9
Liang, C., Li, Y., Ma, F., & Wei, Y. (2021). Global equity market volatilities forecasting: A comparison of leverage effects, jumps, and overnight information. International Review of Financial Analysis, 75, 101750. https://doi.org/10.1016/j.irfa.2021.101750
Liang, C., Tang, L., Li, Y., & Wei, Y. (2020). Which sentiment index is more informative to forecast stock market volatility? Evidence from China. International Review of Financial Analysis, 71, 101552. https://doi.org/10.1016/j.irfa.2020.101552
McKibbin, W., & Fernando, R. (2020). 3 The economic impact of COVID-19. Economics in the Time of COVID-19, 45. https://www.ihu.ac.ir/uploads/coronavirus-covid-19%20economy.pdf#page=52
Mwaniki, I. J. (2019). Modeling heteroscedastic, skewed and leptokurtic returns in discrete time. Journal of Applied finance and banking, 9(5), 1-14.
Nikolova, V., Trinidad Segovia, J. E., Fernández-Martínez, M., & Sánchez-Granero, M. A. (2020). A Novel Methodology to Calculate the Probability of Volatility Clusters in Financial Series: An Application to Cryptocurrency Markets. Mathematics, 8(8), 1216. https://doi.org/10.3390/math8081216
Njindan Iyke, B. (2020). The disease outbreak channel of exchange rate return predictability: Evidence from COVID-19. Emerging Markets Finance and Trade, 56(10), 2277-2297. https://doi.org/10.1080/1540496X.2020.1784718
Phan, D. H. B., & Narayan, P. K. (2020). Country responses and the reaction of the stock market to COVID-19. A preliminary exposition. Emerging Markets Finance and Trade, 56(10), 2138-2150. https://doi.org/10.1080/1540496X.2020.1784719
Pontines, V., & Siregar, R. Y. (2009). Tranquil and crisis windows, heteroscedasticity, and contagion measurement: MS-VAR application of the DCC procedure. Applied Financial Economics, 19(9), 745-752. https://doi.org/10.1080/09603100802167239
Segovia, J. T., Fernández-Martínez, M., & Sánchez-Granero, M. A. (2019). A novel approach to detect volatility clusters in financial time series. Physica A: Statistical Mechanics and its Applications, 535, 122452. https://doi.org/10.1016/j.physa.2019.122452
Takahashi, S., Chen, Y., & Tanaka-Ishii, K. (2019). Modeling financial time-series with generative adversarial networks. Physica A: Statistical Mechanics and its Applications, 527, 121261. https://doi.org/10.1016/j.physa.2019.121261
Topcu, M., & Gulal, O. S. (2020). The impact of COVID-19 on emerging stock markets. Finance Research Letters, 36, 101691. https://doi.org/10.1016/j.frl.2020.101691
Troster, V., Tiwari, A.K., Shahbaz, M., & Macedo, D. N. (2019). Bitcoin returns and risk: A general GARCH and GAS analysis. Finance Research Letters, 30, 187-193. https://doi.org/10.1016/j.frl.2018.09.014
Vidya, C. T., & Prabheesh, K. P. (2020). Implications of COVID-19 pandemic on the global trade networks. Emerging Markets Finance and Trade, 56(10), 2408-2421. https://doi.org/10.1080/1540496X.2020.1785426
Web Pages References
Battersby, B., Lam, R. & Ture, T. (May 20, 2020) Insights & Analysis on Economics and Finance. EE.UU.: IFMBlog. https://blogs.imf.org/2020/05/20/tracking-the-9-trillion-global-fiscal-support-to-fight-covid-19/
Bayly, L. (March 9, 2020). Dow closes with decline of 2,000 points, almost ending 11-year bull market. EE.UU.: NBC News. https://www.nbcnews.com/business/markets/dow-set-open-decline-1-300-points-oil-war-adds-n1152941
BBC (March 9, 2020). Global shares plunge in worst day since financial crisis. EE.UU.: BBC. https://www.bbc.com/news/business-51796806
Bloomberg (April 27, 2020) U.S. Covid-19 Deaths Top Lives Lost in Vietnam War: Virus Update.
Davidson, H. & Rourke, A. (April 28, 2020). Trump says China could have stopped Covid-19 and suggests US will seek damages. EE.UU.: The Guardian. https://www.theguardian.com/world/2020/apr/28/trump-says-china-could-have-stopped-covid-19-and-suggests-us-will-seek-damages
EE.UU.: Bloomberg News. https://www.bloomberg.com/news/articles/2020-04-27/global-cases-pass-3-million-u-s-to-expand-tests-virus-update
Ellyatt, H. & Smith, E. (March 19, 2020). European shares close 3% higher in rocky session after ECB, BOE stimulus. EE.UU.: CNBC. https://www.cnbc.com/2020/03/19/european-markets-shun-ecb-stimulus-package-and-head-for-lower-open.html
Hirsch, L. & Pramuk, J. (March 19, 2020). Senate GOP releases coronavirus relief plan with up to $1,200 in cash payments to individuals. EE.UU.: CNBC. https://www.cnbc.com/2020/03/19/coronavirus-updates-senate-republicans-to-release-relief-bill.html
Huang, E. (February 20, 2020). China stocks rise as Beijing says work resumption is speeding up. EE.UU.: CNBC. https://www.cnbc.com/2020/02/21/asia-markets-coronavirus-oil-currencies-in-focus.html
Huang, E. (March 19, 2020). South Korea stocks drop more than 8% after earlier halt; Softbank shares plunge. EE.UU.: CNBC. https://www.cnbc.com/2020/03/19/asia-markets-coronavirus-stimulus-measures-currencies-in-focus.html
Hyerczyk, J. (February 21, 2020). Oil Price Fundamental Daily Forecast – Weaker as Bullish Traders Lose Patience Over Production Cut Delay. EE.UU.: Yahoo! Finance. Verizon Media. https://finance.yahoo.com/news/oil-price-fundamental-daily-forecast-133133419.html
International Monetary Fund (IMF) (2020). IMF Financing and Debt Service Relief. https://www.imf.org/en/Topics/imf-and-covid19/COVID-Lending-Tracker.
