Spillovers between cryptocurrencies, gold and stock markets: implication for hedging strategies and portfolio diversification under the COVID-19 pandemic
Keywords:
Stock markets, Gold, Cryptocurrencies, Stablecoins, Hedging, Diversification, COVID-19 crisisAbstract
PurposeThis study analyzes the static and dynamic risk spillover between US/Chinese stock markets, cryptocurrencies and gold using daily data from August 24, 2018, to January 29, 2021. This study provides practical policy implications for investors and portfolio managers.
Design/methodology/approachThe authors use the Diebold and Yilmaz (2012) spillover indices based on the forecast error variance decomposition from vector autoregression framework. This approach allows the authors to examine both return and volatility spillover before and after the COVID-19 pandemic crisis. First, the authors used a static analysis to calculate the return and volatility spillover indices. Second, the authors make a dynamic analysis based on the 30-day moving window spillover index estimation.
FindingsGenerally, results show evidence of significant spillovers between markets, particularly during the COVID-19 pandemic. In addition, cryptocurrencies and gold markets are net receivers of risk. This study provides also practical policy implications for investors and portfolio managers. The reached findings suggest that the mix of Bitcoin (or Ethereum), gold and equities could offer diversification opportunities for US and Chinese investors. Gold, Bitcoin and Ethereum can be considered as safe havens or as hedging instruments during the COVID-19 crisis. In contrast, Stablecoins (Tether and TrueUSD) do not offer hedging opportunities for US and Chinese investors.
Originality/valueThe paper's empirical contribution lies in examining both return and volatility spillover between the US and Chinese stock market indices, gold and cryptocurrencies before and after the COVID-19 pandemic crisis. This contribution goes a long way in helping investors to identify optimal diversification and hedging strategies during a crisis.
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References
Adebola, S.S., Gil-Alana, L.A. and Madigu, G. (2019), “Gold prices and the cryptocurrencies: evidence of convergence and cointegration”, Physica A: Statistical Mechanics and Its Applications, Vol. 523 No. 1, pp. 1227-1236.
Ahelegbey, D.F., Giudici, P. and Mojtahedi, F. (2021), “Tail risk measurement in crypto-asset markets”, International Review of Financial Analysis, Vol. 73, 101604.
Ante, L., Fiedler, I. and Strehle, E. (2021a), “The impact of transparent money flows: effects of stablecoin transfers on the returns and trading volume of Bitcoin”, Technological Forecasting and Social Change, Vol. 170, 120851.
Ante, L., Fiedler, I. and Strehle, E. (2021b), “The influence of stablecoin issuances on cryptocurrency markets”, Finance Research Letter, Vol. 41, 101867.
Aslanidis, N., Bariviera, A.-F. and Martínez-Ibañez, O. (2019), “An analysis of cryptocurrencies conditional cross correlations”, Finance Research Letters, Vol. 31, pp. 130-137.
Baruník, J. and Křehlík, T. (2018), “Measuring the frequency dynamics of financial connectedness and systemic risk”, Journal of Financial Econometrics, Vol. 16 No. 2, pp. 271-296.
Baur, D.G. and Lucey, B.M. (2010), “Is gold a hedge or a safe haven? An analysis of stocks, bonds and gold”, The Financial. Review, Vol. 45 No. 2, pp. 217-229.
Beckmann, J., Berger, T. and Czdaj, R. (2015), “Does gold act as a hedge or a safe haven for stocks? A smooth transition approach”, Economic Modelling, Vol. 48, pp. 16-24.
Belhassine, O. and Karamti, C. (2021), “Contagion and portfolio management in times of COVID-19”, Economic Analysis and Policy, Vol. 72, pp. 73-86.
Bouri, E., Hagfors, L.I. and Molnar, P. (2017), “On the hedge and safe haven properties of Bitcoin: is it really more than a diversifier?”, Finance Research Letters, Vol. 20, pp. 192-198.
Bouri, E., Shahzad, J., Roubaud, D., Kristoufek, L. and Lucey, B. (2020), “Bitcoin, gold, and commodities as safe havens for stocks: new insight through wavelet analysis”, The Quarterly Review of Economics and Finance, Vol. 77, pp. 156-164.
