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Risk of investing in volatility products: A regime-switching approach 投资波动性产品的风险:一种制度转换方法
IF 0.9 4区 经济学 Q3 BUSINESS, FINANCE Pub Date : 2020-10-12 DOI: 10.1080/10293523.2020.1814047
Leon Li
ABSTRACT Volatility indexes provide a tool for investors to speculate and trade on market sentiment regarding future volatility. The risk of trading on volatility indexes can be measured by their second moments, namely, variance and correlation. This study considers the four representative volatility indexes published by the CBOE: stock market volatility index (VIX), crude oil volatility index (OVX), foreign exchange rate volatility index (EVZ), and gold price volatility index (GVZ). To examine their risk, we develop an extended multivariate Markov switching ARCH (MSARCH) model in which regime-switching variances, correlations, and variance-correlation relations are designed. Our empirical sample consists of the four volatility indexes from June 2008 to April 2020 for 612 weekly observations (Wednesday to Wednesday). For the conditional variances, we find evidence of regime-switching processes (switching between low and high volatility regimes) for the individual volatility index returns, with the exception of the GVZ. The estimated probability of the high volatility regime may be used to track economic distress and uncertainty shocks. These results provide evidence for volatility-of-volatility risk. For the conditional correlations, we find a regime-switching relation between variances and correlations. That is, the highest correlation appears when the paired volatility markets are simultaneously experiencing a state of high volatility. By contrast, when the paired volatility markets are encountering different volatility states, the correlation is weaker. These results indicate that the volatility-of-volatility risk is a factor affecting the dynamics of correlations between volatility indexes.
摘要波动性指数为投资者提供了一种工具,可以根据市场对未来波动性的情绪进行投机和交易。波动性指数交易的风险可以通过它们的二阶矩来衡量,即方差和相关性。本研究考虑了CBOE发布的四个具有代表性的波动性指数:股票市场波动性指数(VIX)、原油波动性指数、外汇汇率波动性指数和金价波动性指数。为了检验它们的风险,我们开发了一个扩展的多变量马尔可夫切换ARCH(MSARCH)模型,其中设计了状态切换方差、相关性和方差相关性关系。我们的实证样本包括2008年6月至2020年4月的四个波动性指数,每周观察612次(周三至周三)。对于条件方差,我们发现了除GVZ外的个别波动性指数回报的制度转换过程(在低波动性和高波动性制度之间转换)的证据。高波动率制度的估计概率可用于跟踪经济困境和不确定性冲击。这些结果为波动性风险的波动性提供了证据。对于条件相关性,我们发现方差和相关性之间存在状态转换关系。也就是说,当成对波动性市场同时经历高波动性状态时,出现最高相关性。相比之下,当成对的波动性市场遇到不同的波动性状态时,相关性较弱。这些结果表明,波动性风险的波动性是影响波动性指数之间相关性动态的一个因素。
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引用次数: 2
Consumer sentiment and time-varying betas: Testing the validity of the consumption CAPM on the Johannesburg Stock Exchange 消费者情绪和时变贝塔系数:约翰内斯堡证券交易所消费CAPM的有效性检验
IF 0.9 4区 经济学 Q3 BUSINESS, FINANCE Pub Date : 2020-10-01 DOI: 10.1080/10293523.2020.1814046
Javier Rojo‐Suárez, A. Alonso‐Conde
ABSTRACT We test both the conditional and unconditional versions of the consumption capital asset pricing model (CCAPM) on the Johannesburg Stock Exchange, for the period 1988–2018, and compare its performance with that of the CAPM and the Fama-French three- and five-factor models. We use the consumer confidence index as an instrument to parameterise shifts in betas over time in conditional models. In order to study the robustness of the results at a higher frequency than that of consumption data, we use the mimicking portfolio of the stochastic discount factor tied to the model. Our results show that in all cases the conditional CCAPM performs satisfactorily, outperforming both the CAPM and the Fama-French three-factor model. These results suggest that South African consumption growth and consumer sentiment help explain a large fraction of the expected returns in the Johannesburg Stock Exchange.
