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Enterprise risk management and Solvency II: the system of governance and the Own Risk and Solvency Assessment 企业风险管理与偿付能力II:治理体系与自身风险与偿付能力评估
IF 3 Q1 BUSINESS, FINANCE Pub Date : 2020-07-17 DOI: 10.1108/jrf-09-2019-0183
Pablo Durán Santomil, L. O. González
The purpose of this paper is to analyze how enterprise risk management (ERM), the system of governance and the Own Risk and Solvency Assessment (ORSA) have been boosted with the entry of Solvency II.,For this analysis, the authors have undertaken a survey of chief risk officers (CROs) working in Spanish insurance companies.,The results show that Solvency II has definitely promoted ERM in the European insurance industry and improved the system of governance of the insurance companies, and that the perceived value of the ORSA for the companies is higher than the cost. It is clear that the quality of ERM implemented by companies is higher in those that face more complex risks and with greater interdependencies – that is, larger companies, foreign insurers and insurers with several lines of business – but is unaffected by the legal form of the entity (mutual/corporation).,This study conducts primary research with surveys of CROs and develops a measure of the quality of ERM implemented by insurance companies.
本文的目的是分析随着Solvency II的加入,企业风险管理(ERM)、治理体系以及自身风险和偿付能力评估(ORSA)是如何得到提升的。,为了进行这项分析,作者对西班牙保险公司的首席风险官(CRO)进行了一项调查。,结果表明,Solvency II无疑促进了欧洲保险业的企业风险管理,改善了保险公司的治理体系,并且ORSA对公司的感知价值高于成本。很明显,那些面临更复杂风险和更大相互依赖性的公司,即大型公司、外国保险公司和拥有多条业务线的保险公司,实施ERM的质量更高,但不受实体(共同/公司)法律形式的影响。,本研究通过对CRO的调查进行了初步研究,并制定了保险公司实施ERM质量的衡量标准。
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引用次数: 12
Testing risk proxies for financial collateral haircuts: adequacy of capturing tail risk 测试金融抵押品折减的风险指标:捕获尾部风险的充分性
IF 3 Q1 BUSINESS, FINANCE Pub Date : 2020-07-06 DOI: 10.1108/jrf-07-2019-0135
Lukasz Prorokowski, O. Deev, Hubert Prorokowski
Purpose - The use of risk proxies in internal models remains a popular modelling solution. However, there is some risk that a proxy may not constitute an adequate representation of the underlying asset in terms of capturing tail risk. Therefore, using empirical examples for the financial collateral haircut model, this paper aims to critically review available statistical tools for measuring the adequacy of capturing tail risk by proxies used in the internal risk models of banks. In doing so, this paper advises on the most appropriate solutions for validating risk proxies. Design/methodology/approach - This paper reviews statistical tools used to validate if the equity index/fund benchmark are proxies that adequately represent tail risk in the returns on an individual asset (equity/fund). The following statistical tools for comparing return distributions of the proxies and the portfolio items are discussed: the two-sample Kolmogorov–Smirnov test, the spillover test and the Harrell’s C test. Findings - Upon the empirical review of the available statistical tools, this paper suggests using the two-sample Kolmogorov–Smirnov test to validate the adequacy of capturing tail risk by the assigned proxy and the Harrell’s C test to capture the discriminatory power of the proxy-based collateral haircuts models. This paper also suggests a tool that compares the reactions of risk proxies to tail events to verify possible underestimation of risk in times of significant stress. Originality/value - The current regulations require banks to prove that the modelled proxies are representative of the real price observations without underestimation of tail risk and asset price volatility. This paper shows how to validate proxy-based financial collateral haircuts models.
