Quantitative Models and Construction Methods 1. Model Name: Commodity Term Structure Simulation Portfolio - **Model Construction Idea**: This is a long-short strategy that dynamically holds long positions in commodities with high roll yields and short positions in commodities with low roll yields. The strategy aims to capture the term structure premium in commodity markets while reducing dependency on single market trends[33][35][34]. - **Model Construction Process**: 1. **Roll Yield Factor**: The roll yield is calculated to measure the contango or backwardation state of a commodity. 2. **Dynamic Positioning**: Commodities with high roll yields are dynamically allocated long positions, while those with low roll yields are allocated short positions. 3. **Portfolio Balancing**: The portfolio is rebalanced periodically to maintain the desired exposure to the roll yield factor[35][38]. - **Model Evaluation**: The strategy demonstrates flexibility in adapting to market risks and provides stable returns even in weak market trends[34]. 2. Model Name: Commodity Time-Series Momentum Simulation Portfolio - **Model Construction Idea**: This strategy captures medium- to long-term trends in commodity prices using multiple technical indicators. It dynamically allocates long positions to upward-trending assets and short positions to downward-trending assets[33][35]. - **Model Construction Process**: 1. **Trend Indicators**: Technical indicators such as moving averages and momentum are used to identify price trends. 2. **Dynamic Positioning**: Commodities with upward trends are allocated long positions, while those with downward trends are allocated short positions. 3. **Portfolio Rebalancing**: Positions are adjusted periodically based on updated trend signals[35][45]. - **Model Evaluation**: The strategy effectively tracks price trends but may underperform in volatile or trendless markets[45]. 3. Model Name: Commodity Cross-Sectional Inventory Simulation Portfolio - **Model Construction Idea**: This strategy uses inventory data to capture fundamental changes in commodity markets. Commodities with declining inventories are allocated long positions, while those with increasing inventories are allocated short positions[33][35]. - **Model Construction Process**: 1. **Inventory Factor**: Changes in inventory levels are calculated to assess supply-demand dynamics. 2. **Dynamic Positioning**: Commodities with declining inventories are dynamically allocated long positions, while those with increasing inventories are allocated short positions. 3. **Portfolio Rebalancing**: Positions are adjusted periodically based on updated inventory data[35][49]. - **Model Evaluation**: The strategy is effective in capturing fundamental supply-demand imbalances but may be sensitive to data accuracy and reporting delays[49]. --- Model Backtesting Results 1. Commodity Term Structure Simulation Portfolio - **Annualized Return**: 3.03% (YTD 2025)[33][38] - **Annualized Volatility**: Not explicitly mentioned - **Maximum Drawdown**: Not explicitly mentioned - **Sharpe Ratio**: Not explicitly mentioned - **Calmar Ratio**: Not explicitly mentioned 2. Commodity Time-Series Momentum Simulation Portfolio - **Annualized Return**: -1.33% (YTD 2025)[45] - **Annualized Volatility**: Not explicitly mentioned - **Maximum Drawdown**: Not explicitly mentioned - **Sharpe Ratio**: Not explicitly mentioned - **Calmar Ratio**: Not explicitly mentioned 3. Commodity Cross-Sectional Inventory Simulation