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The Role of Policy on Commodity Markets: From the Perspective of Narrative News Based on NLP 政策对商品市场的作用:基于NLP的叙事新闻视角
IF 2.3 4区 经济学 Q2 BUSINESS, FINANCE Pub Date : 2025-08-05 DOI: 10.1002/fut.70017
Libo Yin, Jier Zhang, Hong Cao, Ying Li

Using a cutting-edge natural language processing method, this study constructs the China narrative policy index (CNPI) to capture policy content, drawing on 10 authoritative government reports and official media sources and incorporating expert input to enhance thematic precision and relevance. On this basis, the study employs a ripple-spreading network model to examine CNPI's impact on global commodity futures markets, revealing China's position in policy-driven spillovers across both temporal and spatial dimensions. Through case analyses of the supply-side reform and four sub-policy themes, we validate CNPI's effectiveness in capturing policy content and highlight China's influence as a global policy transmitter.

本研究采用尖端的自然语言处理方法,构建中国叙事政策指数(CNPI)来捕捉政策内容,并借鉴10份权威政府报告和官方媒体来源,并纳入专家意见,以提高主题的准确性和相关性。在此基础上,运用涟漪网络模型考察CNPI对全球商品期货市场的影响,从时间和空间两个维度揭示中国在政策驱动溢出中的地位。通过对供给侧改革和四个子政策主题的案例分析,我们验证了CNPI在捕捉政策内容方面的有效性,并突出了中国作为全球政策传播者的影响力。
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引用次数: 0
Lottery Preference and Skewness Risk Premium: Evidence From the Chinese Market 彩票偏好与偏度风险溢价:来自中国市场的证据
IF 2.3 4区 经济学 Q2 BUSINESS, FINANCE Pub Date : 2025-07-30 DOI: 10.1002/fut.70012
Xianjing Zhou, Tai-Yong Roh, Yahua Xu

This study investigates the pricing of skewness risk in cross-sectional returns in the Chinese stock market, considering the substantial presence of retail investors and their potential lottery-related preferences. We decompose the total implied skewness, derived from the Shanghai Stock Exchange 50 exchange-traded fund options, into upper and lower components. Our findings reveal that the upper implied skewness carries a significantly negative price, whereas the lower implied skewness is positively but only weakly priced. The opposite predictability resolves the pricing puzzle associated with total implied skewness, which exhibits negligible cross-sectional predictability. The negative premium associated with upper skewness is attributed to retail investors' lottery preferences, as stocks exposed to higher upper skewness risk tend to perform well during right-tail market events. This behavioral interpretation is further supported by evidence showing that the negative premium on upper implied skewness is most pronounced during high-sentiment periods, even after controlling for standard risk factors.

考虑到散户投资者的大量存在及其潜在的彩票相关偏好,本研究探讨了中国股票市场横截面回报中偏度风险的定价。我们将上海证券交易所50个交易所买卖基金期权的总隐含偏度分解为上下分量。我们的研究结果表明,上隐含偏度携带一个显着的负价格,而下隐含偏度是积极的,但只是弱定价。相反的可预测性解决了与总隐含偏度相关的定价难题,它表现出可忽略不计的横截面可预测性。与上偏度相关的负溢价归因于散户投资者的彩票偏好,因为暴露于较高上偏度风险的股票往往在右尾市场事件中表现良好。这种行为解释进一步得到了证据的支持,证据表明,即使在控制了标准风险因素之后,在情绪高涨的时期,上隐含偏度的负溢价最为明显。
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引用次数: 0
Do Corn Options Update Volatility Expectations in the Wake of USDA Reports? 美国农业部报告公布后,玉米期权是否更新波动率预期?
IF 2.3 4区 经济学 Q2 BUSINESS, FINANCE Pub Date : 2025-07-29 DOI: 10.1002/fut.70020
Yao Yang, Andrew McKenzie

This paper investigates the information value of U.S. Department of Agriculture (USDA) crop reports in terms of their impact on rational agents' expectations of future realized price volatility. While it is well known that uncertainty—proxied by options market implied volatility—is reduced in the wake of USDA reports, this is the first study to examine whether the information contained in USDA reports impacts market agents' ex ante expectations of realized volatility (RV). We use a Hamilton-type approach to reveal how August crop reports refine volatility expectations, and movements in RV in the post report period mirror these expectations. Importantly, in the wake of the USDA report releases, corn options partially reflect updates in volatility expectations. These updates are not instantaneous, highlighting potential short-term pricing misalignments over the first 2 days following the report release.