目的——在内部模型中使用风险代理仍然是一种流行的建模解决方案。然而,就捕获尾部风险而言,代理可能无法充分代表相关资产,这存在一定风险。因此,本文利用金融抵押品减记模型的实证例子,旨在批判性地回顾现有的统计工具,以衡量银行内部风险模型中使用的代理捕获尾部风险的充分性。在此过程中,本文建议了验证风险代理的最合适的解决方案。设计/方法/方法-本文回顾了用于验证股票指数/基金基准是否能够充分代表单个资产(股票/基金)回报的尾部风险的统计工具。本文讨论了用于比较代理和投资组合项目收益分布的统计工具:双样本Kolmogorov-Smirnov检验、溢出检验和Harrell’s C检验。在对现有统计工具进行实证审查的基础上,本文建议使用双样本Kolmogorov-Smirnov检验来验证指定代理捕获尾部风险的充分性,并使用Harrell 's C检验来捕获基于代理的抵押品削发模型的歧视性能力。本文还提出了一种工具,可以比较风险代理对尾部事件的反应,以验证在重大压力下可能低估的风险。原创性/价值——目前的法规要求银行证明模型代理代表了真实的价格观察结果,而不会低估尾部风险和资产价格波动。本文展示了如何验证基于代理的金融抵押品减记模型。
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引用次数: 2
How blockchain technology can monetize new music ventures: an examination of new business models 区块链技术如何将新的音乐企业货币化:对新商业模式的考察
IF 3 Q1 BUSINESS, FINANCE Pub Date : 2020-07-06 DOI: 10.1108/jrf-03-2020-0053
Robyn Owen, Marcus O’Dair
PurposeThis paper aims to examine how blockchain technology is disrupting business models for new venture finance.Design/methodology/approachThe role of blockchain technology in the evolution of new business models to monetize the creative economy is explored by means of a case study approach. The focus is on the recorded music industry, which is in the vanguard of new forms of intermediation and financialization. There is a particular focus on emerging artists.FindingsThis paper provides novel case study insights and concludes by considering how further research can contribute to building a theory of technology-driven business models which apply to the development, on the one hand, of new forms of financial intermediaries, more correctly referred to as “infomediaries,” and on the other hand, to new forms of direct monetization by artists.Originality/valueThis paper provides early insight into the emerging potential applications of blockchain technologies to streamline music industry business service models and improve finance streams for new artists. The findings have far-reaching implications across the creative sector.
目的本文旨在研究区块链技术如何颠覆新风险金融的商业模式。设计/方法论/方法通过案例研究方法探讨了区块链技术在创新经济货币化新商业模式演变中的作用。重点是唱片业,它是新形式的中介和金融化的先锋。特别关注新兴艺术家。发现本文提供了新颖的案例研究见解,并通过考虑进一步的研究如何有助于建立技术驱动的商业模式理论得出结论,该理论一方面适用于新形式的金融中介机构(更正确地称为“信息媒介”)的发展,另一方面也适用于艺术家直接货币化的新形式。原创性/价值本文为区块链技术的新兴潜在应用提供了早期见解,以简化音乐行业的商业服务模式,改善新艺术家的资金流。这些发现对整个创意行业都有深远的影响。
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引用次数: 8
Optimal pooling strategies under heterogeneous risk classes 异构风险分类下的最优池化策略
IF 3 Q1 BUSINESS, FINANCE Pub Date : 2020-06-30 DOI: 10.1108/jrf-11-2019-0222
Florian Klein, Hato Schmeiser
The purpose of this paper is to determine optimal pooling strategies from the perspective of an insurer's shareholders underlying a default probability driven premium loading and convex price-demand functions.,The authors use an option pricing framework for normally distributed claims to analyze the net present value for different pooling strategies and contrast multiple risk pools structured as a single legal entity with the case of multiple legal entities. To achieve the net present value maximizing default probability, the insurer adjusts the underlying equity capital.,The authors show with the theoretical considerations and numerical examples that multiple risk pools with multiple legal entities are optimal if the equity capital must be decreased. An equity capital increase implies that multiple risk pools in a single legal entity are generally optimal. Moreover, a single risk pool for multiple risk classes improves in relation to multiple risk pools with multiple legal entities whenever the standard deviation of the underlying claims increases.,The authors extend previous research on risk pooling by introducing a default probability driven premium loading and a relation between the premium level and demand through a convex price-demand function.
