Is It Worth to Include Bitcoin in Your Investment Portfolio? Risk-adjusted Returns Portfolio Optimization.
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Abstract
Digital transformation has altered the world in a way we have never experienced. The fintech introduces new products and services into the financial market. Bitcoin represents one of the milestone developments in digital assets. It is the first peer-to-peer electronic cash and is the flagship cryptocurrency with the largest market capitalization. Bitcoin has gained popularity as an alternative investment asset. This study aims to examine whether investors should include Bitcoin in their portfolios. The present paper contributes to the literature on cryptocurrencies by proposing asset allocation in an optimal portfolio. Optimal portfolios that include and exclude Bitcoin are estimated with Python SciPy to find the best feasible asset allocations that offer the maximum Sharpe ratio. The three optimal the portfolios are portfolio with Bitcoin, gold, and stocks, the portfolio with Bitcoin and stocks, and the portfolio with gold and stocks. The expected returns and risk of the estimated optimal portfolios are compared.
The findings suggest that Bitcoin provides significant diversification benefits when it is added to the portfolio of stocks and gold. The optimal portfolio that performs best in this study invests 13 percent in Bitcoin, 43 percent in gold, and 43 percent in stocks. The optimal portfolio that consists of Bitcoin, gold, and stock can offer superior returns at relatively the same level of volatility as the optimal portfolio that includes only gold and stock. The optimal portfolio that contains only gold and stock shows the lowest expected returns and the least volatility among the three optimal portfolios calculated. It is concluded that even though Bitcoin is highly volatile when considered as an individual asset when it is allocated together with gold and stock, the Sharpe ratio of the portfolio implies that the optimal portfolio delivers the best reward-to-variability.
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References
Abdul, M., & Bawa, M. T. (2023). Utilizing Python as an Effective Solver for Equations in Structural Analysis. Journal of African Resilience and Advancement Research, 2(2), 64-76.
Al-Nassar, N. S., Boubaker, S., Chaibi, A., & Makram, B. (2023). In search of hedges and safe havens during the COVID─ 19 pandemic: Gold versus Bitcoin, oil, and oil uncertainty. The Quarterly Review of Economics and Finance, 90, 318-332.
Anelli, M. (2023). Reinterpreting the Sharpe Ratio as a Measure of Investment Return from Alpha. Modern Economy, 14(2), 35-40.
Ang, W. R. & Weber, O. (2017). Is gold a hedge, safe haven of diversifier in Korea? Empirical analysis of gold, socially responsible investment and conventional investment. ACRN Oxford Journal of Finance and Risk Perspectives, 6(1), 55-69.
Ante, L. (2023). Cryptocurrencies. In The Emerald Handbook on Cryptoassets: Investment Opportunities and Challenges (pp. 45-60). Emerald Publishing Limited.
Baur, D. G., & McDermott, T. K. (2010). Is gold a safe haven? International evidence. Journal of Banking and Finance, 34(8), 1886-1898.
Bhandare, T., & Kandi, M. A. (2024). Tokenization of Fine Arts: Revolutionizing the Fine Arts Industry with Blockchain. Blockchain and Smart-Contract Technologies for Innovative Applications (pp. 167-187).
Bhuiyan, R. A., Husain, A., & Zhang, C. (2023). Diversification evidence of bitcoin and gold from wavelet analysis. Financial innovation, 9(1), 100.
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.
Brière, M., Oosterlinck, K. & Szafarz, A. (2015). Virtual currency, tangible return: Portfolio diversification with bitcoin. Journal of Asset Management, 16, 365–373.
Burniske, C., & White, A. (2017). Bitcoin: Ringing the bell for a new asset class. Ark Invest (January 2017) https://research. ark-invest. com/hubfs/1_Download_Files_ARK-Invest/White_Papers/Bitcoin-Ringing-The-Bell-For-A-New-Asset-Class. pdf.
Chuen, D. L. K. (2018). Fintech and alternative investment. The Journal of Alternative Investments, 20(3), 6-15.
Corbet, S., Lucey, B., Urquhart, A., & Yarovaya, L. (2019). Cryptocurrencies as a financial asset: A systematic analysis. International Review of Financial Analysis, 62, 182-199.
De Venn, P. J. V. (2023). The evolution of digital banking. Journal of Digital Banking, 7(4), 365-377.
