Market Review - The equity market indices continued to strengthen, with the ChiNext Index showing the largest increase of 8.58% [4] - The bond market saw an increase in both short and long-term interest rates, with the 10-year government bond rising by 5.74 basis points to 1.747% [10] - The fund market experienced mixed results, with equity funds rising while medium and short-term pure bond fund indices declined [18] Equity Product Allocation Strategy - Event-driven strategies include focusing on the semiconductor sector due to the upcoming China Semiconductor Ecosystem Development Conference and the newly introduced personal consumption loan interest subsidy policy [21][20] - Asset allocation strategy suggests a balanced core plus a barbell strategy, emphasizing dividend and technology sectors [23] - Recommended funds include those focused on consumer and infrastructure sectors, as well as technology growth styles [23][27] Stable Product Allocation Strategy - The central bank's recent operations indicate a net withdrawal of 414.9 billion yuan, maintaining a balanced liquidity environment [29] - Economic data for July shows a year-on-year industrial value-added growth of 5.7% [29] - Social financing data indicates a total stock of 431.26 trillion yuan, with a year-on-year growth of 9% [29] Key Focus Products - Recommended products include short-term bond funds like Nord Short Bond A and Guotai Li'an Medium and Short Bond A, as well as funds benefiting from convertible bonds and equity market opportunities [2][34]

证券研究报告 | 金融工程 gszqdatemark 2025 08 03 年 月 日 量化专题报告 "量价淘金"选股因子系列研究（十三） 事件簇：量价事件驱动信号的规模化生产 前言：本文为国盛金工《"量价淘金"选股因子系列研究》的第十三篇报 告，也是"事件簇"系列研究的首次尝试。在截面多因子策略竞争加剧的 背景下，我们希望从"时序"视角挖掘不一样的 Alpha 信息，帮助策略迭 代。相比于基本面数据，量价数据在更新频率、股票覆盖度方面都更具优 势，因此本文先聚焦"量价类"事件驱动策略的研究。 趋势资金事件信号的体系化构建思路：将""因子簇"的研究理念拓展到事 件驱动信号的构建上。具体地，本文以"识别趋势资金入场信号"为例， 利用高频量价数据，多维度、多视角地识别趋势资金并分析其交易行为， 批量挖掘事件驱动信号，得到""趋势资金事件簇"。最终将事件簇中的有效 信号合成，得到更为稳定的综合信号，构建趋势资金事件驱动策略。 趋势资金事件信号的规模化生成：将趋势资金事件驱动信号的构建流程拆 分为"事件识别"、"信号定义"、"信号筛选与合成"这 3 个步骤，分别展 开详细讨论：（1）事件识别：通过观测成交量、价格涨跌 ...

Group 1 - The market is reacting to speculation about the content of a recent phone call, indicating a heightened sense of anticipation among traders [1][2][3] - Initial market reactions show a slight increase in gold and U.S. Treasury yields, while U.S. stocks and the dollar index declined, suggesting that the call may not have yielded favorable outcomes [4] - The volatility in asset prices may be based on speculation rather than concrete information, highlighting the uncertainty surrounding the negotiations [5][6] Group 2 - The importance of resource accumulation, particularly rare earth elements, is emphasized as a strategic asset in negotiations [8][10] - The article suggests that the geopolitical landscape is shifting back to a focus on territorial resources, challenging the notion that nations no longer seek land [12] - The pursuit of land and resources is framed as a critical factor in international relations, with implications for future negotiations and power dynamics [12]

Core Viewpoint - Establishing a systematic investment thinking framework for gold futures requires integrating macroeconomic logic, commodity attributes, market sentiment, and trading strategies to form a comprehensive understanding of gold price fluctuations [1]. Group 1: Understanding the Gold Market - Gold's intrinsic properties include being a safe-haven asset that attracts risk-averse funds during geopolitical conflicts and economic crises, as seen during the 2022 Russia-Ukraine conflict [1]. - Gold futures have unique characteristics, such as leveraged trading through standardized contracts (e.g., COMEX gold at 100 ounces per contract) and a margin system that amplifies risk and returns [2]. Group 2: Analytical Framework Construction - Geopolitical events and black swan occurrences, like wars and sovereign credit crises (e.g., the 2011 European debt crisis), can trigger safe-haven buying, but caution is needed for profit-taking after events settle [3]. - Technical analysis involves assessing long-term trends through weekly/monthly charts (e.g., a decade-long bull market from 2001-2011) and capturing short-term fluctuations via hourly charts [4]. - Historical price points, such as the peak of $2075 per ounce in August 2020 and key psychological levels (e.g., $1800, $1900), are critical for analysis [5]. Group 3: Fundamental Analysis - Key macroeconomic indicators include the U.S. CPI and non-farm payroll data, which influence inflation and employment, subsequently affecting Federal Reserve policies and gold prices through real interest rates [6]. - The 10-year TIPS yield (real interest rate) shows a significant negative correlation with gold prices [6]. - Central bank policies, particularly during the initial phase of a rate hike cycle, can suppress gold prices, but expectations of economic recession may lead to a reversal in gold's favor [6]. - Global central bank gold purchases provide long-term support for gold prices [6]. Group 4: Trading Strategies - Trend-following strategies are suitable during rising recession expectations and ongoing central bank easing [12]. - Mean reversion strategies apply when gold prices deviate from implied values based on real interest rates or when overbought/oversold indicators signal a reversal [15]. - Event-driven strategies involve adjusting positions before key data releases (e.g., non-farm payrolls, CPI) and entering trades based on market reactions [17]. Group 5: Risk Management - Leverage control is essential due to gold futures' high volatility (daily fluctuations of 1-3%), recommending a maximum risk of 2% of the trading capital per trade [19]. - Dynamic stop-loss strategies can be based on support/resistance levels or volatility measures like the Average True Range (ATR) [21][22]. - Hedging strategies may involve inverse positions in the U.S. dollar index or balancing with equity assets [23]. Group 6: Trading Psychology and Cognitive Upgrades - Overcoming cognitive biases, such as anchoring effects and overtrading, is crucial for successful trading in gold [24][25]. - Recognizing the "inflation-recession" cycle of gold can help traders adapt their strategies accordingly [26]. - Continuous review and iteration of trading logic and strategy performance are necessary for improvement [29]. Group 7: Common Misconceptions and Responses - Misconception 1: Viewing gold solely as an inflation hedge; real interest rates must be negative for gold to be truly bullish [31]. - Misconception 2: Ignoring liquidity risks, especially during significant market events that may lead to liquidity shortages [32]. - Misconception 3: Confusing futures with physical gold, as futures contracts incur time costs and potential roll-over losses [33]. Summary of the Gold Investment Framework - The core of the gold investment thinking system is a triadic driving model comprising real interest rates (fundamentals), dollar cycles (monetary attributes), and risk-averse sentiment (emotional factors) [35]. - Strategies should align with market conditions, utilizing trend strategies in trending markets and mean-reversion strategies in sideways markets [36]. - Prioritizing risk management is vital due to gold's volatility, emphasizing survival over profit [37].