本文的目的是在违约概率驱动的保费负荷和凸价格-需求函数的基础上,从保险公司股东的角度确定最优池化策略。作者使用正态分布索赔的期权定价框架来分析不同池化策略的净现值,并对比作为单个法人实体结构的多个风险池与多个法人实体的情况。为了实现净现值最大的违约概率,保险人对标的权益资本进行了调整。通过理论分析和数值算例表明,如果必须减少权益资本,具有多个法人实体的多个风险池是最优的。股权资本的增加意味着在一个法律实体中拥有多个风险池通常是最优的。此外,每当基础索赔的标准偏差增加时,多个风险类别的单一风险池相对于具有多个法律实体的多个风险池会得到改善。作者通过引入违约概率驱动的保费负荷和通过凸价格-需求函数建立保费水平与需求之间的关系,扩展了前人关于风险池的研究。
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引用次数: 0
On the management of retirement age indexed to life expectancy: a scenario analysis of the Italian longevity experience 论与预期寿命挂钩的退休年龄管理:意大利长寿经验的情景分析
IF 3 Q1 BUSINESS, FINANCE Pub Date : 2020-06-29 DOI: 10.1108/jrf-01-2020-0012
M. Coppola, M. Russolillo, R. Simone
Purpose - This paper aims to measure the financial impact on social security system of a recently proposed indexation mechanism for retirement age by considering the Italian longevity experience. The analysis is motivated by the progressive increase in life expectancy at advanced age, which is rapidly bringing to the fore noticeable socio-economic consequences in most industrialized countries. Among those, the impact on National Social Security systems is particularly relevant if people live longer than expected; this will lead to greater financial exposure for pension providers. Design/methodology/approach - Referring to the Italian population for illustrative purposes, the authors contemplate different scenarios for mortality projection methods and for the implementation of pension age shift while accounting for gender and cohort gaps and model risk. Synthetic indicators to measure the impact of the indexation mechanism on social security system are introduced on the basis of pension cash flows. Findings - An indexation policy that manages gender gap while adjusting retirement age for varying life expectancy is proposed. As a result, sustainability of public retirement expenditure is improved. Originality/value - The paper is a concise scenario analysis of the reduction of costs and risks that pension providers would have if the system resorted to link retirement age to life expectancy. The ideas fostered by the paper follow a recent proposal of the Authors on a flexible retirement scheme that deals with model risk for mortality projection and accounts for gender gap in mortality rates.
目的——本文旨在通过考虑意大利的长寿经验,衡量最近提出的退休年龄指数化机制对社会保障体系的财务影响。这项分析的动机是老年人预期寿命的逐步增加,这在大多数工业化国家迅速引起了显著的社会经济后果。其中,如果人们的寿命比预期的要长,那么对国家社会保障系统的影响尤其重要;这将导致养老金提供者面临更大的财务风险。设计/方法/方法-为了便于说明,作者参考了意大利人口,考虑了死亡率预测方法和养老金年龄转移实施的不同情景,同时考虑了性别和队列差距以及模型风险。在养老金现金流的基础上,引入了衡量指数化机制对社会保障体系影响的综合指标。调查结果-提出了一项指数化政策,在管理性别差距的同时,根据不同的预期寿命调整退休年龄。因此,公共退休支出的可持续性得到改善。独创性/价值-这篇论文是对养老金提供者在系统将退休年龄与预期寿命联系起来的情况下降低成本和风险的简要情景分析。该论文提出的想法是在作者最近提出的一项灵活退休计划之后提出的,该计划涉及死亡率预测的模型风险,并考虑到死亡率中的性别差距。
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引用次数: 2
Longevity swaps for longevity risk management in life insurance products 寿险产品长寿风险管理的长寿掉期
IF 3 Q1 BUSINESS, FINANCE Pub Date : 2020-06-27 DOI: 10.1108/jrf-05-2019-0085
Canicio Dzingirai, Nixon S. Chekenya
The life insurance industry has been exposed to high levels of longevity risk born from the mismatch between realized mortality trends and anticipated forecast. Annuity providers are exposed to extended periods of annuity payments. There are no immediate instruments in the market to counter the risk directly. This paper aims to develop appropriate instruments for hedging longevity risk and providing an insight on how existing products can be tailor-made to effectively immunize portfolios consisting of life insurance using a cointegration vector error correction model with regime-switching (RS-VECM), which enables both short-term fluctuations, through the autoregressive structure [AR(1)] and long-run equilibria using a cointegration relationship. The authors also develop synthetic products that can be used to effectively hedge longevity risk faced by life insurance and annuity providers who actively hold portfolios of life insurance products. Models are derived using South African data. The authors also derive closed-form expressions for hedge ratios associated with synthetic products written on life insurance contracts as this