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Option pricing revisited: The role of price volatility and dynamics 重新审视期权定价:价格波动和动态的作用
IF 4.2 4区 经济学 Q1 BUSINESS, FINANCE Pub Date : 2023-12-30 DOI: 10.1016/j.jcomm.2023.100381
Jean-Paul Chavas , Jian Li , Linjie Wang

The analysis of option pricing in derivative markets has commonly relied on the Black-Scholes model. This paper presents a conceptual and empirical analysis of option pricing with a focus on the validity of key assumptions embedded in the Black-Scholes model. Going beyond questioning the lognormality assumption, we investigate the role played by two assumptions made about the nature of price dynamics: quantile-specific departures from a unit root process, and the role of quantile-specific drift. Our analysis relies on a Quantile Autoregression (QAR) model that provides a flexible representation of the price distribution and its dynamics. Applied to the soybean futures market, we examine the validity of assumptions made in the Black-Scholes model along with their implications for option pricing. We document that price dynamics involve different responses in the tails of the distribution: overreaction and local instability in the upper tail, and underreaction in the lower tail. Investigating the implications of our QAR analysis for option pricing, we find that failing to capture local instability in the upper tail is more serious than failing to capture “fat tails” in the price distribution. We also find that the most serious problem with the Black-Scholes model arises in its representation of price dynamics in the lower tail.

对衍生品市场期权定价的分析通常依赖于布莱克-斯科尔斯(Black-Scholes)模型。本文对期权定价进行了概念和实证分析,重点关注布莱克-斯科尔斯模型中关键假设的有效性。除了质疑对数正态性假设外,我们还研究了关于价格动态性质的两个假设所起的作用:特定量值偏离单位根过程和特定量值漂移的作用。我们的分析依赖于量子自回归(QAR)模型,该模型可灵活地表示价格分布及其动态。我们将其应用于大豆期货市场,检验了 Black-Scholes 模型中假设的有效性及其对期权定价的影响。我们发现,价格动态涉及分布尾部的不同反应:上尾部反应过度和局部不稳定,下尾部反应不足。在研究 QAR 分析对期权定价的影响时,我们发现,未能捕捉到上尾部的局部不稳定性比未能捕捉到价格分布中的 "肥尾 "更为严重。我们还发现,布莱克-斯科尔斯模型最严重的问题出现在它对下尾部价格动态的表述上。
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引用次数: 0
Quantile coherency across bonds, commodities, currencies, and equities 债券、商品、货币和股票的量化一致性
IF 4.2 4区 经济学 Q1 BUSINESS, FINANCE Pub Date : 2023-12-20 DOI: 10.1016/j.jcomm.2023.100379
Gazi Salah Uddin , Brian Lucey , Md Lutfur Rahman , David Stenvall

This paper examines quantile coherency in bonds, commodities, currencies, and equities using a novel quantile coherency approach. While recent literature has explored single-frequency tail- and time-frequency dependence in asset returns, we provide fresh evidence on asset return dependence across quantiles (proxying business cycles or market conditions) at different frequencies (representing investment horizons). Considering sixty-seven individual asset return series in four asset classes, we observe that low frequency (yearly) dependence is stronger in the bond, foreign exchange, and equity markets. Specifically, we find strong dependence between the German and French bond markets, heating oil and crude oil, gold and silver, British Pound, and Euro, French and German and Canadian and US equities. As we report asset return interdependence in different business cycles and at different time horizons, these results have important implications for portfolio allocation and investment strategy formulation.