Portfolio - **Annualized Return**: 2.88% (YTD 2025)[49] - **Annualized Volatility**: Not explicitly mentioned - **Maximum Drawdown**: Not explicitly mentioned - **Sharpe Ratio**: Not explicitly mentioned - **Calmar Ratio**: Not explicitly mentioned --- Quantitative Factors and Construction Methods 1. Factor Name: Roll Yield Factor - **Factor Construction Idea**: Measures the contango or backwardation state of a commodity to capture the term structure premium[35]. - **Factor Construction Process**: 1. Calculate the roll yield as the difference between the spot price and the futures price. 2. Normalize the roll yield across commodities to ensure comparability. 3. Rank commodities based on their roll yields and allocate positions accordingly[35]. 2. Factor Name: Trend Factor - **Factor Construction Idea**: Captures medium- to long-term price trends using technical indicators[35]. - **Factor Construction Process**: 1. Use moving averages, momentum, and other technical indicators to identify trends. 2. Normalize trend signals across commodities to ensure comparability. 3. Rank commodities based on their trend strength and allocate positions accordingly[35]. 3. Factor Name: Inventory Factor - **Factor Construction Idea**: Measures changes in inventory levels to capture supply-demand imbalances[35]. - **Factor Construction Process**: 1. Calculate the percentage change in inventory levels over a specified period. 2. Normalize inventory changes across commodities to ensure comparability. 3. Rank commodities based on their inventory changes and allocate positions accordingly[35]. --- Factor Backtesting Results 1. Roll Yield Factor - **Annualized Return**: Not explicitly mentioned - **Annualized Volatility**: Not explicitly mentioned - **Maximum Drawdown**: Not explicitly mentioned - **Sharpe Ratio**: Not explicitly mentioned - **Calmar Ratio**: Not explicitly mentioned 2. Trend Factor - **Annualized Return**: Not explicitly mentioned - **Annualized Volatility**: Not explicitly mentioned - **Maximum Drawdown**: Not explicitly mentioned - **Sharpe Ratio**: Not explicitly mentioned - **Calmar Ratio**: Not explicitly mentioned 3. Inventory Factor - **Annualized Return**: Not explicitly mentioned - **Annualized Volatility**: Not explicitly mentioned - **Maximum Drawdown**: Not explicitly mentioned - **Sharpe Ratio**: Not explicitly mentioned - **Calmar Ratio**: Not explicitly mentioned

行 业 研 究 研 究 所 晨 会 观 点 投资咨询业务资格： 证监许可[2011]1771号 分[析Ta师ble_Report] 精 萃 从业资格证号：F0256916 投资咨询证号：Z0000671 电话：021-80128600-8632 邮箱：jialj@qh168.com.cn 明道雨 从业资格证号：F03092124 投资咨询证号：Z0018827 电话：021-80128600-8631 邮箱：mingdy@qh168.com.cn 刘慧峰 从业资格证号：F3033924 投资咨询证号：Z0013026 电话：021-80128600-8621 邮箱：Liuhf@qh168.com.cn 刘兵 从业资格证号：F03091165 投资咨询证号：Z0019876 联系电话：021-80128600-8630 邮箱：liub@qh168.com.cn 从业资格证号：F03089928 投资咨询证号：Z0019740 电话：021-80128600-8622 邮箱：wangyil@qh168.com.cn 冯冰 投资咨询证号：Z0016121 电话：021-80128600-8616 邮箱：fengb@ ...

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| | | 日度策略参考 | | | --- | --- | --- | --- | | 行业板块 | 品神 | 趋势研判 | 逻辑观点精粹及策略参考 | | | 股指 | 周济 | 4月以来,在国家政策、中央汇金资金的托底作用下,股指已收复 4月2日关税冲击形成的技术缺口,当前追涨风险收益比不高。持 | | | | | 有的多头可考虑冲高减仓。 | | | 国债 | 黑汤 | 资产荒和弱经济利好债期,但短期央行提示利率风险,压制上涨 | | 宏观金融 | | | 空间。 | | | 真金 | 農汤 | 短期市场风险偏好回暖,金价或进入盘整;但中长期上涨逻辑尚 未改变。 | | | | | 整体跟随黄金,但关税超预期结果将利好白银商品属性,因此短 | | | 日银 | 震荡 | 期银价韧性或强于黄金。 | | | 同G座 | 農汤 | 中美贸易谈判结果超预期,短期市场情绪有所好转,但铜价已明 | | | | | 显回升，价格或震荡运行。 | | | | 着% | 电解铝自身产业面无明显矛盾,在中美贸易谈判结果超预期情况 铝价延续反弹走势。 | | | 氧化铝 | 看头 | 铝土矿及氧化铝供应扰动有所提升,氧化 ...

