Investigating the Market Linkages between Cryptocurrencies and Conventional Assets

Authors

DOI:

https://doi.org/10.5195/emaj.2022.266

Keywords:

Cryptocurrency, Conventional Assets, Market Linkages, Granger Causality

Abstract

Many investors include cryptocurrencies as potential investment tools in their portfolios. Previous studies have mostly analyzed Bitcoin regarding its hedge and safe haven features. Although the cryptocurrency market has expanded far beyond Bitcoin, few studies have examined the interaction among all other cryptocurrencies and conventional financial assets. For this purpose, as the dependent variable, we included the cryptocurrency index to represent the cryptocurrency market, whereas international stocks, bonds, United States (US) dollars, gold, and commodities as independent variables in the analysis. The interactions among the variables were analyzed using the Granger causality tests. The analysis results revealed a two-way causality relationship between the cryptocurrency market and the bond markets, indicating that the cryptocurrency index can be used to predict bond prices and vice versa.

Author Biographies

Melih Sefa Yavuz, Beykent University

Doktora Aday, Beykent Üniversitesi İşletme Bölümü Araştırma Görevlisi.

Gözde Bozkurt, Beykent University

Ph.D. Candidate, Research Assistant of Department of Economics, Beykent University

Semra Boğa, Beykent University

Ph.D. Associate Professor of Department of International Trade and Finance (English)

References

Al Mamun, M., Uddin, G.S., Suleman, M.T. & Kang, S.H. (2020). Geopolitical risk, uncertainty and Bitcoin investment. Physica A: Statistical Mechanics and Its Applications, 540:123107.

Al-Yahyaee, K.H., Mensi, W., Al-Jarrah, I.M.W. & Hamdi, A., Kang, S.H. (2019). Volatility forecasting, downside risk, and diversification benefits of Bitcoin and oil and international commodity markets: A comparative analysis with yellow metal. The North American Journal of Economics and Finance, 49, 104-120.

Baharumshah, A.Z. & Rashid, S. (1999). Exports, Imports and Economic Growth in Malaysia: Empirical Evidence Based on Multivariate Time Series. Asian Economic Journal, 13:4.

Balcilar, M., Bouri, E., Gupta, R., Roubaud, D. (2017). Can volume predict Bitcoin returns and volatility? A quantiles-based approach. Economic Modelling, 64, 74-81.

Baur, D.G. & Hoang, L. (2021). The Bitcoin gold correlation puzzle. Journal of Behavioral and Experimental Finance, 32:100561.

Baur, D.G., Hong, K. & Lee, A.D. (2018). Bitcoin: Medium of exchange or speculative assets?. Journal of International Financial Markets, Institutions and Money, 54, 177-189.

Bekiros, S., Hedström, A., Jayasekera, E., Mishra, T. & Uddin, G.S. (2021). Correlated at the tail: Implications of asymmetric tail-dependence across bitcoin markets. Computational Economics, 58(4), 1289-1299.

Bouri, E., Das, M., Gupta, R. & Roubaud, D. (2018). Spillovers between Bitcoin and other assets during bear and bull markets. Applied Economics, 50:55, 5935–5949.

Bouri, E., Molnár, P., Azzi, G., Roubaud, D. & Hagfors, L.I. (2017). On the hedge and safe haven properties of Bitcoin: Is it really more than a diversifier?. Finance Research Letters, 20, 192-198.

Bouri, E., Shahzad, S.J.H. & Roubaud, D. (2019). Co-explosivity in the cryptocurrency market. Finance Research Letters, 29, 178-183.

Brandvold, M., Molnár, P., Vagstad, K. & Valstad, O.C.A. (2015). Price discovery on Bitcoin exchanges. Journal of International Financial Markets, Institutions and Money, 36, 18-35.

Briere, M., Oosterlinck, K., Szafarz, A. (2015). Virtual currency, tangible return: Portfolio diversification with bitcoin. Journal of Asset Management, 16(6), 365-373.

Cheah, E.T., Fry, J. (2015). Speculative bubbles in Bitcoin markets? An empirical investigation into the fundamental value of Bitcoin. Economic Letters, 130, 32–36.

Chkili, W. (2021). Modeling Bitcoin price volatility: Long memory vs Markov switching. Eurasian Economic Review, 11(3), 433–448. https://doi.org/10.1007/s40822-021-00180-7.

Ciaian, P., Rajcaniova, M. & Kancs, A. (2016). The economics of Bitcoin price formation. Applied Economics, 48(19), 1799-1815.