本文采用一种新颖的量化一致性方法研究了债券、商品、货币和股票的量化一致性。近期的文献探讨了资产回报的单频尾部和时频依赖性,而我们则提供了新的证据,说明不同频率(代表投资期限)的资产回报在不同量级(代表商业周期或市场条件)之间的依赖性。考虑到四类资产的 67 个资产回报序列,我们发现债券、外汇和股票市场的低频(年度)依赖性更强。具体而言,我们发现德国和法国债券市场、取暖油和原油、黄金和白银、英镑以及欧元、法国和德国、加拿大和美国股票之间存在较强的依赖性。由于我们报告了不同商业周期和不同时间跨度下的资产收益相互依存关系,这些结果对投资组合配置和投资策略制定具有重要意义。
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引用次数: 0
Unveiling interconnectedness: Exploring higher-order moments among energy, precious metals, industrial metals, and agricultural commodities in the context of geopolitical risks and systemic stress 揭开相互联系的面纱:在地缘政治风险和系统性压力背景下探索能源、贵金属、工业金属和农产品之间的高阶时刻
IF 4.2 4区 经济学 Q1 BUSINESS, FINANCE Pub Date : 2023-12-15 DOI: 10.1016/j.jcomm.2023.100380
Jinxin Cui , Aktham Maghyereh

This study investigates linkages and connectedness among geopolitical risks, systemic stress, and commodity futures (energy, precious metals, industrial metals, and agricultural commodities). We combine the 22-day rolling ex-post higher-order moments with a novel Quantile-VAR extended joint connectedness framework. Our findings highlight the significant impacts of geopolitical risks and systemic stress on equicorrelations and spillovers of the higher-order moment risks. The total spillovers of higher-order moments at the extreme upper (0.95) and lower (0.05) quantiles are notably higher than those at the median quantile. Geopolitical risks convey substantial net spillovers of higher-order moment risks to commodity futures, particularly in extreme market status. In normal market conditions, systemic financial stress also transmits notable spillovers to commodity futures. Moreover, the dynamic connectedness indices evolve across time and quantiles.

本研究调查了地缘政治风险、系统性压力和商品期货(能源、贵金属、工业金属和农产品)之间的联系和关联性。我们将 22 天滚动事后高阶矩与新颖的 Quantile-VAR 扩展联合关联性框架相结合。我们的研究结果凸显了地缘政治风险和系统性压力对高阶矩风险的等相关性和溢出效应的重大影响。高阶矩风险在极端上限(0.95)和下限(0.05)的总溢出效应明显高于中位数溢出效应。地缘政治风险给商品期货带来了大量的高阶矩风险净溢出效应,尤其是在极端市场状态下。在正常市场条件下,系统性金融压力也会对商品期货产生显著的溢出效应。此外,动态关联度指数会随着时间和数量级的变化而变化。
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引用次数: 0
Forecasting the price of oil: A cautionary note 预测石油价格:一个警示
IF 4.2 4区 经济学 Q1 BUSINESS, FINANCE Pub Date : 2023-12-06 DOI: 10.1016/j.jcomm.2023.100378
Thomas Conlon , John Cotter , Emmanuel Eyiah-Donkor

We study the out-of-sample predictability of monthly crude oil prices using forecast combinations constructed from several individual predictor forecasts. Our empirical results indicate that combination forecasts of monthly average oil prices are more accurate than the no-change forecast with statistically significant reductions in mean square forecast errors (MSFE) and significant directional accuracy at every horizon up to 24 months, consistent with earlier evidence that forecast combinations greatly enhance the forecastability of oil prices. In contrast, we find no significant MSFE reductions or directional accuracy for forecasts of end-of-month oil prices at almost all horizons. Furthermore, we document that end-of-month forecasts when used to guide investment and hedging decisions of investors, statistically, do not deliver superior economic value to investors. Overall, the implication of our results is that the statistical and economic significance of forecasts of oil prices is heavily influenced by the construction of the underlying oil price series and provide a cautionary note on which oil price series to use in forecasting.

