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The effects of the Russia–Ukraine war and the Wagner Group coup on defense stocks in Europe: an event study analysis 俄乌战争和瓦格纳集团政变对欧洲国防储备的影响:事件研究分析
IF 1.9 Q2 BUSINESS, FINANCE Pub Date : 2024-04-12 DOI: 10.1108/sef-11-2023-0675
Svetoslav Covachev, Gergely Fazakas

Purpose

This study aims to examine the impact of the beginning of the Russia–Ukraine war and the Wagner Group’s attempted military coup against Putin’s regime on the European defense sector, consisting of weapons manufacturers.

Design/methodology/approach

The authors use the event study methodology to quantify the impact. That is, the authors assume that markets are efficient, and abnormal stock returns around the event dates capture the magnitudes of the impacts of the two events studied on European defense sector companies. The authors use the capital asset pricing model and two different multifactor models to estimate expected stock returns, which serve as the benchmark necessary to obtain abnormal returns.

Findings

The start of the war on February 24, 2022, when the Russian forces invaded Ukraine, was followed by high positive abnormal returns of up to 12% in the next few days. The results are particularly strong if multiple factors are used to control for the risk of the defense stocks. Conversely, the authors find a negative impact of the rebellion initiated by the mercenary Wagner Group’s chief, Yevgeny Prigozhin, on June 23, 2023, on the abnormal returns of defense industry stocks on the first trading day after the event.

Originality/value

To the best of the authors’ knowledge, this is the first study of the impact of the Russia–Ukraine war on the defense sector. Furthermore, this is the first study to measure the financial implications of the military coup initiated by the Wagner Group. The findings contribute to a rapidly growing literature on the financial implications of military conflicts around the world.

目的 本研究旨在探讨俄乌战争爆发和瓦格纳集团企图对普京政权发动军事政变对欧洲防务行业(由武器制造商组成)的影响。也就是说,作者假定市场是有效的,事件发生日期前后的异常股票回报可以反映所研究的两个事件对欧洲国防部门公司的影响程度。作者使用资本资产定价模型和两种不同的多因素模型来估算预期股票回报率,并以此作为获取异常回报率的必要基准。如果使用多种因素控制国防类股票的风险,结果尤为显著。相反,作者发现 2023 年 6 月 23 日雇佣军瓦格纳集团首领叶夫根尼-普里戈金发起的叛乱对国防工业股票在事件发生后第一个交易日的异常回报产生了负面影响。此外,这也是第一份衡量瓦格纳集团发动军事政变的财务影响的研究报告。研究结果为有关世界各地军事冲突的财务影响的文献的迅速发展做出了贡献。
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引用次数: 0
How is the ECB’s quantitative easing transmitted to the financial markets? 欧洲央行的量化宽松政策是如何传导到金融市场的?
IF 1.9 Q2 BUSINESS, FINANCE Pub Date : 2024-03-26 DOI: 10.1108/sef-02-2022-0108
Donia Aloui, Abderrazek Ben Maatoug

Purpose

Over the last few years, the European Central Bank (ECB) has adopted unconventional monetary policies. These measures aim to boost economic growth and increase inflation through the bond market. The purpose of this paper is to study the impact of the ECB’s quantitative easing (QE) on the investor’s behavior in the stock market.

Design/methodology/approach

First, the authors theoretically identify the transmission channels of the QE shocks to the stock market. Then, the authors empirically assess the financial market’s responses to QE shocks in a data-rich environment using a factor augmented VAR (FAVAR).

Findings

The results show that the ECB’s unconventional monetary policy positively affects the stock market. A QE shock leads to an increase in stock prices and a drop in the realized volatility and the implied risk premium. The authors also suggest that the ECB’s QE is transmitted to the stock market through five main channels: the liquidity, the expectation, the portfolio reallocation, the interest rates and the risk premium channels.

Practical implications

The findings help to better understand the behavior of stock market assets in a data-rich economic context and guide investors and policymakers in the presence of unconventional monetary tools. For instance, decision-makers and investors should consider the short-term effect of the QE interventions and the changing behavior of the financial actors over time. In addition, high stock market returns can increase risk appetite. This can lead investors to underestimate the market risk. Decision-makers and market participants should take into consideration the impact of the large injection of money through the QE, which may raise the risk of a speculative bubble in the financial market.