CoinMarketCap (2022) https://coinmarketcap.com/

Corbet, S., Larkin, C. J., Lucey, B. M., Meegan, A., & Yarovaya, L. (2018). The volatility generating effects of macroeconomic news on cryptocurrency returns. Available at SSRN 3141986.

Corbet, S., Meegan, A., Larkin, C., Lucey, B. & Yarovaya, L. (2018a). Exploring the dynamic relationships between cryptocurrencies and other financial assets. Economics Letters, 165, 28–34. https://doi.org/10.1016/j.econlet.2018.01.004.

Das, D., Le Roux, C.L., Jana, R.K. & Dutta, A. (2020). Does Bitcoin hedge crude oil implied volatility and structural shocks? A comparison with gold, commodity and the US Dollar. Finance Research Letters, 36, 101335.

De Senna, V., Souza, A.M. (2022). Impacts of short and long-term between cryptocurrencies and stock exchange indexes. Quality & Quantity, 1-23.

Demir, E., Bilgin, M.H., Karabulut, G. & Doker, A.C. (2020). The relationship between cryptocurrencies and COVID-19 pandemic. Eurasian Economic Review, 10(3), 349–360.

Dickey, D.A. & Fuller, W.A. (1979). Distribution of the estimators for autoregressive time series with a unit root. Journal of the American Statistical Association, 74(366a), 427-431.

Duan, K., Li, Z., Urquhart, A. & Ye, J. (2021). Dynamic efficiency and arbitrage potential in Bitcoin: A long-memory approach. International Review of Financial Analysis, 75, 101725.

Dyhrberg, A.H. (2016). Bitcoin, gold and the dollar–A GARCH volatility analysis. Finance Research Letters, 16, 85-92.

Dynrberg, A.H. (2016b). Hedging capabilities of bitcoin. Is the virtual gold? Finance Research Letters, 16, 139–144.

Elsayed, A.H., Gozgor, G. & Lau, C.K.M. (2022). Risk transmissions between bitcoin and traditional financial assets during the COVID-19 era: The role of global uncertainties. International Review of Financial Analysis, 81, 102069.

Erdas, M.L. & Caglar, A.E. (2018). Analysis of the relationships between Bitcoin and exchange rate, commodities and global indexes by asymmetric causality test. Eastern Journal of European Studies, 9(2), 27.

Ghorbel, A. & Jeribi, A. (2021). Investigating the relationship between volatilities of cryptocurrencies and other financial assets. Decisions in Economics and Finance, 44(2), 817–843.

Granger, C. (1988). Causality, Cointegration and Control. Journal of Economic Dynamics and Control, 12, 551-559.

Gronwald, M. (2019). Is Bitcoin a Commodity? On price jumps, demand shocks, and certainty of supply. Journal of International Money and Finance, 97, 86-92.

Gujarati, D. (2004). Basic econometrics. Fourth Edition, The McGraw− Hill Compaines, New York.

Hayes, A.S. (2017). Cryptocurrency value formation: An empirical study leading to a cost of production model for valuing bitcoin. Telematics and Informatics, 34(7), 1308-1321.

He, .S, Sheng, Y. & Zang, Z. (2021, December). Feasibility study of bitcoin hedging the US stock market. In 2021 3rd International Conference on Economic Management and Cultural Industry (ICEMCI 2021) (pp. 1811-1818) Atlantis Press.

Huang, Y., Duan, K. & Mishra, T. (2021). Is Bitcoin really more than a diversifier? A pre-and post-COVID-19 analysis. Finance Research Letters, 43, 102016.

International Monetary Fund (2021). Global Financial Stability Report—COVID-19, Crypto, and Climate: Navigating Challenging Transitions. Washington, DC, October.

Ji, Q., Bouri, E., Gupta, R. & Roubaud, D. (2018). Network causality structures among Bitcoin and other financial assets: A directed acyclic graph approach. The Quarterly Review of Economics and Finance, 70, 203-213.

Johansen, S. (1988). Statistical analysis of cointegration vectors. Journal of Economic Dynamics and Control, 12:2-3, 231-254.

Kang, S.H., Yoon, S.M., Bekiros, S. & Uddin, G.S. (2020). Bitcoin as hedge or safe haven: evidence from stock, currency, bond and derivatives markets. Computational Economics, 56(2), 529-545.

Katsiampa, P. (2017). Volatility estimation for Bitcoin: A comparison of GARCH models. Economics Letters, 158, 3-6.

Klein, T., Thu, H.P. & Walther, T. (2018). Bitcoin is not the New Gold–A comparison of volatility, correlation, and portfolio performance. International Review of Financial Analysis, 59, 105-116.

