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A New Star Is Born: Does the VIX1D Render Common Volatility Forecasting Models for the US Equity Market Obsolete? 一颗新星诞生:VIX1D是否使美国股市常见的波动率预测模型过时?
IF 2.3 4区 经济学 Q2 BUSINESS, FINANCE Pub Date : 2025-08-20 DOI: 10.1002/fut.70023
Stefan Albers

We examine the characteristics of Cboe's 1-day Volatility Index (VIX1D) and its predictive power regarding the next day's volatility of the S&P 500. Compared to the longer-term volatility indices of the VIX family, it is generally lower and more volatile, exhibits a weaker negative correlation with the S&P 500, and has a distinct intraday pattern with a daily upward trend. We show that the VIX1D overestimates the volatility of the S&P 500 and propose an easy-to-implement proxy to adjust for the inherent risk premium. Our results indicate that the adjusted VIX1D provides model-free, parsimonious, and easy-to-implement 1-day volatility forecasts for the S&P 500 that are even more precise than those of the HAR and HAR-VIX1D models. We conclude that the VIX1D seems to effectively capture the information embedded in the zero-day-to-expiration (0DTE) options and is a promising indicator for pinpointed risk assessment of the US stock market.

我们研究了芝加哥期权交易所1日波动率指数(VIX1D)的特征及其对标普500指数次日波动率的预测能力。与VIX家族的长期波动率指数相比,它通常更低,波动性更大,与标普500指数的负相关性较弱,日内模式明显,每日呈上升趋势。我们表明,VIX1D高估了标准普尔500指数的波动性,并提出了一个易于实施的代理来调整固有的风险溢价。我们的研究结果表明,调整后的VIX1D为标准普尔500指数提供了无模型、简洁且易于实施的1天波动率预测,甚至比HAR和HAR-VIX1D模型更精确。我们得出的结论是,VIX1D似乎有效地捕获了嵌入在零日到期日(0DTE)期权中的信息,并且是美国股市精确风险评估的有希望的指标。
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引用次数: 0
Overseas Impact of USDA Reports: Evidence From Chinese Soybean Complex Futures 美国农业部报告的海外影响:来自中国大豆期货的证据
IF 2.3 4区 经济学 Q2 BUSINESS, FINANCE Pub Date : 2025-08-19 DOI: 10.1002/fut.70031
Zhepeng Hu, Mindy Mallory

This study examines the impact of USDA reports on Chinese soybean complex futures using intraday price and volume data from January 2011 to April 2021. The results show that the strongest price and volume reactions occur immediately after the market opens. On average, price reactions dissipate within a few minutes, while increased trading volume can last up to an hour. Significant announcement effects are observed for all major USDA reports, but the World Agricultural Supply and Demand Estimates (WASDE) report has minimal impact when not released alongside other USDA reports. During the trade war period, USDA reports had reduced impact on soybean no. 1 and soybean oil futures but remained influential on soybean no. 2 and soybean meal futures. Moreover, there is no evidence that the informational value of the WASDE report on Chinese soybean complex futures declined following the introduction of the China Agricultural Supply and Demand Estimates (CASDE) report.

本研究使用2011年1月至2021年4月的日内价格和成交量数据,检验了美国农业部报告对中国大豆期货的影响。结果表明,最强烈的价格和成交量反应发生在市场开盘后。平均而言,价格反应在几分钟内消失,而增加的交易量可以持续长达一个小时。美国农业部所有主要报告都观察到重大的公告效应,但世界农业供需估计(WASDE)报告在没有与美国农业部其他报告一起发布时影响最小。在贸易战期间,美国农业部的报告减少了对大豆产量的影响。1号大豆期货和豆油期货,但对豆油期货仍有影响。2、豆粕期货。此外,没有证据表明WASDE报告的中国大豆综合期货的信息价值在中国农业供需估算(CASDE)报告推出后下降。
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引用次数: 0
Pricing Cryptocurrency Options With Volatility of Volatility 以波动性的波动性为加密货币期权定价
IF 2.3 4区 经济学 Q2 BUSINESS, FINANCE Pub Date : 2025-08-17 DOI: 10.1002/fut.70029
Lingshan Du, Ji Shen