本文考察了美国农业部(USDA)作物报告的信息价值对理性主体对未来已实现价格波动预期的影响。虽然众所周知,不确定性——由期权市场隐含波动率所代表——在美国农业部报告之后减少,但这是第一次研究美国农业部报告中包含的信息是否影响市场代理人对已实现波动率(RV)的事前预期。我们使用汉密尔顿式方法来揭示8月份作物报告是如何细化波动性预期的,报告后时期RV的变动反映了这些预期。重要的是,在美国农业部报告发布后,玉米期权部分反映了波动性预期的更新。这些更新不是即时的,在报告发布后的头两天内,突出了潜在的短期定价失调。
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引用次数: 0
Illuminating the Pricing Kernels: Short-Term and Long-Term Index Option Returns 阐明定价核心:短期和长期指数期权收益
IF 2.3 4区 经济学 Q2 BUSINESS, FINANCE Pub Date : 2025-07-22 DOI: 10.1002/fut.70016
Bingxin Li, Fangzheng Ou

The shape of the pricing kernel has important implications for expected option returns. We shed light on the pricing kernel puzzle (i.e., mixed results regarding the shape of the pricing kernel) by examining S&P 500 index option returns and empirical pricing kernels across a wide range of expiration dates (from 1 month to 1 year). We document that at short (long) maturities, out-of-the-money call option returns are negative (positive) and decrease (increase) with the strike price. At short maturities, empirical pricing kernels predominantly exhibit a W-shape, while this pattern becomes less pronounced, evolving toward a monotonically decreasing curve at longer maturities. Our study suggests that the shape of pricing kernels and call option returns varies with option maturities, reflecting investors' heterogeneous beliefs about index returns across different time horizons.

定价核的形状对期权的预期收益有重要的影响。我们通过检查标准普尔500指数期权回报和经验定价核,在一个广泛的到期日范围内(从1个月到1年),阐明了定价核之谜(即,关于定价核形状的混合结果)。我们证明,在短期(长期)到期日,价外看涨期权的回报是负的(正的)和减少(增加)的执行价格。在短期期限内,经验定价核心主要表现为w形,而这种模式变得不那么明显,在较长期限内演变为单调递减曲线。我们的研究表明,定价内核和看涨期权收益的形状随期权期限而变化,反映了投资者对不同时间范围内指数收益的异质信念。
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引用次数: 0
Geopolitical Risk and the Volatility of the International Grain Futures Market 地缘政治风险与国际粮食期货市场波动
IF 2.3 4区 经济学 Q2 BUSINESS, FINANCE Pub Date : 2025-07-22 DOI: 10.1002/fut.70013
Yun-Shi Dai, Peng-Fei Dai, Wei-Xing Zhou

The current international landscape is turbulent and unstable, with geopolitical risk having emerged as a significant threat. Focusing on the grain futures market, this paper builds different geopolitical risk measures by random matrix theory and constructs GJR-GARCH-MIDAS models to investigate the impact of geopolitical risk on grain market volatility. The findings indicate that rolling-window modeling performs better in describing the overall volatility of wheat, corn, soybean, and rice markets, and two-factor models generally exhibit stronger explanatory power in most cases. Short-term volatility demonstrates obvious volatility clustering and high volatility persistence, without significant asymmetry. Additionally, realized volatility of wheat, corn, and soybean significantly exacerbates their long-run volatility, while geopolitical risks of different dimensions show varying directions and degrees of effects in explaining long-term volatility of the four submarkets. This study offers valuable insights into grain market volatility and geopolitical risk, contributing to agricultural futures investment and global food security.