Kliber, A., Marszałek, P., Musiałkowska, I. & Świerczyńska, K. (2019). Bitcoin: Safe haven, hedge or diversifier? Perception of bitcoin in the context of a country’s economic situation—A stochastic volatility approach. Physica A: Statistical Mechanics and Its Applications, 524, 246-257.

Le, T.N., Hau Long, L.E. & Pham, X.Q. (2021). Relationship between Gold and Cryptocurrencies: Evidence From the Granger Causality Tests. Indian Journal of Economics and Business, 20(4).

Li, X., & Wang, C.A. (2017). The technology and economic determinants of cryptocurrency exchange rates: The case of Bitcoin. Decision Support Systems, 95, 49-60.

Li, Y., Jiang, S., Wei, Y. & Wang, S. (2021). Take Bitcoin into your portfolio: a novel ensemble portfolio optimization framework for broad commodity assets. Financial Innovation, 7(1), 1-26.

Li, Z., Ao, Z. & Mo, B. (2021). Revisiting the Valuable Roles of Global Financial Assets for International Stock Markets: Quantile Coherence and Causality-in-Quantiles Approaches. Mathematics, 9(15), 1750.

Lin, M.Y. & An, C.L. (2021). The relationship between Bitcoin and resource commodity futures: Evidence from NARDL approach. Resources Policy, 74, 102383.

Liu, Y. & Tsyvinski, A. (2021). Risks and returns of cryptocurrency. The Review of Financial Studies, 34(6), 2689-2727.

Luu Duc Huynh, T. (2019). Spillover risks on cryptocurrency markets: A look from VAR-SVAR granger causality and student’st copulas. Journal of Risk and Financial Management, 12(2), 52.

Maghyereh, A. & Abdoh, H. (2021). Time–frequency quantile dependence between Bitcoin and global equity markets. The North American Journal of Economics and Finance, 56, 101355.

Milunovich, G. (2018). Cryptocurrencies, mainstream asset classes and risk factors: A study of connectedness. Australian Economic Review, 51(4), 551-563.

Mizerka, J., Stróżyńska-Szajek, A. & Mizerka, P. (2020). The role of Bitcoin on developed and emerging markets–on the basis of a Bitcoin users graph analysis. Finance Research Letters, 35, 101489.

Mokni, K., Ajmi, A.N., Bouri, E. & Vo, X.V. (2020). Economic policy uncertainty and the Bitcoin-US stock nexus. Journal of Multinational Financial Management, 57, 100656.

Munyas, T. & Atasoy, F. (2021). An empirical investigation of the relationship between Bitcoin and developed and developing country stock markets. Journal of Accounting Finance and Auditing Studies, 7(3), 104-120.

Nakamoto, S. (2008). Bitcoin: A peer-to-peer electronic cash system. Decentralized Business Review, 21260.

Nasdaq (2021). Money printing and inflation: COVID, cryptocurrencies and more. https://www.nasdaq.com/articles/money-printing-and-inflation%3A-covid-cryptocurrencies-and-more

Nunes, B.D.S.R. (2017). Virtual currency: a cointegration analysis between bitcoin prices and economic and financial data (Doctoral dissertation).

OECD (2021) The territorial impact of COVID-19: Managing the crisis and recovery across levels of government. https://www.oecd.org/coronavirus/policy-responses/the-territorial-impact-of-covid-19-managing-the-crisis-and-recovery-across-levels-of-government-a2c6abaf/

Oktar, S. & Salihoğlu, E. (2018). Merkezi olmayan dijital para birimlerinin merkez bankası parasal büyüklükleri ile ilişkisinin analizi: Bitcoin örneği. Social Sciences Studies Journal, 4(22), 4164-4177.

Omane-Adjepong, M., Alagidede, P., & Akosah, N. K. (2019). Wavelet time-scale persistence analysis of cryptocurrency market returns and volatility. Physica A: Statistical Mechanics and Its Applications, 514, 105–120.

Palazzi, R.B., Júnior, G.D.S.R. & Klotzle, M.C. (2021). The dynamic relationship between Bitcoin and the foreign exchange market: A nonlinear approach to test causality between Bitcoin and currencies. Finance Research Letters, 42, 101893.

Panagiotidis, T., Stengos, T., Vravosinos, O. (2019). The effects of markets, uncertainty and search intensity on bitcoin returns. International Review of Financial Analysis, 63, 220-242.

Papadamou, S., Kyriazis, N.A. & Tzeremes, P.G. (2021). Non-linear causal linkages of EPU and gold with major cryptocurrencies during bull and bear markets. The North American Journal of Economics and Finance, 56, 101343.