Charfeddine, L., Benlagha, N. and Maouchi, Y. (2020), “Investigating the dynamic relationship between cryptocurrencies and conventional assets: implications for financial investors”, Economic Modelling, Vol. 85, pp. 198-217.
Conlon, T. and McGee, R. (2020), “Safe haven or risky hazard? Bitcoin during the COVID-19 bear market”, Finance Research Letters, Vol. 35, 101607.
Corbet, S., Meegan, A., Larkin, C., Lucey, B. and Yarovaya, L. (2018), “Exploring the dynamic relationships between cryptocurrencies and other financial assets”, Economics Letters, Vol. 165, pp. 28-34.
Corbet, S., Lucey, B., Urquhart, A. and Yarovaya, L. (2019), “Cryptocurrencies as a financial asset: a systematic analysis”, International Review of Financial Analysis, Vol. 62, pp. 182-199.
Diebold, F.X. and Yilmaz, K. (2012), “Better to give than to receive: predictive directional measurement of volatility spillovers”, International Journal of Forecasting, Vol. 28 No. 1, pp. 57-66.
Elgammal, M.M., Ahmed, W.M.A. and Alshami, A. (2021), “Price and volatility spillovers between global equity, gold, and energy markets prior to and during the COVID-19 pandemic”, Resources Policy, Vol. 74, 102334.
Fakhfekh, M. and Jeribi, A. (2020), “Volatility dynamics of crypto-currencies returns: evidence from asymmetric and long memory GARCH models”, Research in International Business and Finance, Vol. 54, pp. 2-8.
Garcia-Jorcano, L. and Benito, S. (2020), “Studying the properties of the Bitcoin as a diversifying and hedging asset through a copula analysis: constant and time-varying”, Research in International Business and Finance, Vol. 54, 101300.
Ghorbel, A. and Jeribi, A. (2021c), “Volatility spillovers and contagion between energy sector and financial assets during COVID-19 crisis period”, Eurasian Economic Review, Vol. 11 No. 3, pp. 449-467.
Ghorbel, A. and Jeribi, A. (2021a), “Contagion of COVID-19 pandemic between oil and financial assets: the evidence of multivariate Markov switching GARCH models”, Journal of Investment Compliance, Vol. 22 No. 2, pp. 151-169.
Ghorbel, A. and Jeribi, A. (2021b), “Investigating the relationship between volatilities of cryptocurrencies and other financial assets”, Decisions in Economics and Finance, Vol. 44, pp. 817-843.
Ghorbel, A., Fakhfekh, M., Jeribi, A. and Lahiani, A. (2022), “Extreme dependence and risk spillover across G7 and China stock markets before and during the COVID-19 period”, Journal of Risk Finance, Vol. 23 No. 2, pp. 206-244.
Giudici, P., Leach, T. and Pagnottoni, P. (2022), “Libra or Librae? Basket based stablecoins to mitigate foreign exchange volatility spillovers”, Finance Research Letters, Vol. 44, 102054.
Grobys, K., Junttila, J., Kolari, J.W. and Spkota, N. (2021), “On the stability of stablecoins”, Journal of Empirical Finance, Vol. 67, pp. 207-223.
Guesmi, K., Saadi, S., Abid, I. and Ftiti, Z. (2019), “Portfolio diversification with virtual currency: evidence from Bitcoin”, International Review of Financial Analysis, Vol. 63, pp. 431-437.
Guo, X., Lu, F. and Wei, Y. (2021), “Capture the contagion network of Bitcoin – evidence from pre and mid-COVID-19”, Research in International Business and Finance, Vol. 58, 101484.
Hoang, L.T. and Baur, D.G. (2021), “How stable are stablecoins?”, The European Journal of Finance. doi: 10.1080/1351847X.2021.1949369.
Hung, N.T. (2019), “Return and volatility spillover across equity markets between China and Southeast Asian countries”, Journal of Economics, Finance and Administrative Science, Vol. 24 No. 47, pp. 66-81.
Huynh, T.L.D., Nasir, M.A., Vo, V.X. and Nguyen, T.T. (2020), “Small things matter most: the Spillover effects in the cryptocurrency market and Gold as a silver bullet”, The North American Journal of Economics and Finance, Vol. 54, 101277.
Iqbal, N., Fareed, Z., Wan, G. and Shahzad, F. (2021), “Asymmetric nexus between COVID-19 outbreak in the world and cryptocurrency market”, International Review of Financial Analysis, Vol. 73, 101613.