Originality/value

To the best of the authors’ knowledge, this is the first study that incorporates a theoretical and empirical analysis to explore QE transmission to the stock market in the European context. Unlike previous studies, the authors use the shadow rate proposed by Wu and Xia (2017) to quantify the effect of the ECB’s QE in a data-rich environment. The authors also include two key risk indicators – the stock market risk premium and the realized volatility – to capture investors’ behavior in the stock market following QE shocks.

目的在过去几年中,欧洲中央银行(ECB)采取了非常规货币政策。这些措施旨在通过债券市场促进经济增长和提高通货膨胀率。本文旨在研究欧洲央行的量化宽松政策(QE)对股市投资者行为的影响。设计/方法/途径首先,作者从理论上确定了 QE 冲击对股市的传导渠道。然后,作者使用因子增强 VAR(FAVAR)在数据丰富的环境中对金融市场对量化宽松冲击的反应进行了实证评估。结果结果表明,欧洲央行的非常规货币政策对股市产生了积极影响。量化宽松冲击导致股票价格上升,已实现波动率和隐含风险溢价下降。作者还认为,欧洲央行的量化宽松政策主要通过五个渠道传导至股市:流动性渠道、预期渠道、投资组合重新配置渠道、利率渠道和风险溢价渠道。例如,决策者和投资者应考虑量化宽松干预措施的短期效果以及金融参与者随着时间推移不断变化的行为。此外,股市的高回报会提高风险偏好。这会导致投资者低估市场风险。决策者和市场参与者应考虑到通过量化宽松注入大量资金的影响,这可能会提高金融市场投机泡沫的风险。 原创性/价值 据作者所知,这是第一项结合理论和实证分析来探讨欧洲背景下量化宽松向股市传导的研究。与以往的研究不同,作者使用了 Wu 和 Xia(2017 年)提出的影子利率,在数据丰富的环境中量化欧洲央行量化宽松的效果。作者还纳入了两个关键风险指标--股市风险溢价和已实现波动率,以捕捉投资者在量化宽松冲击后的股市行为。
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引用次数: 0
Precious metal prices: a tale of four US recessions 贵金属价格:美国四次经济衰退的故事
IF 1.9 Q2 BUSINESS, FINANCE Pub Date : 2024-03-21 DOI: 10.1108/sef-09-2023-0550
Pablo Agnese, Pedro Garcia del Barrio, Luis Alberiko Gil-Alana, Fernando Perez de Gracia

Purpose

The purpose of this paper is to examine the degree of persistence in four precious metal prices (i.e. gold, palladium, platinum and silver) during the last four US recessions.

Design/methodology/approach

Using daily price data for gold, palladium, platinum and silver running from July 2, 1990, to March 21, 2022, and dating of business cycles in the USA provided by NBER (2022), the paper uses fractional integration to test the degree of persistence of precious metal prices.

Findings

The empirical analysis shows the unrelenting prominence of gold in relation to other precious metals (palladium, platinum and silver) as a hedge against market uncertainty in the post-pandemic new era.

Originality/value

Two are the main contributions of the paper. Firstly, the authors contribute to the commodity markets and finance literature on precious metal price modelling. Secondly, the authors also contribute to the literature on commodity markets and business cycles with a special focus on recessionary periods.

设计/方法/途径本文利用 1990 年 7 月 2 日至 2022 年 3 月 21 日期间黄金、钯金、铂金和白银的每日价格数据以及 NBER(2022 年)提供的美国商业周期日期,采用分数积分法检验贵金属价格的持续程度。研究结果实证分析表明,黄金与其他贵金属(钯金、铂金和白银)相比,在后大流行病新时代作为对冲市场不确定性的工具的地位始终突出。首先,作者为有关贵金属价格模型的商品市场和金融文献做出了贡献。其次,作者还为有关商品市场和商业周期的文献做出了贡献,特别是在经济衰退时期。
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引用次数: 0
Can mutual fund characteristics predict future performance? Evidence from Portugal 共同基金的特点能否预测未来业绩?葡萄牙的证据
IF 1.9 Q2 BUSINESS, FINANCE Pub Date : 2024-03-21 DOI: 10.1108/sef-07-2023-0441
Maria Inês Sá, Paulo Leite, Maria Carmo Correia

Purpose

This paper aims to investigate not only the performance of Portuguese mutual funds investing in domestic and international equities but also which fund characteristics, such as age, size, family size, expense ratios and flows, influence future performance.

Design/methodology/approach

Fund performance is evaluated over the 2005–2022 period by a robust six-factor model, while the impact of fund characteristics on performance is assessed by a set of fixed-effects panel data regressions with two-way cluster-robust standard errors.