will provide a natural way of immunizing the associated portfolios. The authors further show how to address the current liquidity challenges in the longevity market by devising longevity swaps and develop pricing and hedging algorithms for longevity-linked securities. The use of a cointergrating relationship improves the model fitting process, as all the VECMs and RS-VECMs yield greater criteria values than their vector autoregressive model (VAR) and regime-switching vector autoregressive model (RS-VAR) counterpart’s, even though there are accruing parameters involved.,The market model adopted from Ngai and Sherris (2011) is a cointegration RS-VECM for this enables both short-term fluctuations, through the AR(1) and long-run equilibria using a cointegration relationship (Johansen, 1988, 1995a, 1995b), with a heteroskedasticity through the use of regime-switching. The RS-VECM is seen to have the best fit for Australian data under various model selection criteria by Sherris and Zhang (2009). Harris (1997) (Sajjad et al., 2008) also fits a regime-switching VAR model using Australian (UK and US) data to four key macroeconomic variables (market stock indices), showing that regime-switching is a significant improvement over autoregressive conditional heteroscedasticity (ARCH) and generalised autoregressive conditional heteroscedasticity (GARCH) processes in the account for volatility, evidence similar to that of Sherris and Zhang (2009) in the case of Exponential Regressive Conditional Heteroscedasticity (ERCH). Ngai and Sherris (2011) and Sherris and Zhang (2009) also fit a VAR model to Australian data with simultaneous regime-switching across many economic and financial series.,The authors develop a longevity swap using nighttime data instead of usual income measures as it yields statistically accurate results. The authors also
这项研究表明,政府发行或允许发行寿命掉期,可以使保险公司管理寿命风险。如果南非政府通过ASSA为南非制定一个预计的死亡率参考指数,这将允许开发与死亡率挂钩的证券和寿命互换,最终最大限度地提高人寿保险保单持有人的社会福利。,该论文提出了寿命互换和静态套期保值,因为它们简单、成本较低且实用,可应用于拥有5000多万人口的南非市场。随着MLS市场的进一步发展,动态套期保值应该成为可能。
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引用次数: 3
Revisiting Fama–French’s asset pricing model with an MCB volatility risk factor 重新评估Fama——法国的资产定价模型(含MCB波动风险因素)
IF 3 Q1 BUSINESS, FINANCE Pub Date : 2020-06-20 DOI: 10.1108/jrf-07-2019-0130
Xiaoying Chen, Ni Gao
PurposeSince the introduction of VIX to measure the spot volatility in the stock market, VIX and its futures have been widely considered to be the standard of underlying investor sentiment. This study aims to examine how the magnitude of contango or backwardation (MCB volatility risk factor) derived from VIX and VIX3M may affect the pricing of assets.Design/methodology/approachThis paper focuses on the statistical inference of three defined MCB risk factors when cross-examined with Fama–French’s five factors: the market factor Rm–Rf, the size factor SMB (small minus big), the value factor HML (high minus low B/M), the profitability factor RMW (robust minus weak) and the investing factor CMA (conservative minus aggressive). Robustness checks are performed with the revised HML-Dev factor, as well as with daily data sets.FindingsThe inclusions of the MCB volatility risk factor, either defined as a spread of monthly VIX3M/VIX and its monthly MA(20), or as a monthly net return of VIX3M/VIX, generally enhance the explanatory power of all factors in the Fama and French’s model, in particular the market factor Rm–Rf and the value factor HML, and the investing factor CMA also displays a significant and positive correlation with the MCB risk factor. When the more in-time adjusted HML-Dev factor, suggested by Asness (2014), replaces the original HML factor, results are generally better and more intuitive, with a higher R2 for the market factor and more explanatory power with HML-Dev.Originality/valueThis paper introduces the term structure of VIX to Fama–French’s asset pricing model. The MCB risk factor identifies underlying configurations of investor sentiment. The sensitivities to this timing indicator will significantly relate to returns across individual stocks or portfolios.