本文在约翰内斯堡证券交易所对1988-2018年期间的消费资本资产定价模型(CCAPM)的条件和无条件版本进行了测试,并将其与CAPM和Fama-French三因素模型和五因素模型的表现进行了比较。我们使用消费者信心指数作为参数化条件模型中beta随时间变化的工具。为了研究结果在比消费数据更高频率下的稳健性,我们使用了与模型相关联的随机贴现因子的模拟组合。我们的研究结果表明,在所有情况下,条件CCAPM都表现令人满意,优于CAPM和Fama-French三因素模型。这些结果表明,南非消费增长和消费者情绪有助于解释在约翰内斯堡证券交易所的预期回报的很大一部分。
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引用次数: 3
Time dynamics of connectedness between commodity convenience yields and zero-coupon inflation swap rates 商品便利收益率与零息通胀掉期利率之间连通性的时间动态
IF 0.9 4区 经济学 Q3 BUSINESS, FINANCE Pub Date : 2020-10-01 DOI: 10.1080/10293523.2020.1794309
O. Aybar, M. Bilgin, S. Öztürk
ABSTRACT Globalisation and financial liberalisation have made financial markets more correlated and connected. In this context, it has become extremely important to understand the connectedness and correlation among different financial markets and commodities. This paper attempts to extend applicable empirical studies by examining the connectedness between volatilities of commodity convenience yields and zero-coupon inflation swap rates. We conduct our study by using both the spillover index methodology provided by Diebold and Yilmaz (2009, 2012) as well as Barunik and Krehlik’s (2018) methodology to decompose the index to its frequencies for short-, medium and long-term dynamics. Although, empirical results based on Diebold and Yilmaz’s (2012) methodology show that high total connectedness exists between the variables for the whole time period, our results based on Barunik and Krehlik’s (2018) approach shows that this connectedness exists only in the long-term. The results also indicate that the connectedness dynamics change when the effect of cross-correlations is considered.
摘要全球化和金融自由化使金融市场更加相互关联。在这种情况下,理解不同金融市场和商品之间的联系和相关性变得极其重要。本文试图通过检验商品便利收益率的波动性与零息票通胀掉期利率之间的联系来扩展适用的实证研究。我们使用Diebold和Yilmaz(20092012)提供的溢出指数方法以及Barunik和Krehlik(2018)的方法进行研究,将指数分解为短期、中期和长期动态的频率。尽管基于Diebold和Yilmaz(2012)方法的实证结果表明,在整个时间段内,变量之间存在高度的总连通性,但我们基于Barunik和Krehlik(2018)方法的结果表明,这种连通性只存在于长期。结果还表明,当考虑互相关效应时,连通性动力学发生了变化。
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引用次数: 5
A simplified approach to estimate the sustainable lifestyle level for retirement planning 一种估算退休计划中可持续生活方式水平的简化方法
IF 0.9 4区 经济学 Q3 BUSINESS, FINANCE Pub Date : 2020-07-02 DOI: 10.1080/10293523.2020.1806466
Elze-Mari Roux, J. de Villiers
ABSTRACT In this article we offer a simplified version of the alternative retirement planning model we originally proposed (De Villiers & Roux, 2019). Our method focuses on determining the sustainable lifestyle level (SLL) that an individual can currently afford while still saving enough towards retirement to sustain this lifestyle level up to retirement and beyond. The model is simplified by assuming that the real rate of return on retirement savings before retirement will be the same as the withdrawal rate of income from the accumulated savings during retirement. This method yields a much simpler SLL relationship in that it is more generally applicable albeit possibly less accurate. This approach should improve communication of the extent of the retirement savings challenge, possibly leading to better savings outcomes.
