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Research Article

Market Reactions to COVID-19: Does Systemic Risk Vary Across Industries? A Markov-Switching CAPM Approach

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References

  • Ahmad, W., A. M. Kutan, and S. Gupta. 2021. “Black Swan Events and Covid-19 Outbreak: Sector Level Evidence from the US, UK, and European Stock Markets.” International Review of Economics and Finance 75:546–57. doi:10.1016/j.iref.2021.04.007.
  • Akhtaruzzaman, M, S Boubaker, and A. Sensoy. 2021. “Financial Contagion during COVID-19 Crisis.” Finance Research Letters 38(Jan): Epub 2020 May 23. PMID: 32837363; PMCID: PMC7245292. 101604. doi:10.1016/j.frl.2020.101604.
  • Albuquerque, R. A., Y. J. Koskinen, S. Yang, and C. Zhang. 2020. “Love in the Time of Covid-19: The Resiliency of Environmental and Social Stocks.” SSRN Electronic Journal doi: 10.2139/ssrn.3583611.
  • Alfaro, Laura, Anusha Chari, Andrew N. Greenland, and 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.
  • Aloui, R., M. Aïssa, and D. Nguyen. 2011. “Global Financial Crisis, Extreme Interdependences, and Contagion Effects: The Role of Economic Structure?” Journal of Banking and Finance 35 (1): 130–41. doi:10.1016/j.jbankfin.2010.07.021.
  • Amar, Amine Ben, Fateh Bélaïd, Adel Ben Youssef, and Khaled Guesmi. 2021. “Connectedness among Regional Financial Markets in the Context of the COVID-19.” Applied Economics Letters 28 (20): 1789–96. doi:10.1080/13504851.2020.1854434.
  • Ang, A., and J. Chen. 2007. “CAPM over the Long Run: 1926–2001.” Journal of Empirical Finance 14(1):1–40. 1. doi:10.1016/j.jempfin.2005.12.001.
  • Apergis, N. 2021. “The Role of Housing Market in the Effectiveness of Monetary Policy over the COVID-19ERA.” Economics Letters 200:109749. doi:10.1016/j.econlet.2021.109749.
  • Ashraf, BN. 2020. “Economic Impact of Government Interventions during the COVID-19 Pandemic: International Evidence from Financial Markets.” Journal of Behavioral and Experimental Finance 27(Sep): Epub 2020 Jun 29. PMID: 32835011; PMCID: PMC7323651. 100371. doi:10.1016/j.jbef.2020.100371.
  • Ashraf, B. N. 2021. “Stock Markets’ Reaction to Covid-19: Moderating Role of National Culture.” Finance Research Letters 41:101857. doi:10.1016/j.frl.2020.101857.
  • Baek, S., S. K. Mohanty, and M. Glambosky. 2020. “COVID-19 and Stock Market Volatility: An Industry Level Analysis.” Finance Research Letters 37(Nov): Epub 2020 Sep 3. PMID: 32895607; PMCID: PMC7467874. 101748. doi:10.1016/j.frl.2020.101748.
  • Baker, S., N. Bloom, S. Davis, K. Kost, M. Sammon, T. Viratyosin, and J. Pontiff. 2020. “The Unprecedented Stock Market Reaction to COVID-19.” The Review of Asset Pricing Studies 10 (4): 742–58. doi:10.1093/rapstu/raaa008.
  • Beach, Steven L. 2011. “Semivariance Decomposition of Country-Level Returns (October 1, 2011).” International Review of Economics & Finance 20 (4):607–23. Available at https://ssrn.com/abstract=1938003
  • Bekaert, G., M. Ehrmann, M. Fratzscher, and A. Mehl. 2011. “Global Crises and Equity Market Contagion.” SSRN Electronic Journal. doi:10.2139/ssrn.1919553.
  • Blume, E. 1971. “On the Assessment of Risk.“ Journal of Finance 24: 275–288. doi:10.1111/j.1540-6261.1971.tb00584.x.