We propose a novel option pricing model that explicitly incorporates volatility-of-volatility (VOV) dynamics and its associated risk premium. Our framework integrates realized variance and realized quarticity to capture latent VOV dynamics, addressing key challenges in cryptocurrency option pricing. Using Fourier inversion methods, we derive a closed-form pricing formula for European-style options. Empirical analysis with high-frequency cryptocurrency option data shows that our model improves pricing accuracy, reducing implied volatility errors by 8.55% compared to benchmark models. The model outperforms benchmarks across all moneyness levels, remains robust for both short- and long-maturity contracts, and maintains accuracy under high volatility. This study contributes to the literature by introducing a tractable and empirically validated approach to cryptocurrency option pricing through explicit VOV modeling.

我们提出了一种新的期权定价模型,明确地将波动率的波动率(VOV)动态及其相关的风险溢价纳入其中。我们的框架集成了已实现的方差和已实现的数量,以捕获潜在的VOV动态,解决加密货币期权定价中的关键挑战。利用傅里叶反演方法,推导出欧式期权的封闭式定价公式。高频加密货币期权数据的实证分析表明,与基准模型相比,我们的模型提高了定价准确性,将隐含波动率误差降低了8.55%。该模型在所有货币水平上都优于基准,在短期和长期合约中都保持稳健,并在高波动性下保持准确性。本研究通过显式VOV建模引入了一种易于处理且经过经验验证的加密货币期权定价方法,从而为文献做出了贡献。
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引用次数: 0
Climate Risks in Main Producing Areas and Realized Volatility in Agricultural Futures: Machine Learning Methods Based on High-Frequency Data 主产区气候风险与农业期货实现波动:基于高频数据的机器学习方法
IF 2.3 4区 经济学 Q2 BUSINESS, FINANCE Pub Date : 2025-08-17 DOI: 10.1002/fut.70027
Xiaoming Zhang, Rongkun Zhang, Chien-Chiang Lee

This paper uses high-frequency data of agricultural futures trading prices in the Chicago Mercantile Exchange, totaling about 1.2 million pieces of data, to conduct a study of climate risk and realized volatility based on machine learning methods. We carry out the following studies: first, we find that the nonlinear machine learning method has better applicability to the extended model of heterogeneous autoregressive model with the realized volatility model. Second, by analyzing the importance of the factors in the forecasting model, we find that compared with the global climate risk factor and most of the macroeconomic fundamentals, the climate risk factor of the main agricultural production region constructed in this paper contributes more to the forecasting of realized volatility. Third, based on the Shapley Additive exPlanations value analysis of the predictors, this paper examines the directional impact of climate risk factors and macroeconomic fundamentals on agricultural commodity volatility.

本文利用芝加哥商品交易所农业期货交易价格的高频数据,总计约120万条数据,基于机器学习方法对气候风险和已实现波动率进行研究。我们进行了以下研究:首先,我们发现非线性机器学习方法对具有实现波动率模型的异构自回归模型的扩展模型具有更好的适用性。其次,通过分析预测模型中各因子的重要性,我们发现与全球气候风险因子和大多数宏观经济基本面相比,本文构建的农业主产区气候风险因子对预测实现波动率的贡献更大。第三,基于预测因子的Shapley加性解释值分析,考察了气候风险因素和宏观经济基本面对农产品波动的方向性影响。
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引用次数: 0
Liquidity and Price Informativeness of Options: Evidence From Extended Trading Hours 期权的流动性和价格信息:来自延长交易时间的证据
IF 2.3 4区 经济学 Q2 BUSINESS, FINANCE Pub Date : 2025-08-11 DOI: 10.1002/fut.70026
Liangyi Mu, Arie E. Gozluklu

This paper explores the trading dynamics of the options market during extended trading hours (ETHs). During ETH, the options market is characterized by low liquidity and decreased trading activities, yet there is an increased likelihood of informed trading. The introduction of ETH improves overall market liquidity on the following trading day, as reflected by a reduction in the quoted and effective bid–ask spreads, for both index options and their underlying constituents. The improvement of liquidity is due to the timely incorporation of overnight news into option prices during ETH. Moreover, option prices during ETH are informative for the index level and realized volatility in the subsequent regular trading hours.