Ding, S. (2024). Portfolio Optimization Based on Markowitz Investment Theory and Monte Carlo Simulation. SHS Web Conference. https://doi.org/10.1051/shsconf/202418801009
Drake, P. P. (2022). The gold-stock market relationship during COVID-19. Finance Research Letters, 44, 102111.
Edwards, J. (2024). Bitcoin's Price History. Investopedia. https://www.investopedia.com/articles/forex/121815/bitcoins-price-history.asp
Elferich, D. (2021). Risk Return Performance of Bitcoin and Alternative Investment Assets in Mixed Asset Portfolios in the Years 2018 to 2020. SHS Web Conference. https://www.shs-conferences.org/articles/shsconf/abs/2021/40/shsconf_glob2021_03006/shsconf_glob2021_03006.html
Farinelli, S., Ferreira, M., Rossello, D., Thoeny, M., & Tibiletti, L. (2008). Beyond Sharpe ratio: Optimal asset allocation using different performance ratios. Journal of Banking & Finance, 32(10), 2057-2063.
Federal Reserve Bank of St. Louis (2024). Market Yield on U.S. Treasury Securities at 10-Year Constant Maturity, Quoted on an Investment Basis [20 April 2015 – 17 April 2024]. from https://fred.stlouisfed.org/series/GS10
Guesmi, K., Saadi, S., Abid, I., & Ftiti, Z. (2019). Portfolio diversification with virtual currency: Evidence from bitcoin. International Review of Financial Analysis, 63, 431-437.
Jain, S. (2023). Optimizing Portfolio Management using Mean-Variance Optimization in Python. Innovative Research Thoughts, 9(5), 33-41.
Jana, S., Nandi, A., & Sahu, T. N. (2024). Can Cryptocurrencies Provide Better Diversification Benefits? Evidence from the Indian Stock Market. Journal of Interdisciplinary Economics, 0(0).
Ji, Q., Zhang, D., & Zhao, Y. (2020). Searching for safe-haven assets during the COVID-19 pandemic. International Review of Financial Analysis, 71, 101526.
Kaushal, R. (2016). Bitcoin: first decentralized payment system. International Journal of Engineering and Computer Science, 5(5), 16514-16517.
Kukacka, J., & Kristoufek, L. (2023). Fundamental and speculative components of the cryptocurrency pricing dynamics. Financial Innovation, 9(1), 61.
Kumah, S. P., & Mensah, J. O. (2022). Are cryptocurrencies connected to gold? A wavelet‐based quantile‐in‐quantile approach. International Journal of Finance & Economics, 27(3), 3640-3659.
Lestari, D., & Rahmanto, B. T. (2023). Fintech and its challenge for banking sector. Lestari, D., & Rahmanto, BT (2021). Fintech and Its Challenge for Banking Sector. The Management Journal of BINANIAGA, 6(01), 55-70.
Li, Y., Urquhart, A., Wang, P., & Zhang, W. (2021). MAX momentum in cryptocurrency markets. International Review of Financial Analysis, 77, 101829.
Liu, W., Liang, X., & Cui, G. (2020). Common risk factors in the returns on cryptocurrencies. Economic Modelling, 86, 299-305.
Liu, Y., & Tsyvinski, A. (2021). Risks and returns of cryptocurrency. The Review of Financial Studies, 34(6), 2689-2727.
Liu, Y., Tsyvinski, A., & Wu, X. (2022). Common risk factors in cryptocurrency. The Journal of Finance, 77(2), 1133-1177.
Ma, Z. Maximizing Returns and Minimizing Risk. (2023) A Data-Driven Portfolio Optimization Analysis Using Markowitz's Theory and Sharpe Ratio. Academic Journal of Business & Management, 5(9), 45-53.
Markowitz, H. (1952), Portfolio Selection. The Journal of Finance, 7: 77-91
Ming, L., Yang, P., & Liu, Q. (2023). Is gold a hedge or a safe haven against stock markets? Evidence from conditional comments. Journal of Empirical Finance, 74, 101439.
Mungoli, N. (2023). HybridCoin: Unifying the Advantages of Bitcoin and Ethereum in a Next-Generation Cryptocurrency. International Journal of Computer Science and Technology, 7(2), 235-250.