  • Blume, M.E., and I. Friend. 1973. “A New Look at the Capital Asset Pricing Model.” The Journal of Finance 28 (1): 19–34. doi:10.1111/j.1540-6261.1973.tb01342.x.
  • Bos, T., and P. Newbold. 1984. “An Empirical Investigation of the Possibility of Stochastic Systematic Risk in the Market Model.” The Journal of Business 57 (1): 35–41. doi:10.1086/296222
  • Campbell, J. 1996. “Understanding Risk and Return.” Journal of Political Economy 104 (2): 298–345. doi:10.1086/262026.
  • Caporale, Tony. 2012. “Time Varying CAPM Betas and Banking Sector Risk.” Economics Letters, Elsevier 115 (2): 293–95. doi:10.1016/j.econlet.2011.12.056
  • Chebbi, K., M. A. Ammer, and A. Hameed. 2021. “The COVID-19 Pandemic and Stock Liquidity: Evidence from S&P 500.” The Quarterly Review of Economics and Finance 81:134–42. doi:10.1016/j.qref.2021.05.008.
  • Chen, S. N. 1981. “Beta Nonstationarity, Portfolio Residual Risk and Diversification.“ Journal of Financial and Quantitative Analysis 16 (1): 95–111. doi:10.2307/2330668.
  • Chen, S., and N. Huang. 2007. “Estimates of the ICAPM with regime-switching Betas: Evidence from Four Pacific Rim Economies.” Applied Financial Economics 17 (4): 313–27. doi:10.1080/09603100600749188.
  • Choi, S.-Y. 2020. “Industry Volatility and Economic Uncertainty Due to the COVID-19 Pandemic: Evidence from Wavelet Coherence Analysis.” Finance Research Letters 37:101783. doi:10.1016/j.frl.2020.101783.
  • Chowdhury, E., and M. Abedin. 2020. “COVID-19 Effects on the US Stock Index Returns: An Event Study Approach.” SSRN Electronic Journal doi:10.2139/ssrn.3611683.
  • Corbet, S., C. Larkin, and B. Lucey. 2020. “The Contagion Effects of the COVID-19 Pandemic: Evidence from Gold and Cryptocurrencies.” Finance Research Letters 35:101554. doi:10.1016/j.frl.2020.101554.
  • Cortazar, G., I. Kovacevic, and E.S. Schwartz, 2013. Commodity and Asset Pricing Models: An Integration (No. W19167). National Bureau of Economic Research.
  • Dias, Curto, José, and Pedro Serrasqueiro. 2022. “The Impact of COVID-19 on S&P500 Sector Indices and FATANG Stocks Volatility: An Expanded APARCH Model.” Finance Research Letters 46 (PA): Elsevier.
  • Elhini, M., and R. Hammam. 2021. “The Impact of COVID-19 on the S&P 500 Index Sectors: A Multivariate Generalized Autoregressive Conditional Heteroscedasticity Model.” Journal of Chinese Economic and Foreign Trade Studies 14 (1): 18–43. doi:10.1108/jcefts-08-2020-0049.
  • Engelhardt, N., M. Krause, D. Neukirchen, and P. N. Posch. 2021. “Trust and Stock Market Volatility during the COVID-19 Crisis.” Finance Research Letters 38:101873. doi:10.1016/j.frl.2020.101873.
  • Fabozzi, F. J., and J. C. Francis. 1977. “Stability Tests for Alphas and Betas Over Bull and Bear Market Conditions.“ The Journal of Finance 32 (4): 1093–1099. doi:10.1111/j.1540-6261.1977.tb03312.x.
