Value-at-risk and related measures for the Bitcoin
Stavros Stavroyiannis
Journal of Risk Finance, 2018, vol. 19, issue 2, 127-136
Abstract:
Purpose - The purpose of this paper is to examine the value-at-risk and related measures for the Bitcoin and to compare the findings with Standard and Poor’s SP500 Index, and the gold spot price time series. Design/methodology/approach - A GJR-GARCH model has been implemented, in which the residuals follow the standardized Pearson type-IV distribution. A large variety of value-at-risk measures and backtesting criteria are implemented. Findings - Bitcoin is a highly volatile currency violating the value-at-risk measures more than the other assets. With respect to the Basel Committee on Banking Supervision Accords, a Bitcoin investor is subjected to higher capital requirements and capital allocation ratio. Practical implications - The risk of an investor holding Bitcoins is measured and quantified via the regulatory framework practices. Originality/value - This paper is the first comprehensive approach to the risk properties of Bitcoin.
Keywords: Value-at-risk; Bitcoin; GJR-GARCH model; Expected shortfall; Pearson type-IV distribution; Regulatory loss functions (search for similar items in EconPapers)
Date: 2018
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Citations: View citations in EconPapers (27)
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Persistent link: https://EconPapers.repec.org/RePEc:eme:jrfpps:jrf-07-2017-0115
DOI: 10.1108/JRF-07-2017-0115
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