Jalan, A., Matkovskyy, R. and Yarovaya, L. (2021), “Shiny crypto assets: a systemic look at gold-backed cryptocurrencies during the COVID-19 pandemic”, International Review of Financial Analysis, Vol. 78, 101958.
Jerbi, A. and Snene_Manzli, Y. (2021), “Can cryptocurrencies be a safe haven during the novel COVID-19 pandemic? Evidence from the Tunisian stock market”, Journal of Research in Emerging Markets, Vol. 3 No. 1, pp. 14-31.
Jeribi, A. and Fakhfekh, M. (2021), “Portfolio management and dependence structure between cryptocurrencies and traditional assets: evidence from FIEGARCH-EVT-Copula”, Journal of Asset Management, Vol. 22, pp. 224-239.
Jeribi, A. and Ghorbel, A. (2021), “Forecasting developed and BRICS stock markets with cryptocurrencies and gold: generalized orthogonal generalized autoregressive conditional heteroskedasticity and generalized autoregressive score analysis”, International Journal of Emerging Markets. doi: 10.1108/IJOEM-06-2020-0688.
Jeribi, A. and Masmoudi, W. (2021), “Investigating dynamic interdependencies between traditional and digital assets during the COVID-19 outbreak: implications for G7 and Chinese financial investors”, Journal of Research in Emerging Markets, Vol. 3 No. 3, pp. 60-80.
Jeribi, A., Jena, S.K. and Lahiani, A. (2021), “Are cryptocurrencies a backstop for the stock market in a COVID-19-led financial crisis? Evidence from the NARDL approach”, International Journal of Financial Studies, Vol. 19 No. 3, doi: 10.3390/ijfs9030033.
Jeribi, A., Fakhfekh, M. and Jarboui, A. (2022), “Volatility dynamics and diversification benefits of Bitcoin under asymmetric and long memory effects”, Global Business and Economics Review, Vol. 26 No. 1, pp. 65-83.
Ji, Q., Bouri, E., Roubaud, D. and Kristoufek, L. (2019), “Information interdependence among energy, cryptocurrency and major commodity markets”, Energy Economics, Vol. 81, pp. 1042-1055.
Kang, S.H., Maitra, D., Dash, S.R. and Brooks, R. (2019), “Dynamic spillovers and connectedness between stock, commodities, bonds, and VIX markets”, Pacific-Basin Finance Journal, Vol. 58, 101221.
Karamti, C. and Belhassine, O. (2022), “COVID-19 pandemic waves and global financial markets: evidence from wavelet coherence analysis”, Finance Research Letters, 102136.
Katsiampa, P. (2017), “Volatility estimation for Bitcoin: a comparison of GARCH models”, Economics Letters, Vol. 158, pp. 3-6.
Koop, G., Pesaran, H.H. and Potter, S. (1996), “Impulse response analysis in nonlinear multivariate models”, Journal of Economics, Vol. 74, pp. 119-147.
Kristoufek, L. (2021), “Tethered, or Untethered? On the interplay between stablecoins and major cryptoassets”, Finance Research Letters, Vol. 43, 101991.
Lahiani, A., Jeribi, A. and Jlassi, N. (2021), “Nonlinear tail dependence in cryptocurrency-stock market returns: the role of Bitcoin futures”, Research in International Business and Finance, Vol. 56, 101351.
Li, W. (2021), “COVID-19 and asymmetric volatility spillovers across global stock markets”, The North American Journal of Economics and Finance, Vol. 58, 101474.
Loukil, S., Aloui, M., Jeribi, A. and Jarboui, A. (2021), “Are digital assets backstop for GCC stock markets in COVID- 19 led financial crisis?”, International Journal of Electronic Finance, Vol. 10 No. 4, pp. 2-32.
Mariana, C.D., Ekaputra, I.A. and Husodo, Z. (2020), “Are Bitcoin and Ethereum safe-havens for stocks during the COVID-19 pandemic?”, Finance Research Letters, Vol. 38, 101798.
Mensi, W., Rehman, M., Al-Yahyaee, K., Al-Jarrah, I. and Kang, S. (2019), “Time frequency analysis of the commonalities between Bitcoin and major Cryptocurrencies: portfolio risk management implications”, The North American Journal of Economics and Finance, Vol. 48, pp. 283-294.