  • Fama, E.F., and K.R. French. 1993. “Common Risk Factors in the Returns on Stocks and Bonds.” Journal of Financial Economics 33 (1): 3–56. doi:10.1016/0304-405X(93)90023-5
  • Fama, E. F., and J. D. MacBeth. 1973. “Risk, Return, and Equilibrium: Empirical Tests.” Journal of Political Economy 81 (3): 607–36. http://www.jstor.org/stable/1831028
  • Farzami, Y., R. Gregory-Allen, A. Molchanov, and S Sehrish. 2021. “Covid-19 and the Liquidity Network.” Finance Research Letters 42:101937. doi: 10.1016/j.frl.2021.101937
  • Ghysels, E. 1998. “On Stable Factor Structures in the Pricing of Risk: Do Time-Varying Betas Help or Hurt?” The Journal of Finance 53 (2): 549–73. http://www.jstor.org/stable/117361
  • Goodell, J. W. 2020. “Covid-19 and Finance: Agendas for Future Research.” Finance Research Letters 35:101512. doi: 10.1016/j.frl.2020.101512
  • Groenewold, N., and P. Fraser, 1999. “Forecasting Beta: How Well Does the ‘Five Year Rule of Thumb’ Do?,” Economics Discussion/Working Papers 99-01, The University of Western Australia, Department of Economics.
  • Hamilton, J. 1989. “A New Approach to the Economic Analysis of Nonstationary Time Series and the Business Cycle.” Econometrica 57 (2): 357. doi:10.2307/1912559.
  • Haroon, O., and S. Rizvi. 2020. “COVID-19: Media Coverage and Financial Markets behavior—A Sectoral Inquiry.” Journal of Behavioral and Experimental Finance 27:100343. doi: 10.1016/j.jbef.2020.100343
  • He, Z., F. O’Connor, and J. Thijssen. 2018. “Is Gold A Sometime Safe Haven or an Always Hedge for Equity Investors? A Markov-switching CAPM Approach for US and UK Stock Indices.” International Review of Financial Analysis 60:30–37. doi: 10.1016/j.irfa.2018.08.010
  • He, P., Y. Sun, Y. Zhang, and T. 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 56 (10): 2198–2212. doi:10.1080/1540496X.2020.1785865.
  • Huang, H. 2000. “Tests of Regimes - Switching CAPM.” Applied Financial Economics 10 (5): 573–78. doi:10.1080/096031000416451.
  • Huang, H.-C. 2001. “Tests of CAPM with non-stationary Beta.” International Journal of Finance and Economics 6(3): river. 255–68. doi:10.1002/ijfe.146.
  • Huang, H.-C. R. 2003. “Tests of regime-switching CAPM under Price Limits.” International Review of Economics and Finance 12 (3): 305–26. doi:10.1016/s1059-0560(03)00013-3.
  • Hung, D. V., N. T. Hue, and V. T. Duong. 2021. “The Impact of Covid-19 on Stock Market Returns in Vietnam.” Journal of Risk and Financial Management 14 (9): 441. doi:10.3390/jrfm14090441.
  • Jagannathan, R., and Z. Wang. 1996. “The Conditional CAPM and the cross-section of Expected Returns.” The Journal of Finance 51 (1): 3–53. doi:10.1111/j.1540-6261.1996.tb05201.x
  • Kayo, Eduardo K, Roy Martelanc, Eduardo O Brunaldi, and Walter E. da Silva. 2020. “Capital Asset Pricing Model, Beta Stability, and the Pricing Puzzle of Electricity Transmission in Brazil.” Energy Policy 142(C): Elsevier. 111485. doi:10.1016/j.enpol.2020.111485.
  • Korkmaz, T., E. I. Çevik, E. Birkan, and N. Özataç. 2010. “Testing CAPM Using Markov Switching Model: The Case of Coal Firms.” Economic Research-Ekonomska Istraživanja 23 (2): 44–59. doi:10.1080/1331677x.2010.11517411.
  • Kwan, Simon H., and Thomas M. Mertens. 2020. “Market Assessment of COVID-19.” Federal Reserve Bank of San Francisco. Retrieved October 7 2021, from https://www.frbsf.org/economic-research/publications/economic-letter/2020/may/market-assessment-of-covid-19
  • Lettau, M., and S. Ludvigson. 2001. “Consumption, Aggregate Wealth, and Expected Stock Returns.” The Journal of Finance 56 (3): 815–49. doi:10.1111/0022-1082.00347.