在本文中,我们提供了我们最初提出的替代退休计划模型的简化版本(De Villiers & Roux, 2019)。我们的方法侧重于确定个人目前可以负担得起的可持续生活方式水平(SLL),同时仍有足够的退休储蓄来维持这种生活方式水平直至退休及以后。通过假设退休前退休储蓄的实际收益率与退休期间累积储蓄收入的提取率相同,简化了模型。这种方法产生了更简单的SLL关系,因为它更普遍地适用,尽管可能不太准确。这种方法应该可以改善退休储蓄挑战程度的沟通,可能会带来更好的储蓄结果。
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引用次数: 1
Idiosyncratic momentum on the JSE 日本证券交易所的特殊势头
IF 0.9 4区 经济学 Q3 BUSINESS, FINANCE Pub Date : 2020-07-02 DOI: 10.1080/10293523.2020.1783864
Daniel Page, D. McClelland, C. Auret
ABSTRACT Idiosyncratic momentum, like price momentum, is a trading strategy that considers a share’s recent relative performance over the short to medium term. Idiosyncratic momentum differs from price momentum as it uses residual returns post-orthogonalization on a single or multi-factor asset pricing model. Recent literature has shown that idiosyncratic momentum consistently outperforms price momentum on a risk-adjusted basis, is less prone to long-term reversal and has been proven successful in regions that have previously shown to have a non-existent price momentum premium. Previous studies attribute the success of idiosyncratic momentum to ‘underreaction’, whereby market participants tend to underreact to idiosyncratic momentum signals. We attempt to determine whether idiosyncratic momentum displays the same positive attributes found in international literature. We find that idiosyncratic momentum is superior to price momentum in terms of performance and explanatory power. The results reject a risk-based explanation of idiosyncratic momentum as minimising factor exposure (by using residual returns) improves performance. However, we find limited evidence of underreaction driving idiosyncratic momentum. Notwithstanding the lack of an a priori exposition of idiosyncratic momentum’s existence, the results provide concrete evidence of idiosyncratic momentum’s superiority over price momentum on the JSE, a finding important for both practitioners and academics alike.
与价格动量一样,特殊动量是一种考虑股票近期中短期相对表现的交易策略。特质动量不同于价格动量,因为它在单因素或多因素资产定价模型上使用剩余收益后正交。最近的文献表明,在风险调整后的基础上,特殊动量的表现始终优于价格动量,不太容易出现长期逆转,并且在以前显示不存在价格动量溢价的地区已被证明是成功的。先前的研究将特殊动量的成功归因于“反应不足”,即市场参与者倾向于对特殊动量信号反应不足。我们试图确定是否特殊的势头显示相同的积极属性发现在国际文学。我们发现,在绩效和解释力方面,特质动量优于价格动量。结果拒绝了基于风险的特殊动量解释,因为最小化因素暴露(通过使用剩余回报)可以提高绩效。然而,我们发现反应不足驱动特殊动量的证据有限。尽管缺乏对特殊动量存在的先验说明,但结果提供了具体证据,证明特殊动量优于JSE的价格动量,这一发现对从业者和学者都很重要。
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引用次数: 3
Risk-based portfolio sensitivity to covariance estimation 基于风险的投资组合对协方差估计的敏感性
IF 0.9 4区 经济学 Q3 BUSINESS, FINANCE Pub Date : 2020-07-02 DOI: 10.1080/10293523.2020.1806467
Hannes du Plessis, P. van Rensburg
ABSTRACT Risk-based portfolio construction methods focus on optimally extracting information from the covariance matrix of asset returns, as opposed to utilising forecasts of expected returns, in determining the portfolio allocation. This improves their robustness to estimation error in means, but this does not mean that they are immune to errors in estimating volatilities and correlations. Using a covariance matrix decomposition that allows separately estimated volatility and correlation models to be recomposed into different models of the covariance matrix, this study examines the empirical performance impact of using an enhanced estimator of the covariance matrix, relative to using the historical sample covariance estimator in the context of six risk-based portfolio optimisations, in a long-only constrained equity market setting. It finds that sensitivity to covariance estimation varies significantly among risk-based portfolio types and that outperformance of the sample historical covariance estimator is possible, but rare. As components of the covariance estimate, among volatility models the EWMA volatilities perform best and GARCH models, poorly. Among correlation models, the Rotationally Invariant Estimator of Bouchaud, Bun, and Potters (2016) shows strong performance, along with the classic Ledoit and Wolf (2003) Single Market Model Estimator.