所长 早读 国泰君安期货 2025-05-14 期 请务必阅读正文之后的免责条款部分 1 期货研究 期货研究 2025-05-14 所长 早读 今 日 发 现 美国 4 月通胀数据平稳，或是通胀风暴前的平静 观点分享： 5 月 13 日周二，美国劳工统计局公布 4 月 CPI 数据，CPI 同比增长 2.3%，预期 2.4%， 前值 2.4%；CPI 环比增长 0.2%，预期 0.3%，前值-0.4%；核心 CPI 同比增长 2.8%，为自 2021 年春季通胀爆发以来的最低速度；预期 2.8%，前值 2.8%；核心 CPI 环比上涨 0.2%， 预期 0.3% ，前值 0.1%。所谓的"超级核心 CPI"（服务业除住房外）同比跌至 3.01%，为 2021 年 12 月以来的最低水平。众所周知，4 月以来，特朗普开始了过山车般的关税政策， 然而通胀数据依然保持稳定，一种合理的解释是：大部分市场主体以观望和消化库存为首要 策略，而不是因关税而调整价格。但库存总有耗尽的时候，价格该调整还是得调整，4 月的 平静大概率如台风登录前一日的风和日丽，只是大风大雨到来的前奏。尽管特朗普已经在社 交媒体上表达"美联储必须 ...

行业 豆粕 日期 2025 年 5 月 14 日 021-60635732 yulanlan@ccb.ccbfutures.com 期货从业资格号：F0301101 021-60635740 linzhenlei@ccb.ccbfutures.co m期货从业资格号：F3055047 021-60635727 wanghaifeng@ccb.ccbfutures.c om期货从业资格号：F0230741 021-60635572 hongchenliang@ccb.ccbfutures .com 期货从业资格号：F3076808 021-60635570 liuyouran@ccb.ccbfutures.com 期货从业资格号：F03094925 农产品研究团队 研究员：余兰兰 研究员：林贞磊 研究员：王海峰 研究员：洪辰亮 研究员：刘悠然 请阅读正文后的声明 ＃summary＃ 每日报告 | 表1：行情回顾 | | | | | | | | | | | | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | | 合约 | 前结算价 ...

集运指数 商品期货： 有色金属： 广发早知道-汇总版 投资咨询业务资格： 广发期货研究所 电 话：020-88830760 E-Mail：zhaoliang@gf.com.cn 目录： 金融衍生品： 金融期货： 股指期货、国债期货 贵金属： 黄金、白银 橡胶、玻璃纯碱、工业硅、多晶硅 2025 年 5 月 9 日星期五 证监许可【2011】1292 号 组长联系信息： 铜、锌、镍、不锈钢、锡、碳酸锂 黑色金属： 钢材、铁矿石、焦煤、焦炭、铁合金 农产品： 油脂、粕类、玉米、生猪、白糖、棉花、鸡蛋、花生、红枣、苹果 能源化工： 原油、PTA、乙二醇、苯乙烯、短纤、尿素、瓶片、烧碱、PVC、LLDPE、 PP 特殊商品： 张晓珍（投资咨询资格：Z0003135） 电话：020- 88818009 邮箱：zhangxiaozhen@gf.com.cn 刘珂（投资咨询资格：Z0016336） 电话：020-88818026 邮箱：qhliuke@gf.com.cn 叶倩宁（投资咨询资格：Z0016628） 电话：020- 88818017 邮箱：yeqianning@gf.com.cn 周敏波（投资咨询资格：Z001 ...