Li, Y. (March 8, 2019). Dow futures tumble as Saudi-Russia oil price war adds to coronavirus stress. EE.UU.: NBC News. https://www.nbcnews.com/business/business-news/dow-futures-tumble-1-000-points-all-out-oil-price-n1152716
Loh, L. & Lee, Y. (March 19, 2020). "UPDATE 2-Taiwan c. bank cuts rate to new low, slashes growth forecast on virus impact". Taipei: Reuters. Thomson Reuters. https://www.reuters.com/article/health-coronavirus-taiwan-rates/update-2-taiwan-c-bank-cuts-rate-to-new-low-slashes-growth-forecast-on-virus-impact-idUKL4N2BC2Z8
Lynch, D., Heath, T., Telford, T. & Long, H. (March 12, 2020). U.S. stock market suffers worst crash since 1987, as Americans wake up to a new normal of life. EE.UU.: The Washington Post. https://www.washingtonpost.com/us-policy/2020/03/12/markets-stocks-today-coronavirus/
Meredith, S. (March 19, 2020). Bank of England cuts rates again and ramps up bond buying to combat coronavirus impact. EE.UU.: CNBC. https://www.cnbc.com/2020/03/19/bank-of-england-announces-further-rate-cut-and-launches-new-bond-buying-program.html
Neuman, S. (March 19, 2020). Federal Reserve Establishes Lending Facility To Back Up Money Market Mutual Funds. EE.UU.: NPR. https://www.npr.org/2020/03/19/818188744/federal-reserve-establishes-lending-facility-to-back-up-money-market-mutual-fund
Regan, H, Yeung, J., George, S. & Woodyatt, A. (Junuary 29, 2020). January 29 coronavirus news EE.UU.: CNN. https://edition.cnn.com/asia/live-news/coronavirus-outbreak-01-29-20-intl-hnk/index.html
Reuters (April 1, 2020) Oil falls on oversupply fears and US inventory growth. EE.UU.: CNBC. https://www.cnbc.com/2020/04/01/oil-markets-crude-output-in-focus.html
Reuters (January 30, 2020). Factbox: Airlines suspend China flights over coronavirus. EE.UU:Reuters. https://www.reuters.com/article/us-china-health-airlines-factbox-idUSKBN1ZT1RZ
Reuters (March 19a, 2020). Denmark's central bank raises key interest rate. Copenhagen:Reuters. Thomson Reuters. https://www.reuters.com/article/denmark-rates-idUSL8N2BC7KO
Reuters (March 19b, 2020). Chile's Pinera unveils $11.7 billion emergency aid package to counter coronavirus. Chile: Reuters. Thomson Reuters. https://finance.yahoo.com/news/chile-pinera-unveils-11-7-173643389.html
Schneider, H. & Dunsmuir, L. (March 19, 2020). Fed opens dollar swap lines for nine additional foreign central banks". Washington: Reuters. Thomson Reuters. https://www.reuters.com/article/us-health-coronavirus-fed-swaps-idUSKBN2162AX
Sheppar, D., Raval, A. & Lockett, H. (March 8, 2020). Oil price crashes 30% as markets open. London: Financial Times. https://www.ft.com/content/dab75720-618a-11ea-a6cd-df28cc3c6a68
Smith, E. (April 1, 2020). 10-year Treasury yield falls to 0.6% as the coronavirus crisis deepens. EE.UU.: CNBC. https://www.cnbc.com/2020/04/01/treasury-yields-fall-as-the-coronavirus-crisis-deepens.html
The FRED® Blog (April 13, 2020. Coronavirus effects on exchange rates. EE.UU.: The FRED Blog https://fredblog.stlouisfed.org/2020/04/coronavirus-effects-on-exchange-rates/
Verma, S. (February 20, 2020). Oil slides 1% on renewed fears over toll from coronavirus. Bengaluru: Reuters. Thomson Reuters. https://www.reuters.com/article/us-global-oil/oil-slides-1-on-renewed-fears-over-toll-from-coronavirus-idINKBN20F06N
ZACKS (April 16, 2020). Stock Market News for Apr 16, 2020 EE.UU.: Yahoo! Finance. https://finance.yahoo.com/news/stock-market-news-apr-16-134201555.html
ZACKS (May 19, 2020). Stock Market News for May 19, 2020 EE.UU.: Yahoo! Finance https://finance.yahoo.com/news/stock-market-news-may-19-133801802.html
ZACKS. (April 7, 2020). Stock Market News for Apr 7, 2020. EE.UU.: Yahoo! Finance. https://finance.yahoo.com/news/stock-market-news-apr-7-133601241.html
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