我们研究了每月原油价格的样本外可预测性,使用由几个单独的预测者预测构建的预测组合。我们的实证结果表明,月平均油价组合预测比无变化预测更准确,在统计上显著降低了均方预测误差(MSFE),并且在长达24个月的每个水平面上都具有显著的方向准确性,这与先前的证据一致,预测组合大大提高了油价的可预测性。相比之下,我们发现,在几乎所有的水平面上,对月末油价的预测都没有显著的MSFE降低或方向性准确性。此外,我们证明,月末预测用于指导投资者的投资和对冲决策时,统计上不会给投资者带来优越的经济价值。总体而言,我们的研究结果表明,油价预测的统计和经济意义在很大程度上受到基础油价序列构建的影响,并为在预测中使用哪种油价序列提供了警示。
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引用次数: 0
Revisiting the pricing impact of commodity market spillovers on equity markets 重新审视大宗商品市场溢出效应对股票市场的定价影响
IF 4.2 4区 经济学 Q1 BUSINESS, FINANCE Pub Date : 2023-11-24 DOI: 10.1016/j.jcomm.2023.100369
Francisco Pinto-Ávalos , Michael Bowe , Stuart Hyde

This paper revisits the dynamics of pricing relationships between commodity and equity markets in a sample of commodity-exporting economies between 2000–2023. We confirm the correlation between these asset prices increases around episodes of financial distress. Prior research attributes this increase to the effects of contagion initiated by commodity price shocks. However, we find that after controlling for the effect of time varying risk aversion and investor sentiment, there is no evidence that the documented correlation increase originates from commodity market shocks. Indeed, we are unable to reject the hypothesis of no contagion. We maintain that controlling for the influence of time varying risk aversion and investor sentiment, together with other factors which potentially cause common variation across price movements in commodity and equity markets, is essential to accurately capturing the relationship between asset prices in these markets.

本文以2000-2023年的大宗商品出口经济体为样本,回顾了大宗商品和股票市场之间定价关系的动态。我们证实了这些资产价格在金融危机时期上涨之间的相关性。先前的研究将这种增长归因于商品价格冲击引发的传染效应。然而,我们发现,在控制了时变风险厌恶和投资者情绪的影响后,没有证据表明记录的相关性增加来自商品市场冲击。事实上,我们无法拒绝没有传染的假设。我们认为,控制随时间变化的风险厌恶和投资者情绪的影响,以及其他可能导致商品和股票市场价格变动的共同变化的因素,对于准确捕捉这些市场中资产价格之间的关系至关重要。
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引用次数: 0
Tail risk spillover effects in commodity markets: A comparative study of crisis periods 商品市场尾部风险溢出效应:危机时期的比较研究
IF 4.2 4区 经济学 Q1 BUSINESS, FINANCE Pub Date : 2023-11-20 DOI: 10.1016/j.jcomm.2023.100370
Muhammad Abubakr Naeem , Foued Hamouda , Sitara Karim

This research aims to investigate the propagation of extreme downside risk, commonly referred to as tail risk, within commodity markets using an innovative CAViaR-based connectivity model. We also evaluate the influence of various crises, including the global financial crisis, the shale oil revolution, the COVID-19 pandemic, and the Russia-Ukraine conflict, on the dynamic relationships among seventeen different commodity markets. Our findings reveal a diverse pattern of interconnections among these markets during distinct crisis periods. Surprisingly, we observe that the nature of these interconnections is remarkably similar during geopolitical and health crises. Notably, the spillover effects between different commodity categories are more pronounced during the COVID-19 pandemic and the Russia-Ukraine conflict than during the global financial crisis and the shale oil revolution. However, it is important to note that the total risk spillovers are more substantial during the global financial crisis. Furthermore, our analysis delves into the unique characteristics of each market, revealing that precious metals can function as a safe haven for both energy and industrial metals during times of economic turbulence.

