分析师：李亭函 2025 年 09 月 17 日 证券研究报告 | 金融工程周报 市场波动加剧，但上行趋势不变 分析师登记编码：S0890519080001 电话：021-20321017 邮箱：litinghan@cnhbstock.com 分析师登记编码：S0890524100001 电话：021-20321081 邮箱：baiyifan@cnhbstock.com 市场环境因子跟踪周报（2025.09.17） 分析师登记编码：S0890524080001 电话：021-20321077 zhangshuai564576@cnhbstock.com 邮箱：zhangjunrui@cnhbstock.com 销售服务电话： 021-20515355 相关研究报告 1、《市场陷入震荡，短期难免颠簸—市场 环 境 因 子 跟 踪 周 报 （ 2025.09.10 ）》 2025-09-10 2、《市场或有颠簸，但牛市不变—市场环 2025-09-03 市场环境因子跟踪周报（2025.08.27）》 2025-08-27 4、《市场情绪仍偏强，追高时需注意风险 防 范 — 市 场 环 境 因 子 跟 踪 周 报 ...

Quantitative Factors and Construction 1. Factor Name: Market Style Factor - **Construction Idea**: This factor tracks the relative performance and volatility of different market styles, such as large-cap vs. small-cap and value vs. growth styles, to understand market preferences and dynamics[10][12] - **Construction Process**: - **Style Performance**: Measure the relative returns of large-cap vs. small-cap stocks and value vs. growth stocks over the week - **Style Volatility**: Calculate the weekly changes in the volatility of these style returns - **Evaluation**: The factor effectively captures the market's preference for growth over value and the balanced performance between large-cap and small-cap stocks during the observed period[10][12] 2. Factor Name: Market Structure Factor - **Construction Idea**: This factor evaluates the dispersion of industry returns, the speed of industry rotation, and the concentration of trading activity to assess market structure and dynamics[10][12] - **Construction Process**: - **Industry Return Dispersion**: Compute the standard deviation of excess returns across industry indices - **Industry Rotation Speed**: Measure the rate of change in leading industries over the week - **Trading Concentration**: Calculate the proportion of total trading volume contributed by the top 100 stocks and the top 5 industries - **Evaluation**: The factor highlights an increase in industry return dispersion and trading concentration, indicating a more focused market structure[10][12] 3. Factor Name: Market Activity Factor - **Construction Idea**: This factor tracks market volatility and turnover rates to gauge overall market activity levels[11][12] - **Construction Process**: - **Volatility**: Measure the weekly changes in index-level volatility - **Turnover Rate**: Calculate the weekly changes in market turnover rates - **Evaluation**: The factor shows a rise in both market volatility and turnover, reflecting heightened market activity during the week[11][12] 4. Factor Name: Commodity Market Factor - **Construction Idea**: This factor monitors the strength of trends, basis momentum, volatility, and liquidity in commodity markets to understand their dynamics[19][25] - **Construction Process**: - **Trend Strength**: Assess the directional movement of commodity indices - **Basis Momentum**: Measure the changes in the basis (spot price vs. futures price) for energy and precious metals - **Volatility**: Calculate the weekly changes in commodity price volatility - **Liquidity**: Track the weekly changes in trading volume and bid-ask spreads - **Evaluation**: The factor indicates a decline in trend strength and volatility, while basis momentum for energy and precious metals increased, and liquidity showed a downward trend[19][25] 5. Factor Name: Option Market Factor - **Construction Idea**: This factor evaluates implied volatility, skewness, and discount rates in the options market to assess market sentiment and hedging activity[28] - **Construction Process**: - **Implied Volatility**: Track the implied volatility levels of the SSE 50 and CSI 1000 indices - **Skewness and Discount Rates**: Measure the skewness of put options and the implied discount rates for these indices - **Evaluation**: The factor reveals high implied volatility levels, with an increase in put skewness and discount rates for the CSI 1000 index, suggesting rising hedging activity and market divergence[28] 6. Factor Name: Convertible Bond Market Factor - **Construction Idea**: This factor examines the premium rates and trading activity in the convertible bond market to understand its dynamics[30] - **Construction Process**: - **Premium Rates**: Analyze the average premium rates for bonds with low conversion premiums - **Trading Activity**: Measure the weekly changes in trading volume - **Evaluation**: The factor shows an increase in the proportion of low-premium bonds and stable trading activity, indicating potential short-term adjustments in the market[30] --- Factor Backtesting Results 1. Market Style Factor - **Large-Cap vs. Small-Cap Performance**: Balanced[10][12] - **Value vs. Growth Performance**: Growth outperformed value[10][12] - **Style Volatility**: Large-cap/small-cap volatility decreased; value/growth volatility increased[10][12] 2. Market Structure Factor - **Industry Return Dispersion**: Increased[10][12] - **Industry Rotation Speed**: Peaked and then declined[10][12] - **Trading Concentration**: Increased for both top 100 stocks and top 5 industries[10][12] 3. Market Activity Factor - **Volatility**: Increased[11][12] - **Turnover Rate**: Increased[11][12] 4. Commodity Market Factor - **Trend Strength**: Declined[19][25] - **Basis Momentum**: Increased for energy and precious metals[19][25] - **Volatility**: Declined[19][25] - **Liquidity**: Declined[19][25] 5. Option Market Factor - **Implied Volatility**: High for SSE 50 and CSI 1000[28] - **Skewness and Discount Rates**: Increased for CSI 1000[28] 6. Convertible Bond Market Factor - **Premium Rates**: Low-premium bonds increased[30] - **Trading Activity**: Stable[30]