商品日报 20250509 投资咨询业务资格 沪证监许可[2015]84 号 联系人 李婷、黄蕾、高慧、王工建、赵凯熙 电子邮箱 jytzzx@jyqh.com.cn 电话 021-68555105 主要品种观点 宏观：美英达成有限贸易协议，市场风险偏好提振 海外方面，美英达成有限贸易协议：保留对英 10%的基准关税、扩大双方市场准入、取 消对英钢铝关税、对美农产品实行 0 关税、对英汽车进口实行阶梯关税；特朗普在新闻发布 会直呼"现在最好买入股票"，市场风险偏好显著回升，美股、加密货币反弹，美元指数站 稳 100 上方，美债利率上行至 4.37%，金价下跌超 1%，油价、铜价收涨。 国内方面，A 股缩量上涨，两市成交额回落至 1.32 万亿，创业板、小微盘股表现较优， 军工、光模块等板块领涨，上证指数已修复 4 月对等关税宣布来的跌幅，在二季度增量政策 已落地、中美贸易即将进入谈判期的背景下，关注资金的追涨意愿。债市方面，降准降息后 资金面显著转松，长短端利率均走低，利率曲线继续走陡，近期关注 4 月外贸数据、金融数 据及物价数据。 贵金属：经贸关系缓和，金价延续调整 周四国际贵金属期货双双收跌，COMEX ...

行业 豆粕 日期 2025 年 5 月 9 日 021-60635732 yulanlan@ccb.ccbfutures.com 期货从业资格号：F0301101 021-60635740 linzhenlei@ccb.ccbfutures.co m期货从业资格号：F3055047 021-60635727 wanghaifeng@ccb.ccbfutures.c om期货从业资格号：F0230741 021-60635572 hongchenliang@ccb.ccbfutures .com 期货从业资格号：F3076808 021-60635570 liuyouran@ccb.ccbfutures.com 期货从业资格号：F03094925 农产品研究团队 研究员：余兰兰 研究员：林贞磊 研究员：王海峰 研究员：洪辰亮 研究员：刘悠然 请阅读正文后的声明 ＃summary＃ 每日报告 | 表1：行情回顾 | | | | | | | | | | | | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | | 合约 | 前结算价 ...

Report Industry Investment Ratings No relevant content provided. Core Views of the Report - The overall global risk appetite is rising as U.S. Treasury yields decline. In China, the economy started well in Q1, and the government will adopt more proactive macro - policies, which will support the domestic market risk appetite in the short term. Different asset classes have different trends and investment suggestions [2][3]. Summary by Related Catalogs Macro - Financial - Overseas: The U.S. President plans to set "fair" tariff prices, and a trade agreement is expected to be reached in three to four weeks. Market expectations of a缓和 in the Sino - U.S. trade war and speculation about the Fed's potential interest - rate cuts have led to a decline in U.S. Treasury yields and an increase in global risk appetite. - Domestic: The Q1 domestic economy was better than expected, and the industrial enterprise profits in March turned positive year - on - year. The Politburo meeting signaled more proactive macro - policies, which will support the domestic market risk appetite in the short term. For assets, the stock index may rebound in the short term, and it is advisable to be cautiously long; the treasury bond may fluctuate at a high level in the short term, and it is advisable to be cautiously long; the black commodity may fluctuate weakly in the short term, and it is advisable to wait and see; the non - ferrous metals may rebound in the short term, and it is advisable to be cautiously long; the energy and chemical products may rebound in the short term, and it is advisable to be cautiously long; the precious metals may fluctuate at a high level in the short term, and it is advisable to be cautiously long [2]. Stock Index - The domestic stock market declined slightly due to the drag of sectors such as precious metals, energy metals, and biomedicine. However, the good economic start in Q1 and the expected proactive macro - policies will support the domestic market risk appetite in the short term. It is advisable to be cautiously long in the short term [3]. Precious Metals - The precious metals market was volatile last week. Gold reached a record high and then fell back. Uncertainty in tariff policies and the ambiguity of the Fed's interest - rate cut path have increased the volatility of precious metals. In the long - term, the upward trend of gold remains unchanged, but in the short term, it may be volatile. Silver may follow gold passively and be weaker than gold. Key economic data in the U.S. need to be monitored next week [3][5]. Black Metals - **Steel**: The spot and futures prices of steel rebounded on Friday, but the apparent consumption of five major steel products declined, and the demand may have peaked. Although there are rumors of crude steel reduction, the steel output is still rising, and the short - term steel market may fluctuate within a range [5]. - **Iron Ore**: The spot and futures prices of iron ore declined on Friday. The iron - water output is high, but there are rumors of crude steel reduction, and the supply of iron ore may increase in the second quarter. It is advisable to view the short - term iron ore market as a range - bound one and pay attention