Nakamoto, S. (2008). Bitcoin: A peer-to-peer electronic cash system. https://assets.pubpub.org/d8wct41f/31611263538139.pdf
Narayanan, A., Bonneau, J., Felten, E., Miller, A., & Goldfeder, S. (2016). Bitcoin and cryptocurrency technologies: a comprehensive introduction. Princeton University Press.
OECD. (2022, February 23). OECD Handbook on Competition Policy un the Digital Age. https://www.oecd.org/daf/competition-policy-in-the-digital-age/
Omote, K., & Yano, M. (2020). Bitcoin and blockchain technology. Blockchain and crypt currency, 129, 129-36.
Panda, S. K., Sathya, A. R., & Das, S. (2023). Bitcoin: Beginning of the cryptocurrency era. Recent Advances in Blockchain Technology: Real-World Applications (pp. 25-58).
Pele, D. T., Wesselhöfft, N., Härdle, W. K., Kolossiatis, M., & Yatracos, Y. G. (2023). Are cryptos becoming alternative assets? The European Journal of Finance, 29(10), 1064-1105.
Platanakis, E., & Urquhart, A. (2020). Should investors include bitcoin in their portfolios? A portfolio theory approach. The British Accounting Review, 52(4), 100837.
Ram, A. J. (2019). Bitcoin as a new asset class. Meditari Accountancy Research, 27(1), 147-168.
Shrydeh, N., Shahateet, M., Mohammad, S. & Sumadi, M. (2019). The hedging effectiveness of gold against US stocks in a post-financial crisis era. Cogent Economics and Finance, 7(1), 1698268.
Symss, J. (2023). Can cryptocurrency solve the problem of financial constraint in corporates? A literature review and theoretical perspective. Qualitative Research in Financial Markets. https://doi.org/10.1108/QRFM-12-2021-0215
Sharpe, W. F. (1966). Mutual fund performance. The Journal of business, 39(1), 119-138.
Taera, E. G., Setiawan, B., Saleem, A., Wahyuni, A. S., Chang, D. K., Nathan, R. J., & Lakner, Z. (2023). The impact of Covid-19 and Russia–Ukraine war on the financial asset volatility: Evidence from equity, cryptocurrency and alternative assets. Journal of Open Innovation: Technology, Market, and Complexity, 9(3), 100116.
Tarchella, S., Khalfaoui, R., & Hammoudeh, S. (2024). The safe haven, hedging, and diversification properties of oil, gold, and cryptocurrency for the G7 equity markets: Evidence from the pre-and post-COVID-19 periods. Research in International Business and Finance, 67, 102125.
Terraza, V., Boru İpek, A., & Rounaghi, M. M. (2024). The nexus between the volatility of Bitcoin, gold, and American stock markets during the COVID-19 pandemic: evidence from VAR-DCC-EGARCH and ANN models. Financial Innovation, 10(1), 22.
Uddin, M. A., Ali, M. H., & Masih, M. (2020). Bitcoin—A hype or digital gold? Global evidence. Australian Economic Papers, 59(3), 215-231.
Valavan, T. (2023). FinTech is enabler or disruptive to the Banking Industry: An analytical study. World Journal of Advanced Research and Reviews, 17(1), 067-072.
Weerawarna, R., Miah, S. J., & Shao, X. (2023). Emerging advances of blockchain technology in finance: a content analysis. Personal and Ubiquitous Computing, 27(4), 1495-1508.
Xu, Y. (2024). Research on the Construction of the 'Fundamentals of Financial Big Data' Course: A Case Study of Wenzhou Polytechnic. International Journal of Education and Humanities, 12(3), 7-12.
Yahoo Finance (2024). Bitcoin USD (BTC-USD) historical data [20 April 2015 – 17 April 2024]. https://finance.yahoo.com/quote/BTC-USD/history
Yahoo Finance (2024). US COMEX Gold Futures (GC=F) historical data [20 April 2015 – 17 April 2024]. from https://finance.yahoo.com/quote/GC%3DF
Yahoo Finance (2024). S&P 500 (^GSPC) historical data [20 April 2015 – 17 April 2024]. from https://finance.yahoo.com/quote/%5EGSPC/history
Zhang, A. (2023). Portfolio Optimization of Stocks–Python-Based Stock Analysis. International Journal of Education and Humanities, 9(2), 32-38.