Findings

The results show that, while funds investing in domestic equities predominantly exhibit neutral performance, most international equity funds have significantly negative alphas. The authors document a negative and statistically significant relationship between fund age and performance for all fund categories. Total expense ratios have an inverse relationship with domestic equity fund performance but do not impact the performance of international equity funds significantly. Though fund flows have a neutral effect on performance across the overall period, they are important determinants of both domestic and international funds’ performance in more recent years.

Originality/value

The authors contribute to the literature by carrying out a comprehensive analysis, based on recent and robust methodologies, of the impact of mutual fund characteristics on the future performance of Portuguese equity funds. The research findings serve as a premise for advising investors on how to choose the top-performing funds.

目的 本文不仅旨在研究葡萄牙投资于国内和国际股票的共同基金的业绩,还旨在研究基金的年龄、规模、家族规模、费用率和流量等特征对未来业绩的影响。设计/方法/途径采用稳健的六要素模型评估 2005-2022 年期间的基金业绩,同时采用一组固定效应面板数据回归评估基金特征对业绩的影响,并采用双向聚类标准误差。结果研究结果表明,虽然投资国内股票的基金主要表现为中性,但大多数国际股票基金的阿尔法值明显为负。作者记录了所有类别基金的基金年龄与业绩之间的负相关关系,且在统计上具有显著意义。总费用率与国内股票基金的业绩呈反向关系,但对国际股票基金的业绩影响不大。虽然在整个期间,资金流动对业绩的影响是中性的,但在最近几年,资金流动是国内和国际基金业绩的重要决定因素。 原创性/价值 作者基于最新的稳健方法,对共同基金特征对葡萄牙股票基金未来业绩的影响进行了全面分析,为相关文献做出了贡献。研究结果是建议投资者如何选择绩优基金的前提。
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引用次数: 0
Hidden truncation model with heteroskedasticity: S&P 500 index returns reexamined 具有异方差性的隐藏截断模型:重新审视标准普尔 500 指数收益率
IF 1.9 Q2 BUSINESS, FINANCE Pub Date : 2024-02-29 DOI: 10.1108/sef-05-2023-0232
Rachid Belhachemi

Purpose

This paper aims to introduce a heteroskedastic hidden truncation normal (HTN) model that allows for conditional volatilities, skewness and kurtosis, which evolve over time and are linked to economic dynamics and have economic interpretations.

Design/methodology/approach

The model consists of the HTN distribution introduced by Arnold et al. (1993) coupled with the NGARCH type (Engle and Ng, 1993). The HTN distribution nests two well-known distributions: the skew-normal family (Azzalini, 1985) and the normal distributions. The HTN family of distributions depends on a hidden truncation and has four parameters having economic interpretations in terms of conditional volatilities, kurtosis and correlations between the observed variable and the hidden truncated variable.

Findings

The model parameters are estimated using the maximum likelihood estimator. An empirical application to market data indicates the HTN-NGARCH model captures stylized facts manifested in financial market data, specifically volatility clustering, leverage effect, conditional skewness and kurtosis. The authors also compare the performance of the HTN-NGARCH model to the mixed normal (MN) heteroskedastic MN-NGARCH model.

Originality/value

The paper presents a structure dynamic, allowing us to explore the volatility spillover between the observed and the hidden truncated variable. The conditional volatilities and skewness have the ability at modeling persistence in volatilities and the leverage effects as well as conditional kurtosis of the S&P 500 index.

本文旨在介绍一种异方差隐藏截断正态分布(HTN)模型,该模型允许条件波动率、偏斜度 和峰度随时间变化,并与经济动态相关联,具有经济解释功能。HTN 分布嵌套了两个著名的分布:倾斜正态分布族(Azzalini,1985 年)和正态分布。HTN 分布族依赖于隐藏截断,并有四个参数,这些参数在条件波动率、峰度和观测变量与隐藏截断变量之间的相关性方面具有经济学解释。对市场数据的实证应用表明,HTN-NGARCH 模型捕捉到了金融市场数据中表现出来的风格化事实,特别是波动性集群、杠杆效应、条件偏度和峰度。作者还将 HTN-NGARCH 模型的性能与混合正态(MN)异方差 MN-NGARCH 模型进行了比较。条件波动率和偏度能够模拟波动率的持续性、杠杆效应以及 S&P 500 指数的条件峰度。
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引用次数: 0
Are there other fish in the sea? Exploring the hedge, diversifier and safe-haven features of ESG investments 海里还有其他鱼吗?探索环境、社会和治理投资的对冲、分散和避险功能
IF 1.9 Q2 BUSINESS, FINANCE Pub Date : 2024-02-26 DOI: 10.1108/sef-05-2023-0255
Luca Pedini, Sabrina Severini

Purpose

This study aims to conduct an empirical investigation to assess the hedge, diversifier and safe-haven properties of different environmental, social and governance (ESG) assets (i.e. green bonds and ESG equity index) vis-à-vis conventional investments (namely, equity index, gold and commodities).