to the peak of iron - water output [6]. - **Silicon Manganese/Silicon Iron**: The spot prices of silicon manganese and silicon iron were flat. The demand for ferroalloys is okay, but the supply is declining. The short - term prices of ferroalloys may fluctuate within a range [7][8]. Energy and Chemicals - **Crude Oil**: The oil price will remain in a narrow - range shock in the short term. Although there is support from current demand and inventory reduction, the increase in supply may put pressure on the price if demand weakens later [9]. - **Asphalt**: The short - term driving factors come from the macro - environment and crude oil. The asphalt supply is at a low level, and the demand has been slightly boosted before May Day. It will continue to fluctuate with crude oil [9]. - **PX**: After the stabilization of crude oil prices, the PX price rebounded. It will maintain a tight - balance state and may test the pressure level, showing a volatile pattern [9]. - **PTA**: The downstream start - up is high, but the terminal start - up is declining. The short - term price may rebound slightly but is limited by downstream conditions and will mainly fluctuate [10]. - **Ethylene Glycol**: The obvious inventory - reduction time of ethylene glycol will be postponed, and it will maintain a weak - shock pattern [12]. - **Short - Fiber**: The demand is weak, and the short - fiber will maintain a weak - level shock [12]. - **Methanol**: The supply is less than expected, and the demand has led to inventory decline before the festival. The short - term price will repair in a shock, and it is advisable to wait and see cautiously [12]. - **PP**: The short - term supply - demand contradiction of PP is not prominent, but there may be a negative demand feedback in the long - term. Attention should be paid to the maintenance progress [12]. - **LLDPE**: The PE downstream is basically stable. It is expected to fluctuate weakly before the festival, and it is advisable to wait and see cautiously [12]. Non - Ferrous Metals - **Copper**: The Politburo meeting proposed more proactive macro - policies, and the U.S. may lower tariffs on China. The supply of copper is at a high level, and the demand is in the peak season with declining inventory. The short - term market sentiment may be boosted, but the medium - term rebound height is limited [13]. - **Aluminum**: The production of electrolytic aluminum is at a high level, and the demand is strong with declining inventory. It is advisable to take partial profits on previous long positions [14]. - **Tin**: The supply may increase, and the demand is differentiated. The short - term price may rebound, but the rebound height is limited due to macro risks and the news of production resumption in Wa State [14]. Agricultural Products - **U.S. Soybeans**: The net long positions of U.S. soybean funds are increasing. Weather conditions in the U.S. soybean - producing areas need to be monitored, and the price may be easy to rise and difficult to fall at the beginning of sowing [15]. - **Soybean Meal**: The spot basis of domestic soybean meal has declined, and the short - term decline space of the 09 contract may be limited. It is advisable to reduce the short - position risk exposure [15]. - **Soybean and Rapeseed Oil**: The domestic oil - mill start - up is low, and the soybean oil inventory is decreasing rapidly. The rapeseed oil is in the off - season with high inventory and weak basis [16][17]. - **Palm Oil**: If the U.S. biofuel policy is favorable, the palm oil demand is expected to be stable. The production of Malaysian palm oil is increasing, and the price may fluctuate within a range and be relatively strong [17]. - **Pigs**: The market is mainly trading seasonal trends. The spot price may be under pressure before May Day, and the futures may be dominated by risk - aversion sentiment and decline [17]. - **Corn**: Drought in Henan has led to a strong rebound in the corn price. The upper limit of the price range is restricted by weak demand and high inventory, while the lower limit is supported by low inventory in production areas, risk premium, and policy expectations. There is a possibility of the C05 contract declining to narrow the basis [18].