本文探讨了期权市场在延长交易时间(eth)期间的交易动态。在ETH期间,期权市场的特点是流动性低,交易活动减少,但知情交易的可能性增加。ETH的引入改善了下一个交易日的整体市场流动性,这反映在指数期权及其基础成分的报价和有效买卖价差的减少上。流动性的改善是由于在ETH期间及时将隔夜新闻纳入期权价格。此外,ETH期间的期权价格对随后正常交易时间的指数水平和实现波动率具有信息性。
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引用次数: 0
Futures Turnover Waves 期货成交波动
IF 2.3 4区 经济学 Q2 BUSINESS, FINANCE Pub Date : 2025-08-11 DOI: 10.1002/fut.70021
Ekaterina E. Emm, Gerald D. Gay, Han Ma, Honglin Ren

Using trade information over the 1993–2023 period from essentially the universe of futures exchanges spanning Asia, Europe, Latin America, and North America, we identify and examine periods of clustering or correlated occurrence of unexpected spikes in futures contract turnover, which we refer to as “turnover waves.” We investigate their frequency, distributional characteristics, and determinants along with the extent of their common occurrence both within and across various asset classes and geographic regions. We find that turnover waves are most frequently observed and are of the longest duration in Asia and in the energy asset class. We further find evidence of the common occurrence of waves across asset classes, notably within Asia, Europe, and Latin America. Across geographic regions, we find that concurrence is highest in the interest rate asset class. Finally, the initiation of waves is associated with increases in market policy uncertainty and asset class-level volatility.

利用1993年至2023年期间来自亚洲、欧洲、拉丁美洲和北美期货交易所的交易信息,我们确定并检查了期货合约周转率意外飙升的聚集期或相关发生期,我们称之为“周转率波”。我们调查了它们的频率、分布特征和决定因素,以及它们在各种资产类别和地理区域内和跨区域内常见发生的程度。我们发现,在亚洲和能源资产类别中,周转波动最频繁,持续时间最长。我们进一步发现了资产类别之间普遍存在波动的证据,特别是在亚洲、欧洲和拉丁美洲。在各个地理区域,我们发现利率资产类别的并发性最高。最后,波动的启动与市场政策不确定性和资产类别水平波动的增加有关。
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引用次数: 0
Journal of Futures Markets: Volume 45, Number 9, September 2025 期货市场杂志:第45卷,第9期,2025年9月
IF 2.3 4区 经济学 Q2 BUSINESS, FINANCE Pub Date : 2025-08-10 DOI: 10.1002/fut.22525
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引用次数: 0
Tighter Bounds for Implied Volatility With the Dirac Delta Family Method 用Dirac Delta族方法求解隐含波动率的更紧边界
IF 2.3 4区 经济学 Q2 BUSINESS, FINANCE Pub Date : 2025-08-06 DOI: 10.1002/fut.70024
Zhenyu Cui, Yanchu Liu, Yuhang Yao

Over decades, accurate computation of the Black–Scholes implied volatility (IV) is crucial yet still challenging for quantitative finance researchers and practitioners. In this paper, we propose a novel and robust algorithm to compute model-free bounds of IV based on the Dirac delta family method. Numerical experiments demonstrate that these bounds are tighter than representative ones in the literature. Further combined with the Householder method, our bounds can be applied universally to all parameter regimes with higher accuracy than the alternative methods in the literature. Our method is also extended to accurately calculate IV sensitivities and the equivalent local volatility function when the underlying asset follows a stochastic volatility model.