当前国际形势动荡不稳定,地缘政治风险突出。本文以粮食期货市场为研究对象,运用随机矩阵理论构建不同地缘政治风险测度,并构建gj - garch - midas模型,研究地缘政治风险对粮食市场波动的影响。研究结果表明,滚动窗模型在描述小麦、玉米、大豆和大米市场的整体波动方面表现得更好,双因素模型在大多数情况下普遍表现出更强的解释力。短期波动具有明显的波动聚类和高波动持续性,不存在显著的不对称性。小麦、玉米和大豆的实际波动率显著加剧了其长期波动率,而不同维度的地缘政治风险对四个子市场长期波动率的影响方向和程度不同。本研究对粮食市场波动和地缘政治风险提供了有价值的见解,有助于农业期货投资和全球粮食安全。
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引用次数: 0
News Sentiment and Commodity Futures Investing 新闻情绪和商品期货投资
IF 2.3 4区 经济学 Q2 BUSINESS, FINANCE Pub Date : 2025-07-21 DOI: 10.1002/fut.70019
Chi Yeguang, Lina El-Jahel, Thanh Vu

We investigate the role of media news sentiment in commodity futures investing. The weekly rebalanced long-short portfolio sorted by news sentiment generates a significant average annualized return of around 8.3% after transaction costs. The time-series spanning test reveals that the abnormal return of the long-short portfolio sorted by news sentiment is statistically significant at above 7% even after controlling for various benchmark factors. The premium of the news sentiment factor is also significantly priced at above 8% in the cross-section of commodity futures returns. Furthermore, we show that news sentiment enhances the performance of commodity futures investment portfolios.

我们研究了媒体新闻情绪在商品期货投资中的作用。按新闻情绪排序的每周重新平衡的多空投资组合扣除交易成本后的平均年化回报率约为8.3%。时间序列跨越检验表明,即使在控制各种基准因素后,以新闻情绪排序的多空组合的异常收益率在7%以上也具有统计学意义。在商品期货收益横截面上,新闻情绪因素的溢价也显著定价在8%以上。此外,我们发现新闻情绪提高了商品期货投资组合的表现。
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引用次数: 0
Informed Option Trading of Target Firms' Rivals Prior to M&A Announcements 并购公告前目标公司竞争对手的知情期权交易
IF 2.3 4区 经济学 Q2 BUSINESS, FINANCE Pub Date : 2025-07-21 DOI: 10.1002/fut.70011
Mingzhi Du, Jimmy E. Hilliard

Utilizing a sample of 1899 M&A events from 1996 to 2020, we observe positive and significant abnormal trading volumes in the option market of target firms' rivals, particularly in out-the-money options. Our analysis further explores the underlying reasons for these patterns based on two major theories from existing literature: the acquisition probability theory, which suggests that rivals of target firms experience abnormal returns due to the increased likelihood of future acquisitions, and the collusion theory, which asserts that horizontal mergers lead to enhanced market power and, consequently, abnormal returns for rivals. Our findings support the acquisition probability theory.

利用1996年至2020年1899年并购事件的样本,我们观察到目标公司竞争对手的期权市场正且显著的异常交易量,特别是在价外期权。我们的分析基于现有文献中的两种主要理论:收购概率理论(认为目标公司的竞争对手由于未来收购的可能性增加而获得异常回报)和共谋理论(认为横向合并会增强市场力量,从而导致竞争对手获得异常回报),进一步探讨了这些模式的潜在原因。我们的发现支持了习得概率理论。
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引用次数: 0
Cross-Sectoral Crash Risk and Expected Commodity Futures Returns 跨部门崩盘风险和预期商品期货收益
IF 2.3 4区 经济学 Q2 BUSINESS, FINANCE Pub Date : 2025-07-20 DOI: 10.1002/fut.70007
Ying Jiang, Xiaoquan Liu, Zhenyu Lu

This study examines the pricing of equity cross-sectoral crash (CSC) risk in the cross section of commodity futures returns. Theoretically, commodity futures with higher exposure to the CSC risk are expected to offer lower subsequent returns as they hedge against the CSC risk. We first construct a CSC risk measure by averaging the pairwise left-tail dependence across 17 sectors in the US market, which allows us to better capture granular sector-level shocks often washed out at the aggregate level. We find that the return spread between commodity futures with the lowest and highest loading of the CSC risk is 1.04% per month and significant at the 1% level. This result can be rationalized as shocks to the CSC risk precede impaired economic activities in the future. Overall, our paper sheds light on the pricing of commodity futures with a novel stock market crash risk factor.

