THE VOLATILITY OF CRYPTOCURRENCY, DOLLAR AND COMPOSITE STOCK INDEX (JCI) FOR ESTIMATING VALUE AT RISK USING GARCH'S MODEL
Keywords:
Volatility, Cryptocurrency, GARCH Model, Value at RiskAbstract
This study was conducted to analyze the volatility of cryptocurrencies and predict VaR or value at Risk. Variables, Dollar Index, and Composite Stock Price Index (JCI) were used as independent variables. The cryptocurrency objects in this study are Bitcoin and Ethereum which have the largest market capitalization. The data in this study uses the period January 1, 2019 to December 31, 2021. This study uses GARCH analysis, Estimation of value at risk (VaR) using the GARCH model only works well on the Dollar. This is from the validity and more value it can be seen that the VaR estimate is lower and closer to the actual loss compared to Bitcoin and Ethereum. This situation has that Bitcoin and Ethereum are unstable and high risk compared to the Dollar.
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References
S. Puspasari, “Perlindungan Hukum bagi Investor pada Transaksi Aset Kripto dalam Bursa Berjangka Komoditi,” Jurist-Diction, vol. 3, no. 1, p. 303, 2020, doi: 10.20473/jd.v3i1.17638.
I. B. P. Bhiantara, “Teknologi Blockchain Cryptocurrency Di Era Revolusi Digital.,” 2018. http://pti.undiksha.ac.id/senapati.
A. Z. Ausop and E. S. N. Aulia, “Bitcoin untuk investasi dan transaksi bisnis menurut syariat islam,” Sosioteknologi, vol. 17, no. 1, pp. 74–92, 2018.
J. Bhosale and S. Mavale, “Volatility of select Crypto-currencies: A comparison of Bitcoin, Ethereum and Litecoin,” Annu. Res. J. SCMS, Pune, vol. 6, no. March, pp. 132–141, 2018, [Online]. Available: https://www.scmspune.ac.in/journal/pdf/current/Paper 10 - Jaysing Bhosale.pdf.
D. B. Luxmana and M. Oktafiyani, “Analisis Fundamental Cryptocurrency Terhadap Fluktuasi Harga Pada Masa Pandemi,” Din. Akuntansi, Keuang. dan Perbank., vol. 11, no. 1, pp. 41–52, 2022.
A. Spurr and M. Ausloos, “Challenging practical features of Bitcoin by the main altcoins,” Qual. Quant., vol. 55, no. 5, pp. 1541–1559, 2021, doi: 10.1007/s11135-020-01062-x.
J. M. Chatterjee, L. H. Son, S. Ghatak, R. Kumar, and M. Khari, “BitCoin exclusively informational money: a valuable review from 2010 to 2017,” Qual. Quant., no. 5, 2018.
R. Nurmapika, Nurliza, and Imelda, “Analisis Volatilitas Harga Komoditas Pangan Strategis Di Provinsi Kalimantan Barat (Studi Kasus Pasar Flamboyan Pontianak),” J. Soc. Econ. Agric., vol. 7, no. 1, pp. 41–53, 2019, doi: 10.26418/j.sea.v7i1.30751.
E. ENDRI, Z. ABIDIN, T. P. SIMANJUNTAK, and I. NURHAYATI, “Indonesian Stock Market Volatility: GARCH Model,” Montenegrin J. Econ., vol. 16, no. 2, pp. 7–17, 2020, [Online]. Available: