比特币、黄金、印尼股市和汇率:GARCH波动率分析

Rahmat Siauwijaya, Dewi Sanjung
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引用次数: 0

摘要

比特币作为一种投资资产越来越受欢迎,因为它与黄金相似,这引发了比特币可以用作法定货币汇率对冲工具的想法。本文旨在通过GARCH和EGARCH模型分析比特币的波动性和收益,以衡量其作为投资资产的可行性,以及作为美元兑印尼卢比汇率对冲工具的可行性。本研究利用2016年1月1日至2020年12月31日比特币、黄金、IDX综合指数、美元兑印尼卢比汇率的每日收盘价数据,试图通过估算比特币价格、黄金、美元兑印尼卢比汇率这三个自变量的相关性,寻找影响比特币收益的因素。通过分析,本研究表明美元兑印尼卢比汇率的波动对比特币的收益产生了负面影响,使其成为一种相对安全的投资资产。此外,研究发现比特币收益不受黄金价格和IDX综合指数变量的影响。然而,我们发现美元兑印尼盾汇率显著影响比特币收益,而黄金价格和比特币价格对比特币收益影响不显著。此外,分析发现,由于比特币对不对称冲击的敏感性,它不适合对冲。
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Bitcoin, Gold, the Indonesian Stock Market, and Exchange Rate: GARCH Volatility Analysis
Bitcoin has gained popularity as an investment asset because of its similarity to gold, which sparked the idea that bitcoin can be used as a hedging instrument to the fiat currency exchange rate. This paper aims to analyze bitcoin's volatility and return to gauge its feasibility as an investment asset, and hedging tool for the USD-IDR exchange rate with the GARCH and EGARCH models. With data on the daily closing price of bitcoin, gold, IDX composite index, and USD-IDR exchange rate from January 1, 2016, to December 31, 2020, the study attempts to find factors affecting bitcoin returns with the independent variables of bitcoin’s price, gold, and USD-IDR exchange rate by estimating their correlation. Following the analysis, this study shows that the volatility of USD-IDR exchange rates negatively influences bitcoin returns, making it a relatively safe investment asset. Additionally, the study found that bitcoin returns are not affected by the variables of gold price and the IDX composite index. However, we found that the USD-IDR exchange rate significantly affects bitcoin returns, while gold price and bitcoin’s price does not significantly affect bitcoin returns. Further, the analysis found that bitcoin is unsuitable for hedging due to its sensitivity to asymmetric shocks.
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