本研究旨在研究极端下行风险的传播,通常被称为尾部风险,在商品市场中使用创新的基于caviar的连通性模型。我们还评估了各种危机,包括全球金融危机、页岩油革命、COVID-19大流行和俄罗斯-乌克兰冲突,对17种不同商品市场之间动态关系的影响。我们的研究结果揭示了在不同的危机时期,这些市场之间相互联系的不同模式。令人惊讶的是,我们观察到,在地缘政治和卫生危机期间,这些相互联系的性质非常相似。值得注意的是,不同商品类别之间的溢出效应在2019冠状病毒病大流行和俄罗斯-乌克兰冲突期间比在全球金融危机和页岩油革命期间更为明显。然而,值得注意的是,在全球金融危机期间,总体风险溢出效应更为显著。此外,我们的分析深入研究了每个市场的独特特征,揭示了贵金属在经济动荡时期可以作为能源和工业金属的避风港。
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引用次数: 0
World regional natural gas prices: Convergence, divergence or what? New evidence 世界各地区天然气价格:趋同、分化还是什么?新证据
IF 4.2 4区 经济学 Q1 BUSINESS, FINANCE Pub Date : 2023-11-01 DOI: 10.1016/j.jcomm.2023.100368
Jose Roberto Loureiro , Julian Inchauspe , Roberto F. Aguilera

Mixed and outdated natural gas price convergence results have caused confusion among analysts and strongly call for a comprehensive revision of the topic. The issue has been exacerbated with the recent rampant increase in LNG trade and the emergence of new gas spot trading hubs. Filling the gap, this study conducts growth convergence testing and clustering analysis on a panel comprised of four established gas price benchmarks and two emerging ones that expand up to the pre-Covid-19 period. The most significant finding is that no gas price convergence can be found outside Europe. This is despite the existence of episodes of partial convergence that are identified in the literature, and replicated and explained here. Importantly, the results strongly reject the postulate that increased LNG flows serve as a price-levelling arbitrage mechanism. Overall, these findings inform analysts, researchers and policymakers that they should be wary about taking convergence claims for granted.

混合和过时的天然气价格趋同结果引起了分析师的困惑,并强烈呼吁对该主题进行全面修订。随着近期液化天然气贸易的迅猛增长和新的天然气现货交易中心的出现,这一问题进一步加剧。为了填补这一空白,本研究对一个由四个既定天然气价格基准和两个新兴天然气价格基准组成的面板进行了增长收敛测试和聚类分析,这些基准扩展到covid -19之前的时期。最重要的发现是,欧洲以外没有天然气价格趋同。尽管存在部分收敛的情节,在文献中被确定,并复制和解释在这里。重要的是,结果强烈反对增加液化天然气流量作为价格均衡套利机制的假设。总的来说,这些发现告诉分析师、研究人员和政策制定者,他们应该警惕将趋同主张视为理所当然。
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引用次数: 0
How are climate risk shocks connected to agricultural markets? 气候风险冲击如何与农业市场联系起来?
IF 4.2 4区 经济学 Q1 BUSINESS, FINANCE Pub Date : 2023-10-20 DOI: 10.1016/j.jcomm.2023.100367
Kun Guo , Yichong Li , Yunhan Zhang , Qiang Ji , Wanli Zhao

In the climate-sensitive agricultural sector, product prices are particularly susceptible to climate risks. In this study, we constructed three novel climate risk perception indices—a climate policy uncertainty index, a climate physical risk index, and a climate concern index—using natural language processing and text mining to investigate their differential effects on bulk agricultural prices. The findings indicate that the responses of agricultural product prices to climate risk perceptions are more pronounced in the short term than in the long term. Moreover, the impacts of climate-related concerns and physical risks have stronger impacts than climate policy uncertainty. The dynamic analysis results also indicate that climate-related events have a great impact on investors and financial markets. Overall, the findings suggest that climate risk perceptions have become a significant factor in agricultural product price changes, which has important implications for policy regulators and market investors.