本研究检视商品期货收益横截面中股票跨部门崩盘(CSC)风险的定价。理论上,由于对冲了CSC风险,受CSC风险影响较大的商品期货预计会提供较低的后续回报。我们首先通过平均美国市场17个行业的成对左尾依赖性来构建CSC风险度量,这使我们能够更好地捕捉经常在总体水平上被冲走的颗粒级行业级冲击。我们发现,CSC风险最低和最高负荷的商品期货之间的收益率差为1.04% /月,在1%水平下显著。这一结果可以合理化,因为对CSC风险的冲击先于未来受损的经济活动。总的来说,我们的论文揭示了商品期货的定价与一个新的股票市场崩溃的风险因素。
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引用次数: 0
Unveiling Bidirectional Forecasting Between Volatility of VIX and Stock Market: Insights From Asymmetric Jumps and Cojumps 揭示波动率指数与股票市场的双向预测:来自非对称跳跃和协跳的启示
IF 2.3 4区 经济学 Q2 BUSINESS, FINANCE Pub Date : 2025-07-20 DOI: 10.1002/fut.70015
Gongyue Jiang, Gaoxiu Qiao, Chao Liang

This study explores the bidirectional forecasting between the realized volatility of VIX and S&P 500 index, especially the impact of asymmetric jumps and cojumps. Empirical results show that stock market jumps contain positive content for predicting the realized volatility of VIX while jumps contained in VIX can also improve predictive power for the realized volatility of the stock market. The positive and negative jumps of stock market and VIX have different asymmetric effects on realized volatility forecasts. Specifically, the negative jumps of stock index performs better whereas the positive jumps of VIX have stronger forecasting power, and each contains incremental information about the volatility prediction of the other party. Moreover, the cojumps enhance the forecasting ability, especially for the realized volatility prediction of VIX.

本研究探讨了VIX指数与标普500指数实现波动率的双向预测,特别是非对称跳跃和共跳的影响。实证结果表明,股票市场的跳跃对预测VIX的已实现波动率具有积极的内容,而VIX所包含的跳跃也能提高对股票市场已实现波动率的预测能力。股票市场和波动率指数的正负跳变对已实现波动率预测具有不同的不对称效应。具体而言,股指的负跳表现更好,而VIX的正跳具有更强的预测能力,并且每一个都包含了对对方波动率预测的增量信息。此外,协跳提高了预测能力,特别是对VIX的已实现波动率的预测。
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引用次数: 0
Forecasting Chinese Stock Market Volatility With Intraday and Overnight Volatility Components of INE Oil Futures 利用INE原油期货的日内和隔夜波动分量预测中国股市波动
IF 2.3 4区 经济学 Q2 BUSINESS, FINANCE Pub Date : 2025-07-20 DOI: 10.1002/fut.70008
Qihao Chen, Zhuo Huang

This paper investigates the role of different volatility components of the Shanghai International Energy Exchange (INE) oil futures, including intraday, overnight, and the first half-hour components, in forecasting Chinese stock market volatility. Using 5-min realized volatility (RV) as realized volatility measure (RM), the log-HAR models are applied to generate one-step-ahead forecasts for three Chinese stock indices (CSI 300, SHSE and SZSE). Our out-of-sample results show that the model extended with 5-min RV of INE oil futures does not generate more accurate volatility forecasts than the baseline log-HAR model. However, the overnight volatility of INE oil futures significantly improves forecasting accuracy. Our results are robust across different estimation schemes, estimation windows, out-of-sample periods, and evaluation methods. Additionally, using Bi-Power Variation (BPV) as an alternative RM yields consistent results. Overall, the results highlight the importance of incorporating the overnight volatility component of INE oil futures in forecasting Chinese stock market volatility.

本文研究了上海国际能源交易所(INE)石油期货的不同波动分量,包括日内、隔夜和前半小时的波动分量,在预测中国股市波动中的作用。采用5分钟已实现波动率(RV)作为已实现波动率度量(RM),运用对数- har模型对沪深300、深证和深证三个中国股指进行一步预测。我们的样本外结果表明,与基线log-HAR模型相比,扩展了5分钟RV的INE石油期货模型并没有产生更准确的波动率预测。然而,INE原油期货的隔夜波动率显著提高了预测的准确性。我们的结果在不同的估计方案、估计窗口、样本外周期和评估方法中都是稳健的。此外,使用双功率变化(BPV)作为替代RM产生一致的结果。总体而言,研究结果突出了将INE石油期货隔夜波动率纳入预测中国股市波动率的重要性。
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引用次数: 0
期刊
Journal of Futures Markets
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