基于风险的投资组合构建方法侧重于从资产收益的协方差矩阵中最优提取信息,而不是利用预期收益的预测来确定投资组合的配置。这提高了它们对均值估计误差的鲁棒性,但这并不意味着它们对估计波动率和相关性的误差免疫。使用协方差矩阵分解,允许单独估计的波动率和相关模型被重组为协方差矩阵的不同模型,本研究检验了使用协方差矩阵的增强估计器的经验性能影响,相对于使用历史样本协方差估计器在六个基于风险的投资组合优化的背景下,在一个只做多的约束股票市场设置。研究发现,对协方差估计的敏感性在基于风险的投资组合类型之间存在显著差异,并且样本历史协方差估计器的优异表现是可能的,但很少。作为协方差估计的组成部分,在波动率模型中,EWMA波动率表现最好,而GARCH模型表现较差。在相关模型中,Bouchaud, Bun, and Potters(2016)的旋转不变估计器以及经典的Ledoit和Wolf(2003)单一市场模型估计器表现出较强的性能。
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引用次数: 2
Tracking error vs tracking difference: Does it matter? 跟踪错误vs跟踪差异:重要吗?
IF 0.9 4区 经济学 Q3 BUSINESS, FINANCE Pub Date : 2020-07-02 DOI: 10.1080/10293523.2020.1806480
A. Charteris, K. McCullough
ABSTRACT Fund fact sheets are intended to provide investors with information necessary to make investment decisions. For passive funds, the inclusion of cumulative returns for the fund and benchmark enable investors to measure the fund’s tracking performance using tracking difference. However, fund managers rely on tracking error to measure tracking performance, which is rarely presented. We evaluate the differences between these two metrics to ascertain whether the use of one or the other measure by investors could impact their investment decision. Results reveal that tracking error and tracking difference capture different elements of tracking performance, with varying rankings across the two measures for a sample of United States (US) funds. The empirical findings are robust to an adjustment for serial correlation, periods of extreme market volatility and varying measurement horizons. Recommendations for industry practice are made in light of these findings.
摘要基金概况介绍旨在为投资者提供做出投资决策所需的信息。对于被动基金,将基金的累积回报率和基准纳入其中,使投资者能够使用跟踪差异来衡量基金的跟踪表现。然而,基金经理依靠跟踪误差来衡量跟踪业绩,这一点很少出现。我们评估了这两个指标之间的差异,以确定投资者使用其中一个或另一个指标是否会影响他们的投资决策。结果显示,跟踪误差和跟踪差异反映了跟踪绩效的不同因素,对美国基金样本的两种衡量标准的排名各不相同。实证结果对序列相关性、极端市场波动期和不同测量范围的调整是稳健的。根据这些发现提出了行业实践建议。
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引用次数: 10
The effects of uncertainty on investor expectations and volatility in the South African white maize futures market 不确定性对南非白玉米期货市场投资者预期和波动的影响
IF 0.9 4区 经济学 Q3 BUSINESS, FINANCE Pub Date : 2020-06-26 DOI: 10.1080/10293523.2020.1776503
C. Auret, A. Sayed
ABSTRACT Given the rapidly changing nature of financial markets, volatility indices often influence the trading behaviour of market participants, as they identify market patterns, predict market risk and gauge market sentiment. This paper examines the effects of uncertainty on the expectations of South African white maize futures traders and on volatility at a daily level. Uncertainty effects are measured using three volatility indices: The SAVI Top 40, the SAVI Dollar and the SAVI White Maize. Investor expectations in the South African white maize futures market are proxied by three momentum indicators, the moving average convergence divergence (MACD), the relative strength index (RSI) and the rate of change (ROC). Volatility is estimated using a fitted GARCH (1,1) model of South African white maize futures closing prices. A time-varying vector autoregressive (VAR) framework is used to examine the reactions of each of the three momentum indicators to shocks from each of the three volatility indices. The results confirm that changes in uncertainty influence the expectations of South African white maize futures momentum traders; and that these resulting trades influence price movements, resulting in increased volatility.