  • Levy, H. 1972. “Portfolio Performance and the Investment Horizon.“ Management Science 18 (12): B-645–B-653. doi:10.1287/mnsc.18.12.B645.
  • Lintner, J. 1965. “Security Prices, Risk, and Maximal Gains from Diversification.” The Journal of Finance 20 (4): 587–615. doi:10.1111/j.1540-6261.1965.tb02930.x.
  • Mazur, M., M. Dang, and M. Vega. 2020. “Covid-19 and March 2020 Stock Market Crash. Evidence from S&P1500.” SSRN Electronic Journal doi: 10.2139/ssrn.3586603.
  • Mossin, J. 1966. “Equilibrium in a Capital Asset Market.” Journal of Behavioral and Experimental Finance 34 (4): 768. doi:10.2307/1910098.
  • Onali, E. 2020. “Covid-19 and Stock Market Volatility.” SSRN Electronic Journal doi: 10.2139/ssrn.3571453.
  • Salisu, A., X. Vo, and B. Lucey. 2021. “Gold and US Sectoral Stocks during COVID-19 Pandemic.” Research in International Business and Finance 57:101424. doi: 10.1016/j.ribaf.2021.101424.
  • Sharif, A, C Aloui, and L Yarovaya. 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 70(Jul): Epub 2020 May 15. PMCID: PMC7227524. 101496. doi:10.1016/j.irfa.2020.101496.
  • Sharpe, W. F. 1964. “Capital Asset Prices: A Theory of Market Equilibrium under Conditions of Risk.” The Journal of Finance 19 (3): 425–42. doi:10.1111/j.1540-6261.1964.tb02865.x.
  • Takyi, PO, and I. Bentum-Ennin. 2021. “The Impact of COVID-19 on Stock Market Performance in Africa: A Bayesian Structural Time Series Approach.” Journal of Economics and Business 115(May–June): Epub 2020 Dec 8. 105968. doi:10.1016/j.jeconbus.2020.105968.
  • Urom, C., J. Chevallier, and B. Zhu. 2020. “A Dynamic Conditional regime-switching GARCH CAPM for Energy and Financial Markets.” Energy Economics 85:104577. doi: 10.1016/j.eneco.2019.104577
  • Vendrame, Vasco, Cherif Guermat, and Jon Tucker. 2018. “A Conditional Regime Switching CAPM.” Elsevier. International Review of Financial Analysis 56 (C):1–11.
  • Wang, F., R. Zhang, F. Ahmed, and S. M. Shah. 2021. “Impact of Investment Behaviour on Financial Markets during COVID-19: A Case of UK.” Economic Research-Ekonomska Istraživanja 35 (1): 2273–91. doi:10.1080/1331677x.2021.1939089.
  • Yagli, Ibrahim, The Impact of COVID-19 on Emerging Stock Market Volatility: Empirical Evidence from Borsa Istanbul (December 29, 2020). YAĞLI, İ. The Impact of Covid-19 on Emerging Stock Market Volatility: Empirical Evidence from Borsa Istanbul. Ekonomi Politika ve Finans Araştırmaları Dergisi, 5(Özel Sayı), 269–79 (2020) https://ssrn.com/abstract=3760319
  • Yamaka, W., and R. Phadkantha. 2021. “A Convex Combination Approach for Markov Switching CAPM of Interval Data.” Soft Computing 25 (12): 7839–51. doi:10.1007/s00500-021-05798-y.
  • Zaremba, A., R. Kizys, D. Y. Aharon, and E. Demir. 2020. “Infected Markets: Novel Coronavirus, Government Interventions, and Stock Return Volatility around the Globe.” Finance Research Letters 35:101597. doi:10.1016/j.frl.2020.1015.

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