Design/methodology/approach

The authors examine the sample period 2007–2021 using the bivariate cross-quantilogram (CQG) analysis and a dynamic conditional correlation (DCC) multivariate generalized autoregressive conditional heteroskedasticity (GARCH) experiment with several extensions.

Findings

The evidence shows that the analyzed ESG investments exhibit mainly diversifying features depending on the asset class taken as a reference, with some potential hedging/safe-haven qualities (for the green bond) in peculiar timespans. Therefore, the results suggest that investors might consider sustainable investing as a new measure of risk reduction, which has interesting implications for both portfolio allocation and policy design.

Originality/value

To the best of the authors’ knowledge, this study is the first that empirically investigates at once the dependence between different ESG investments (i.e. equity and green bond) with different conventional investments such as gold, equity and commodity market indices over a large sample period (2007–2021). Well-suited methodologies like the bivariate CQG and the DCC multivariate GARCH are used to capture the spillover effect and the hedging/diversifying nature, even in temporary contexts. Finally, a global perspective is used.

本研究旨在进行实证调查,评估不同环境、社会和治理(ESG)资产(即绿色债券和 ESG 股票指数)相对于传统投资(即股票指数、黄金和商品)的对冲、分散和避险属性。作者使用双变量交叉量表(CQG)分析和动态条件相关性(DCC)多变量广义自回归条件异方差(GARCH)实验,并进行了若干扩展,对 2007-2021 年的样本期进行了研究。因此,研究结果表明,投资者可以将可持续投资视为降低风险的一种新措施,这对投资组合配置和政策设计都具有重要意义。 原创性/价值 据作者所知,本研究是第一项在大样本期间(2007-2021 年)一次性实证调查不同 ESG 投资(即股票和绿色债券)与不同传统投资(如黄金、股票和商品市场指数)之间依赖关系的研究。采用双变量 CQG 和 DCC 多变量 GARCH 等合适的方法来捕捉溢出效应和对冲/分散性质,即使在临时情况下也是如此。最后,还采用了全球视角。
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引用次数: 0
Stock market indices and interest rates in the US and Europe: persistence and long-run linkages 美国和欧洲的股市指数与利率:持续性与长期联系
IF 1.9 Q2 BUSINESS, FINANCE Pub Date : 2024-02-23 DOI: 10.1108/sef-06-2023-0304
Guglielmo Maria Caporale, Luis Alberiko Gil-Alana, Eduard Melnicenco

Purpose

This paper aims to analyse the persistence of the S&P500 and DAX 30 stock indices as well as of the Fed’s Effective Federal Funds rate and of the European Central Bank’s Marginal Lending Facility rate, and the long-run linkages between stock prices and interest rates in the USA and Europe, respectively.

Design/methodology/approach

The methodology is based on the concepts of fractional integration and cointegration.

Findings

Using monthly data from January 1999 to December 2022, the results can be summarised as follows. All series examined are non-stationary: stock prices are found to be I(1) while interest rates display orders of integration substantially above 1, which implies a rejection of the hypothesis of mean reversion in all cases examined.

Originality/value

This paper uses an appropriate econometric framework to obtain new, reliable empirical evidence. All four series are highly persistent, and mean reversion does not occur in any single case. Moreover, the fractional cointegration analysis suggests that stock prices and interest rates are not linked in the long run.