摘要鉴于金融市场的快速变化,波动性指数通常会影响市场参与者的交易行为,因为它们可以识别市场模式、预测市场风险并衡量市场情绪。本文研究了不确定性对南非白玉米期货交易员的预期和每日波动性的影响。不确定性影响使用三个波动性指数来衡量:SAVI Top 40、SAVI Dollar和SAVI White玉米。投资者对南非白玉米期货市场的预期由三个动量指标代表,即移动平均收敛-发散(MACD)、相对强度指数(RSI)和变化率(ROC)。使用南非白玉米期货收盘价格的拟合GARCH(1,1)模型来估计波动性。使用时变向量自回归(VAR)框架来检查三个动量指标中的每一个对三个波动率指标中的每个的冲击的反应。研究结果证实,不确定性的变化影响南非白玉米期货动量交易者的预期;以及由此产生的交易影响价格波动,导致波动加剧。
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引用次数: 4
The influence of the market on inflation, not the other way around 是市场对通货膨胀的影响,而不是相反
IF 0.9 4区 经济学 Q3 BUSINESS, FINANCE Pub Date : 2020-04-02 DOI: 10.1080/10293523.2020.1742999
Carlos de Jesus, G. Willows, A. M. Olivier
ABSTRACT The study of return prediction is fundamental to investors. However, inconclusive evidence exists as to whether returns on the South African (SA) stock market may be explained by movements in SA or international macroeconomic variables. This study investigates integration between macroeconomic variables and the JSE ALSI. Using a monthly dataset from 1995–2016, the study is able to update the determination of integration relationships and reduce the ‘noise’ prevalent in prior research. Unit root, correlation, integration, causality and a vector error correction model were applied. The study identified that the ALSI was statistically significant in explaining SA inflation. The direction and significance of this relationship is of interest to investors and financial economists. If the ALSI has a predictive relationship with inflation, then market performance could impact the decisions made to raise or drop the Repo rate. In addition to the determination of the integration relationships, this study informs researchers on the efficiency and predictability of the SA market.
收益预测研究是投资者研究的基础。然而,对于南非(SA)股票市场的回报是否可以由SA的变动或国际宏观经济变量来解释,存在不确定的证据。本研究探讨宏观经济变量与JSE ALSI之间的整合关系。使用1995-2016年的月度数据集,该研究能够更新整合关系的确定,并减少先前研究中普遍存在的“噪音”。应用了单位根、相关、积分、因果关系和矢量误差修正模型。研究发现,ALSI在解释SA膨胀方面具有统计学意义。这种关系的方向和意义引起了投资者和金融经济学家的兴趣。如果ALSI与通货膨胀有预测关系,那么市场表现可能会影响提高或降低回购利率的决定。除了确定整合关系外,本研究还为研究人员提供了SA市场效率和可预测性的信息。
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引用次数: 2
Real options and asymmetric volatility in light of the firm’s growth opportunities 实物期权和不对称波动,根据公司的增长机会
IF 0.9 4区 经济学 Q3 BUSINESS, FINANCE Pub Date : 2020-04-02 DOI: 10.1080/10293523.2020.1755928
Sagi Akron, Ender Demir, Roi D. Taussig
ABSTRACT This study proposes a real options exercise mechanism as a novel explanation for the asymmetric volatility phenomenon. We suggest that asymmetric volatility stems from the exercise of real call options following positive shocks and the exercise of real put options after negative shocks. Furthermore, we uniquely link asymmetric volatility to real options and firm’s growth opportunities. Using US market return data from the period spanning 1926–2018, this paper demonstrates that following a positive market shock generating return volatility, growth-firms exercise more real call options than value-firms. This further alleviates growth-firms’ volatility response, thereby resulting in higher asymmetric volatility. Book-to-market portfolio analyses provide significant empirical evidence that the firm’s growth opportunities intensify the asymmetric volatility phenomenon.
摘要本文提出了一种实物期权行使机制,作为对不对称波动现象的一种新的解释。我们认为不对称波动源于正冲击后的实看涨期权行使和负冲击后的实看跌期权行使。此外,我们独特地将非对称波动率与实物期权和公司成长机会联系起来。本文利用1926年至2018年期间的美国市场回报数据,证明了在产生回报波动的积极市场冲击之后,成长型公司比价值型公司行使更多的实际看涨期权。这进一步缓解了成长型企业的波动反应,从而导致更高的不对称波动。账面市值比投资组合分析提供了重要的经验证据,证明公司的增长机会加剧了不对称波动现象。
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引用次数: 0
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