目的自从引入波动率指数来衡量股票市场的现货波动率以来,波动率指数及其期货一直被广泛认为是衡量潜在投资者情绪的标准。本研究旨在检验VIX和VIX3M衍生的溢价或回冲(MCB波动性风险因素)的幅度如何影响资产定价。设计/方法论/方法本文重点在与Fama–French的五个因素交叉检验时,对三个定义的MCB风险因素进行统计推断:市场因素Rm–Rf、规模因素SMB(小减大)、价值因素HML(高减低B/M)、盈利因素RMW(稳健减弱)和投资因素CMA(保守减激进)。稳健性检查使用修订后的HML Dev因子以及每日数据集进行。发现MCB波动性风险因子的包含,定义为月度VIX3M/VIX及其月度MA(20)的价差,或定义为VIX3M/VIX的月度净回报,通常增强了Fama和French模型中所有因素的解释力,特别是市场因子Rm–Rf和价值因子HML,投资因子CMA也与MCB风险因子呈显著正相关。当Asness(2014)提出的更及时调整的HML Dev因子取代原始HML因子时,结果通常更好、更直观,市场因子的R2更高,HML-Dev的解释力更强。Originality/value本文将VIX的术语结构引入Fama–French的资产定价模型。MCB风险因素确定了投资者情绪的基本配置。对这一时间指标的敏感性将与个股或投资组合的回报率密切相关。
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引用次数: 0
Valuation of initial margin using bootstrap method 用自举法对初始保证金进行估值
IF 3 Q1 BUSINESS, FINANCE Pub Date : 2020-06-15 DOI: 10.1108/jrf-10-2019-0203
M. Seitshiro, H. P. Mashele
PurposeThe purpose of this paper is to propose the parametric bootstrap method for valuation of over-the-counter derivative (OTCD) initial margin (IM) in the financial market with low outstanding notional amounts. That is, an aggregate outstanding gross notional amount of OTC derivative instruments not exceeding R20bn.Design/methodology/approachThe OTCD market is assumed to have a Gaussian probability distribution with the mean and standard deviation parameters. The bootstrap value at risk model is applied as a risk measure that generates bootstrap initial margins (BIM).FindingsThe proposed parametric bootstrap method is in favour of the BIM amounts for the simulated and real data sets. These BIM amounts are reasonably exceeding the IM amounts whenever the significance level increases.Research limitations/implicationsThis paper only assumed that the OTCD returns only come from a normal probability distribution.Practical implicationsThe OTCD IM requirement in respect to transactions done by counterparties may affect the entire financial market participants under uncleared OTCD, while reducing systemic risk. Thus, reducing spillover effects by ensuring that collateral (IM) is available to offset losses caused by the default of a OTCDs counterparty.Originality/valueThis paper contributes to the literature by presenting a valuation of IM for the financial market with low outstanding notional amounts by using the parametric bootstrap method.
本文的目的是提出在低未偿名义金额的金融市场上场外衍生品(OTCD)初始保证金(IM)估值的参数bootstrap方法。即不超过200亿兰特的场外衍生工具未偿还名义总额。设计/方法/方法假设OTCD市场具有具有均值和标准差参数的高斯概率分布。bootstrap value at risk模型被用作产生bootstrap initial margin (BIM)的风险度量。研究结果提出的参数引导方法有利于模拟和真实数据集的BIM数量。当显著性水平增加时,这些BIM数量会合理地超过IM数量。研究局限/启示本文仅假设OTCD收益仅为正态概率分布。实际影响场外交易合约对交易对手所作交易的即时交易规定,在降低系统风险的同时,可能会影响未结算场外交易合约下的整个金融市场参与者。因此,通过确保抵押品(IM)可用于抵消OTCDs交易对手违约造成的损失来减少溢出效应。原创性/价值本文通过使用参数bootstrap方法对具有低未偿名义金额的金融市场的IM进行估值,从而为文献做出了贡献。
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引用次数: 0
Financial misconduct in Indian banks: what matters and what doesn’t? 印度银行的金融不端行为:什么重要,什么不重要?
IF 3 Q1 BUSINESS, FINANCE Pub Date : 2020-05-28 DOI: 10.1108/jrf-08-2019-0146
Saibal Ghosh
While several facets of financial misconduct have been explored, one aspect which has largely bypassed the attention of researchers is the factors affecting such misconduct behavior in banks. To investigate this in detail, this paper aims to use disaggregated data on Indian banks for an extended period to understand the factors driving such behavior.,Given the longitudinal nature of the data, the author uses fixed effects regression methodology which enables us to control for unobserved characteristics that might affect the dependent variable.,The analysis indicates that both bank- and board-specific factors are important in driving financial misconduct, although their importance differs across ownership. In particular, while size and capital are relevant for public banks, liquidity is more of a concern for private banks as compared with their public counterparts. In addition, the relevance of bank boards is important only in case of private banks. These results hold after controlling for the structure of the banking industry and the macroeconomic environment.,To the best of the author’s knowledge, this is one of the earliest studies for India to carefully examine the interface between financial misconduct and bank behavior in a systematic manner.