本文旨在分析美国和欧洲的 S&P500 和 DAX 30 股票指数、美联储有效联邦基金利率和欧洲央行边际贷款利率的持续性,以及股票价格和利率之间的长期联系。所有考察的序列都是非平稳的:股票价格被发现是 I(1),而利率的积分阶数大大高于 1,这意味着在所有考察的情况下都拒绝了均值回归的假设。所有四个序列都具有高度持久性,均值回归在任何一种情况下都不会发生。此外,分数协整分析表明,股票价格和利率在长期内没有联系。
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引用次数: 0
Return and volatility transmission among economic policy uncertainty, geopolitical risk and precious metals 经济政策不确定性、地缘政治风险和贵金属之间的回报和波动传导
IF 1.9 Q2 BUSINESS, FINANCE Pub Date : 2024-01-26 DOI: 10.1108/sef-10-2023-0586
Opeoluwa Adeniyi Adeosun, Suhaib Anagreh, Mosab I. Tabash, Xuan Vinh Vo

Purpose

This paper aims to examine the return and volatility transmission among economic policy uncertainty (EPU), geopolitical risk (GPR), their interaction (EPGR) and five tradable precious metals: gold, silver, platinum, palladium and rhodium.

Design/methodology/approach

Applying time-varying parameter vector autoregression (TVP-VAR) frequency-based connectedness approach to a data set spanning from January 1997 to February 2023, the study analyzes return and volatility connectedness separately, providing insights into how the data, in return and volatility forms, differ across time and frequency.

Findings

The results of the return connectedness show that gold, palladium and silver are affected more by EPU in the short term, while all precious metals are influenced by GPR in the short term. EPGR exhibits strong contributions to the system due to its elevated levels of policy uncertainty and extreme global risks. Palladium shows the highest reaction to EPGR, while silver shows the lowest. Return spillovers are generally time-varying and spike during critical global events. The volatility connectedness is long-term driven, suggesting that uncertainty and risk factors influence market participants’ long-term expectations. Notable peaks in total connectedness occurred during the Global Financial Crisis and the COVID-19 pandemic, with the latter being the highest.

Originality/value

Using the recently updated news-based uncertainty indicators, the study examines the time and frequency connectedness between key uncertainty measures and precious metals in their returns and volatility forms using the TVP-VAR frequency-based connectedness approach.

目的 本文旨在研究经济政策不确定性(EPU)、地缘政治风险(GPR)及其相互作用(EPGR)与五种可交易贵金属(黄金、白银、铂金、钯金和铑)之间的收益和波动传导。研究结果收益关联性的结果表明,黄金、钯金和白银在短期内受 EPU 的影响更大,而所有贵金属在短期内都受到 GPR 的影响。由于政策不确定性和极端全球风险水平的上升,EPGR 对系统的贡献很大。钯金对 EPGR 的反应最大,而白银则最小。回报的溢出效应通常是时变的,并在关键的全球事件发生时激增。波动的关联性是长期驱动的,表明不确定性和风险因素影响着市场参与者的长期预期。在全球金融危机和 COVID-19 大流行期间,总关联度出现了明显的峰值,其中后者的关联度最高。 原创性/价值本研究利用最近更新的基于新闻的不确定性指标,采用基于频率的关联度方法,研究了主要不确定性指标与贵金属回报率和波动率之间的时间和频率关联度。
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引用次数: 0
ESG and the performance of energy and utility portfolios: evidence from Australia 环境、社会和公司治理与能源和公用事业投资组合的绩效:来自澳大利亚的证据
IF 1.9 Q2 BUSINESS, FINANCE Pub Date : 2024-01-25 DOI: 10.1108/sef-06-2023-0366
Scott J. Niblock

Purpose

This study aims to establish the effect of environmental, social and governance (ESG) practices on Australian energy and utility investment performance.

Design/methodology/approach

Conventional and ESG-rated portfolios are constructed using monthly returns and ESG scores of S&P/ASX 300 listed energy and utility firms from 2014 to 2022. Portfolio performance is estimated using a four-factor regression model, controlling for any economic shocks associated with the COVID-19 pandemic.

Findings

The findings show that the lower the ESG score associated with the overall ESG and environmental portfolios, the greater the performance compared to the market (but not the conventional and other ESG portfolios). High ESG scores do not appear to influence the performance of the energy and utility portfolios, which contrasts expectations that the uptake of ESG should deliver superior risk-return outcomes for investors. The findings also indicate that a contrarian investment approach may be a reasonable performance indicator for high-rated ESG portfolios. ESG practices did not impact portfolio performance during the COVID-19 pandemic.

Originality/value

This research has contributed to the literature by offering ESG investment insights for policymakers, regulators, fund managers and investors. Consistent with the agency perspective on ESG practices and efficient market hypothesis, the evidence implies that, regardless of ESG scores (either high or low), investors should consider investing passively in diversified energy and utility portfolios or low-cost index fund equivalents.