Phillips, P.C. & Perron, P. (1988). Testing for a unit root in time series regression. Biometrika, 75(2), 335-346.

Popper, N. (2015). Digital gold: The untold story of Bitcoin. Penguin UK.

Rehman, M.U. & Kang, S.H. (2021). A time–frequency comovement and causality relationship between Bitcoin hashrate and energy commodity markets. Global Finance Journal, 49, 100576.

Selmi, R., Bouoiyour, J. & Wohar, M.E. (2022). “Digital Gold” and geopolitics. Research in International Business and Finance, 59, 101512.

Selmi, R., Mensi, W., Hammoudeh, S. & Bouoiyour, J. (2018). Is Bitcoin a hedge, a safe haven or a diversifier for oil price movements? A comparison with gold. Energy Economics, 74, 787-801.

Shahzad, S.J.H., Bouri, E., Roubaud, D. & Kristoufek, L. (2020). Safe haven, hedge and diversification for G7 stock markets: Gold versus bitcoin. Economic Modelling, 87, 212-224.

Sims, C.A. (1980). Macroeconomics and reality. Econometrica: Journal of the Econometric Society, 1-48.

Song, H. & Witt, S.F. (2000) Tourism Demand Modelling and Forecasting: Modern Econometric Approaches, Netherlands: Pergamon.

Stensås, A., Nygaard, M.F., Kyaw, K. & Treepongkaruna, S. (2019). Can Bitcoin be a diversifier, hedge or safe haven tool? Cogent Economics & Finance, 7(1), 1593072.

Su, C.W., Qin, M., Tao, R., Shao, X.F., Albu, L.L. & Umar, M. (2020). Can Bitcoin hedge the risks of geopolitical events? Technological Forecasting and Social Change, 159, 120182.

Szetela, B., Mentel, G., Bilan, Y. & Mentel, U. (2021). The relationship between trend and volume on the bitcoin market. Eurasian Economic Review, 11(1), 25–42.

Taskinsoy, J. (2021). Bitcoin: A New Digital Gold Standard in the 21st Century? Available at SSRN 3941857.

Umar, M., Su, C.W., Rizvi, S.K.A. & Shao, X.F. (2021). Bitcoin: A safe haven asset and a winner amid political and economic uncertainties in the US? Technological Forecasting and Social Change, 167, 120680.

Unvan, Y.A. (2021). Impacts of Bitcoin on USA, Japan, China and Turkey stock market indexes: Causality analysis with value at risk method (VAR). Communications in Statistics-Theory and Methods, 50(7), 1599-1614.

Urquhart, A. (2017). Price clustering in Bitcoin. Economic Letters, 159, 145–148.

Urquhart, A. & Zhang, H. (2019). Is Bitcoin a hedge or safe haven for currencies? An intraday analysis. International Review of Financial Analysis, 63, 49-57.

Vardar, G. & Aydogan, B. (2019). Return and volatility spillovers between Bitcoin and other asset classes in Turkey: Evidence from VAR-BEKK-GARCH approach. EuroMed Journal of Business, 14(3), 209-220.

Wang, G.J., Xie, C., Wen, D. & Zhao, L. (2019). When Bitcoin meets economic policy uncertainty (EPU): Measuring risk spillover effect from EPU to Bitcoin. Finance Research Letters, 31.

Wang, H., Wang, X., Yin, S. & Ji, H. (2021). The asymmetric contagion effect between stock market and cryptocurrency market. Finance Research Letters, 46, 102345.

Wu, S., Tong, M., Yang, Z. & Derbali, A. (2019). Does gold or Bitcoin hedge economic policy uncertainty? Finance Research Letters, 31, 171-178.

Xunfa, L.U., Liu, S.K., San Liang, X., Zhang, Z. & Hairong, C.U.I. (2020). The Break Point-Dependent Causality Between The Cryptocurrency and Emerging Stock Markets. Economic Computation & Economic Cybernetics Studies & Research, 54, 4.

Yu, J., Shang, Y. & Li, X. (2021). Dependence and Risk Spillover among Hedging Assets: Evidence from Bitcoin, Gold, and USD. Discrete Dynamics in Nature and Society. https://doi.org/10.1155/2021/2010705

Zhang, J. & He, Q.Z. (2021). Dynamic cross-market volatility spillover based on MSV model: evidence from bitcoin, gold, crude oil, and stock markets. Complexity, https://doi.org/10.1155/2021/9912418.

Zhu, Y., Dickinson, D. & Li, J. (2017). Analysis on the influence factors of Bitcoin’s price based on VEC model. Financial Innovation, 3(1), 1-13.

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2022-12-19

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