几十年来,准确计算布莱克-斯科尔斯隐含波动率(IV)对定量金融研究者和从业者来说至关重要,但仍然具有挑战性。在本文中,我们提出了一种基于狄拉克δ族方法的新的鲁棒算法来计算IV的无模型界。数值实验表明,这些边界比文献中的代表性边界更严格。进一步结合Householder方法,我们的边界可以普遍应用于所有参数范围,比文献中的替代方法具有更高的精度。本文的方法还扩展到当标的资产遵循随机波动率模型时,准确计算IV灵敏度和等效局部波动率函数。
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引用次数: 0
Factor Momentum in Commodity Futures Markets 商品期货市场的因素动量
IF 2.3 4区 经济学 Q2 BUSINESS, FINANCE Pub Date : 2025-08-06 DOI: 10.1002/fut.70022
Yiyan Qian, Ying Jiang, Xiaoquan Liu

This paper examines the factor momentum in commodity futures markets. Based on the US and UK data from 1985 to 2022, we first show that a commodity factor's past returns positively predict its future returns. This predictability is at its strongest over the 1-month horizon, and could be explained by mispricing. The factor momentum suggests mean-variance inefficient commodity factors and negatively impacts the efficiency of pricing models. We then construct the time-series efficient factors, which exhibit higher Sharpe ratios and improve the performance of pricing models. These findings are robust across international commodity futures markets, but the transaction costs erode the economic gains of factor momentum and efficient factor strategies due to high portfolio turnover. Overall, our results point to the potential to time commodity factors and highlight the importance of conditional asset pricing in commodity futures markets.

本文考察了商品期货市场的因素动量。基于1985年至2022年美国和英国的数据,我们首先证明了一种大宗商品要素的过去回报正预测其未来回报。这种可预测性在1个月内最为明显,这可以用错误定价来解释。因子动量表明均方差无效的商品因子对定价模型的效率有负向影响。然后,我们构建了时间序列有效因子,它表现出更高的夏普比率,并改善了定价模型的性能。这些发现在国际商品期货市场上都是强有力的,但由于投资组合的高周转率,交易成本侵蚀了要素动量和有效要素策略的经济收益。总体而言,我们的研究结果指出了商品因素的潜在时间,并强调了商品期货市场中条件资产定价的重要性。
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引用次数: 0
Trading Games: Beating Passive Strategies in the Bullish Crypto Market 交易游戏:在看涨的加密市场中击败被动策略
IF 2.3 4区 经济学 Q2 BUSINESS, FINANCE Pub Date : 2025-08-05 DOI: 10.1002/fut.70018
Rafael Baptista Palazzi

This study examines the effectiveness of cointegrated pairs trading in cryptocurrency markets, introducing systematic parameter optimization within the trading framework. The analysis is conducted using a dataset comprising ten major cryptocurrencies, selected based on market capitalization and consensus mechanism, spanning the period from January 2019 to May 2024. The methodology incorporates dynamic risk management through adaptive trailing stop-loss and volatility filtering mechanisms. Empirical results demonstrate that the pairs trading strategy consistently outperforms conventional pairs trading and passive approaches, generating significant risk-adjusted excess returns, while maintaining low market exposure. These findings contribute to the literature on empirical finance and provide valuable insights into alternative investment strategies for emerging digital asset markets.

本研究考察了协整货币对交易在加密货币市场中的有效性,在交易框架内引入了系统参数优化。该分析使用了一个包含十种主要加密货币的数据集进行,这些加密货币是根据市值和共识机制选择的,时间跨度为2019年1月至2024年5月。该方法通过自适应跟踪止损和波动过滤机制结合了动态风险管理。实证结果表明,货币对交易策略始终优于传统货币对交易和被动交易策略,在保持低市场敞口的同时,产生显著的风险调整超额回报。这些发现有助于实证金融方面的文献,并为新兴数字资产市场的另类投资策略提供了有价值的见解。
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引用次数: 0
期刊
Journal of Futures Markets
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