虽然研究人员对金融不端行为的几个方面进行了探讨,但有一个方面在很大程度上忽略了研究人员的注意,即影响银行此类不端行为的因素。为了详细研究这一点,本文旨在使用印度银行长时间的分类数据来了解驱动这种行为的因素。考虑到数据的纵向性质,作者使用固定效应回归方法,使我们能够控制可能影响因变量的未观察到的特征。分析表明,银行和董事会特定因素在驱动财务不当行为方面都很重要,尽管它们的重要性在不同的所有权中有所不同。特别是,虽然规模和资本与公共银行有关,但与公共银行相比,流动性对私人银行来说更为重要。此外,银行董事会的相关性只有在私人银行的情况下才重要。这些结果在控制了银行业结构和宏观经济环境后成立。据作者所知,这是印度最早以系统的方式仔细研究金融不端行为与银行行为之间的关系的研究之一。
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引用次数: 6
Optimization of special cryptocurrency portfolios 特殊加密货币投资组合优化
IF 3 Q1 BUSINESS, FINANCE Pub Date : 2020-05-13 DOI: 10.1108/jrf-11-2019-0221
Benjamin Schellinger
This paper aims to elaborate on the optimization of two particular cryptocurrency portfolios in a mean-variance framework. In general, cryptocurrencies can be classified to as coins and tokens where the first can be thought of as a medium of exchange and the latter accounts for security or utility tokens depending upon its design.,Against this backdrop, this empirical study distinguishes, in particular, between pure coin and token portfolios. Both portfolios are optimized by maximizing the Sharpe ratio and, subsequently, compared with alternative portfolio strategies.,The empirical findings demonstrate that the maximum utility portfolio of coins, with a risk aversion of λ = 10, outweighs alternative frameworks. The portfolios optimized by maximizing the Sharpe ratio for both coins and tokens indicate a rather poor performance. Testing the maximized utility for different levels of risk aversion confirms the findings of this empirical study and confers them more robustness.,Further investigation is strongly recommended as tokens represent a new phenomenon in the cryptocurrency universe, for which only a limited amount of data are available, which restricts the sampling. Furthermore, future study is to include more sophisticated optimization models using different constraints in portfolio creation.,In light of the persistently substantial volatility in cryptocurrency markets, the empirical findings assert that portfolio managers are advised to construct a global minimum variance portfolio. In the absence of sophisticated optimization models, private investors can invest according to the market values of cryptocurrencies. Despite minor differences in the risk and reward ratios of the portfolios tested, tokens tend to be more speculative, especially, if the Tether token is excluded, which may require enhanced supervision and investor protection by regulating authorities.,As the current literature investigates on diversification effects of blended cryptocurrency portfolios rather than making an explicit distinction, this paper reflects one of the first to explore the investability and role of diversifying coins and tokens using a classic Markowitz approach.
本文旨在阐述在均值-方差框架中对两种特定加密货币投资组合的优化。一般来说,加密货币可以分为硬币和代币,其中前者可以被认为是交换媒介,后者可以根据其设计用于安全或实用代币。在此背景下,本实证研究特别区分了纯硬币和代币投资组合。两种投资组合都通过最大化夏普比率来优化,然后与其他投资组合策略进行比较。实证结果表明,风险厌恶λ = 10的硬币的最大效用组合优于替代框架。通过最大化硬币和代币的夏普比率来优化的投资组合显示出相当差的表现。对不同风险厌恶水平的效用最大化进行检验,证实了本实证研究的结果,并赋予其更强的稳健性。强烈建议进一步调查,因为代币代表了加密货币领域的一种新现象,只有有限数量的数据可用,这限制了采样。此外,未来的研究将包括在投资组合创建中使用不同约束的更复杂的优化模型。鉴于加密货币市场持续大幅波动,实证研究结果表明,建议投资组合经理构建全球最小方差投资组合。在没有复杂的优化模型的情况下,私人投资者可以根据加密货币的市场价值进行投资。尽管测试的投资组合的风险和回报比率存在微小差异,但代币往往更具投机性,特别是如果将Tether代币排除在外,这可能需要监管机构加强监管和投资者保护。由于目前的文献研究的是混合加密货币投资组合的多样化效果,而不是做出明确的区分,本文反映了使用经典的马科维茨方法探索硬币和代币多样化的可投资性和作用的首批文献之一。
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引用次数: 9
期刊
Journal of Risk Finance
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