Mensi, W., Reboredo, J. and Ugolini, A. (2021), “Price-switching spillovers between gold, oil, and stock markets: evidence from the USA and China during the COVID-19 pandemic”, Resources Policy, Vol. 73, 102217.
Mishra, A.K., Agrawal, S. and Patwa, J.A. (2022), “Return and volatility spillover between India and leading Asian and global equity markets: an empirical analysis”, Journal of Economics, Finance and Administrative Science. doi: 10.1108/JEFAS-06-2021-0082.
Nekhili, R., Mensi, W. and Vo, X.V. . (2021), “Multiscale spillovers and connectedness between gold, copper, oil, wheat and currency markets”, Resources Policy, Vol. 74, 102263.
Pesaran, H.H. and Shin, Y. (1998), “Generalized impulse response analysis in linear multivariate models”, Economics Letters, Vol. 58, pp. 17-29.
Rubbaniy, G., Khalid, A.A., Syriopoulos, K. and Samitas, A. (2021), “Safe-haven properties of soft commodities during times of Covid-19”, Journal of Commodity Markets, Vol. 27, 100223.
Schinckus, C. (2020), “The good, the bad and the ugly: an overview of the sustainability of blockchain technology”, Energy Research and Social Science, Vol. 69, 101614.
Schinckus, C. (2021), “Proof-of-Work based blockchain technology and anthropocene: an undermined situation?”, Renewable and Sustainable Energy Reviews, Vol. 152, 111682.
Schinckus, C., Nguyen, C. and Dang Pham Tien, D. (2020), “Interdependence between cryptocurrencies: a network analysis from 2013 to 2018”, Journal of Interdisciplinary Economics, Vol. 1 No. 2, pp. 1-10.
Schinckus, C., Nguyen, C.P. and Chong, F.H.L. (2021), “Are bitcoin and ether affected by strictly anonymous crypto-currencies? An exploratory study”, Economics, Management, and Financial Markets, Vol. 16 No. 4, pp. 9-27.
Shahzad, S.J.H., Bouri, E., Roubaud, D., Kristoufek, L. and Lucey, B. (2019), “Is bitcoin a better safe haven investment than gold and commodities?”, International Review of Financial Analysis, Vol. 63, pp. 322-330.
Shahzad, S.J.H., Bouri, E., Roubaud, D. and Kristoufek, L. (2020), “Safe haven, hedge and diversification for G7 stock markets: gold versus Bitcoin”, Economic Modelling, Vol. 87, pp. 212-224.
Shakil, M.H., Mustapha, I.M., Tasnia, M. and Saiti, B. (2018), “Is gold a hedge or a safe haven? An application of ARDL approach”, Journal of Economics, Finance and Administrative Science, Vol. 23 No. 44, pp. 60-76.
Tan, Z., Xiao, B., Huang, Y. and Zhou, L. (2021), “Value at risk and return in Chinese and the US stock markets: double long memory and fractional cointegration”, The North American Journal of Economics and Finance, Vol. 56, 101371.
Tiwari, A.-K., Raheem, I.-D. and Kang, S.-H. (2019), “Time-varying dynamic conditional correlation between stock and cryptocurrency markets using the copula-ADCC-EGARCH model”, Physica A: Statistical Mechanics and Its Applications, Vol. 535, pp. 1-9.
Wang, G.J., Ma, X.Y. and Wu, H.Y. (2020), “Are stablecoins truly diversifiers, hedges, or safe havens against traditional cryptocurrencies as their name suggests?”, Research in International Business and Finance, Vol. 54, 101225.
Wassiuzzaman, S. and Abdul-Rahman, H.S.W.H. (2021), “Performance of gold-backed cryptocurrencies during the COVID-19 crisis”, Finance Research Letters, Vol. 43, 101958.
Yousaf, I., Hanif, H., Ali, S. and Moudud-Ul-Huq, S. (2021), “Linkages between gold and Latin American equity markets: portfolio implications”, Journal of Economics, Finance and Administrative Science, Vol. 26 No. 52, pp. 237-251.
Zhang, D., Hu, M. and Ji, Q. (2020), “Financial markets under the global pandemic of COVID-19”, Finance Research Letters, Vol. 36, 101528
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