在气候敏感型农业部门,产品价格特别容易受到气候风险的影响。在这项研究中,我们构建了三个新的气候风险感知指数——气候政策不确定性指数、气候物理风险指数和气候关注指数,并使用自然语言处理和文本挖掘来研究它们对大宗农产品价格的差异影响。研究结果表明,农产品价格对气候风险认知的响应在短期内比在长期内更为明显。此外,气候相关问题和物理风险的影响比气候政策不确定性的影响更大。动态分析结果还表明,气候相关事件对投资者和金融市场的影响较大。总体而言,研究结果表明,气候风险认知已成为农产品价格变化的一个重要因素,这对政策监管机构和市场投资者具有重要意义。
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引用次数: 0
Commodity prices under the threat of operational disruptions: Labor strikes at copper mines 运营中断威胁下的大宗商品价格:铜矿工人罢工
IF 4.2 4区 经济学 Q1 BUSINESS, FINANCE Pub Date : 2023-10-17 DOI: 10.1016/j.jcomm.2023.100365
Viviana Fernandez , Boris Pastén-Henríquez , Pablo Tapia-Griñen , Rodrigo Wagner

The threat of short-term supply disruptions may matter for commodity prices, although their magnitude is hard to detect, for example due to anticipation, storage and to the relatively short duration of disruption events. This article explores global commodity returns for copper around labor strikes in Chile mines between 1910 and 2010. In the five days around strikes, copper display cumulative abnormal returns (CAR) close to 200 basis points (bps). Consistent with the threat of supply disruptions, the effect comes almost fully from strikes at larger mines (CAR≈ 500 bps). Moreover, the price-increasing effect of strikes is stronger when copper inventories are scarce, as measured by the interest-adjusted basis. Despite strikes being transitory events, we also find a mirroring appreciation of the USD/CLP commodity currency.

短期供应中断的威胁可能对商品价格产生影响,尽管由于预期、储存和中断事件持续时间相对较短等原因,其程度难以察觉。本文探讨了1910年至2010年智利矿山工人罢工前后铜的全球商品回报。在罢工前后的5天里,铜的累计异常收益率(CAR)接近200个基点。与供应中断的威胁一致,影响几乎完全来自大型矿山的罢工(CAR≈500 bps)。此外,按利率调整后的基准衡量,当铜库存不足时,罢工的涨价效应更强。尽管罢工是暂时的事件,但我们也发现了美元/人民币商品货币的镜像升值。
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引用次数: 0
Diversification benefits of commodities in portfolio allocation: A dynamic factor copula approach 投资组合配置中的商品多元化收益:一个动态因子联结方法
IF 4.2 4区 经济学 Q1 BUSINESS, FINANCE Pub Date : 2023-10-16 DOI: 10.1016/j.jcomm.2023.100363
Michael Gaete, Rodrigo Herrera

This study provides a thorough analysis of the dynamics of volatility and dependence among seven international equity and 20 commodity markets across different sectors, highlighting the hedging role played by the latter. We explain volatility using a specification that distinguishes between the short and long terms. At the same time, the dependence structure is modeled through a time-varying conditional factor copula model, which can be split into commodity sectors such that there is homogeneous dependence within each sector. The dynamic of both models is captured through a score-driven specification. Moreover, we solve the risk-averse portfolio selection to determine the existence of diversification benefits when constructing portfolios comprising commodities and stock markets. The main results of the study show that the dependence between the commodity and equity markets is variable over time. The best strategy in the minimum variance portfolio is obtained by incorporating a mix of commodities into the stock market portfolio, especially industrial metals. Furthermore, the factor copula approach is the best specification in terms of the Sharpe ratio independent of portfolio settings.

本研究对7个国际股票和20个不同行业的商品市场的波动性和依赖性的动态进行了全面分析,突出了后者所起的对冲作用。我们使用区分短期和长期的规范来解释波动性。同时,通过时变条件因子联结模型对依赖结构进行建模,该模型可划分为商品部门,使各部门之间存在同质依赖关系。这两个模型的动态是通过分数驱动的规范捕获的。此外,在构建由商品和股票市场组成的投资组合时,我们求解了风险厌恶型投资组合选择,以确定是否存在多样化收益。研究的主要结果表明,商品和股票市场之间的依赖关系随着时间的推移是可变的。最小方差投资组合的最佳策略是在股票市场投资组合中加入多种商品,特别是工业金属。此外,就独立于投资组合设置的夏普比率而言,因子联结方法是最佳规范。
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引用次数: 0
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Journal of Commodity Markets
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