目的本研究旨在确定环境、社会和治理(ESG)实践对澳大利亚能源和公用事业投资业绩的影响。设计/方法/途径利用 2014 年至 2022 年 S&P/ASX 300 上市能源和公用事业公司的月度回报和 ESG 分数构建了常规和 ESG 评级投资组合。研究结果表明,与整体 ESG 和环境投资组合相关的 ESG 分数越低,与市场相比(但与传统和其他 ESG 投资组合相比)的表现越好。高 ESG 分数似乎不会影响能源和公用事业投资组合的表现,这与人们对采用 ESG 应为投资者带来卓越风险回报结果的预期形成了鲜明对比。研究结果还表明,逆向投资方法可能是ESG评分高的投资组合的合理业绩指标。该研究为政策制定者、监管者、基金经理和投资者提供了ESG投资见解,从而为相关文献做出了贡献。与机构对环境、社会和公司治理实践的看法和有效市场假说一致,证据表明,无论环境、社会和公司治理得分高低,投资者都应考虑被动投资于多元化能源和公用事业投资组合或低成本指数基金。
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引用次数: 0
Co-volatility dynamics in global cryptocurrency and conventional asset classes: a multivariate stochastic factor volatility approach 全球加密货币和传统资产类别的共波动动态:多变量随机因素波动方法
IF 1.9 Q2 BUSINESS, FINANCE Pub Date : 2024-01-15 DOI: 10.1108/sef-06-2023-0339
Shalini Velappan
PurposeThis study aims to investigate the co-volatility patterns between cryptocurrencies and conventional asset classes across global markets, encompassing 26 global indices ranging from equities, commodities, real estate, currencies and bonds.Design/methodology/approachIt used a multivariate factor stochastic volatility model to capture the dynamic changes in covariance and volatility correlation, thus offering empirical insights into the co-volatility dynamics. Unlike conventional research on price or return transmission, this study directly models the time-varying covariance and volatility correlation.FindingsThe study uncovers pronounced co-volatility movements between cryptocurrencies and specific indices such as GSCI Energy, GSCI Commodity, Dow Jones 1 month forward and U.S. 10-year TIPS. Notably, these movements surpass those observed with precious metals, industrial metals and global equity indices across various regions. Interestingly, except for Japan, equity indices in the USA, Canada, Australia, France, Germany, India and China exhibit a co-volatility movement. These findings challenge the existing literature on cryptocurrencies and provide intriguing evidence regarding their co-volatility dynamics.OriginalityThis study significantly contributes to applying asset pricing models in cryptocurrency markets by explicitly addressing price and volatility dynamics aspects. Using the stochastic volatility model, the research adding methodological contribution effectively captures cryptocurrency volatility's inherent fluctuations and time-varying nature. While previous literature has primarily focused on bitcoin and a few other cryptocurrencies, this study examines the stochastic volatility properties of a wide range of cryptocurrency indices. Furthermore, the study expands its scope by examining global asset markets, allowing for a comprehensive analysis considering the broader context in which cryptocurrencies operate. It bridges the gap between traditional asset pricing models and the unique characteristics of cryptocurrencies.
目的本研究旨在调查全球市场上加密货币与传统资产类别之间的共同波动模式,涵盖 26 种全球指数,包括股票、商品、房地产、货币和债券。与传统的价格或回报传导研究不同,本研究直接对随时间变化的协方差和波动率相关性进行建模。研究结果本研究发现了加密货币与特定指数(如 GSCI 能源、GSCI 商品、道琼斯 1 个月远期和美国 10 年期 TIPS)之间明显的共波动运动。值得注意的是,这些变动超过了贵金属、工业金属和各地区全球股票指数的变动。有趣的是,除日本外,美国、加拿大、澳大利亚、法国、德国、印度和中国的股票指数都出现了共同波动。这些发现挑战了现有关于加密货币的文献,并提供了有关其共同波动动态的耐人寻味的证据。原创性本研究通过明确解决价格和波动动态方面的问题,为将资产定价模型应用于加密货币市场做出了重大贡献。通过使用随机波动率模型,该研究在方法论上的贡献有效地捕捉到了加密货币波动的内在波动性和时变性。以往的文献主要关注比特币和其他几种加密货币,而本研究则考察了多种加密货币指数的随机波动特性。此外,本研究还扩大了范围,对全球资产市场进行了研究,从而对加密货币的运行环境进行了全面分析。它弥补了传统资产定价模型与加密货币独特性之间的差距。
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Studies in Economics and Finance
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