量化观市：公募新规对后市影响几何？

• The micro-cap stock index rotation signal indicates that the micro-cap stock index relative net value crossed above the annual line on October 14, 2024, and this trend has continued since then[29] - The 20-day closing price slopes of both the micro-cap stock index and the Moutai index are positive, suggesting a favorable outlook for the micro-cap index's relative performance[29] - In the micro-cap timing model, the volatility congestion indicator, which reflects market trading sentiment, fell below the threshold on October 15, 2024, lifting the risk warning signal[29] - The interest rate year-on-year indicator, which is more fundamental, was -20.45%, not triggering the interest rate risk control threshold of 0.3[29] - The micro-cap timing model has not triggered any risk controls, so investors who prefer to hold micro-cap stocks long-term are advised to continue holding[29] Quantitative Factors and Construction Methods 1. Factor Name: Size Factor; Construction Idea: Measures the impact of company size on stock returns; Construction Process: Calculated as the logarithm of the market capitalization (LN_MktCap)[40][51] 2. Factor Name: Value Factor; Construction Idea: Evaluates the stock's valuation; Construction Process: Includes metrics like book-to-price ratio (BP_LR), earnings-to-price ratio (EP_FTTM), and sales-to-enterprise value ratio (Sales2EV)[40][51] 3. Factor Name: Growth Factor; Construction Idea: Assesses the company's growth potential; Construction Process: Includes metrics like single-quarter operating income growth (OperatingIncome_SQ_Chg1Y) and single-quarter revenue growth (Revenues_SQ_Chg1Y)[40][51] 4. Factor Name: Quality Factor; Construction Idea: Measures the company's financial health; Construction Process: Includes metrics like operating cash flow to current debt (OCF2CurrentDebt) and gross margin (GrossMargin_TTM)[40][51] 5. Factor Name: Consensus Expectation Factor; Construction Idea: Reflects market expectations; Construction Process: Includes metrics like expected return on equity change over three months (ROE_FTTM_Chg3M) and target return over 180 days (TargetReturn_180D)[40][51] 6. Factor Name: Technical Factor; Construction Idea: Based on stock price and volume trends; Construction Process: Includes metrics like 20-day turnover mean (Turnover_Mean_20D) and 60-day return volatility (Volatility_60D)[40][51] 7. Factor Name: Volatility Factor; Construction Idea: Measures stock price volatility; Construction Process: Includes metrics like CAPM model residual volatility (IV_CAPM) and Fama-French three-factor model residual volatility (IV_FF)[40][51] 8. Factor Name: Reversal Factor; Construction Idea: Captures the tendency of stock prices to revert to the mean; Construction Process: Includes metrics like 40-day return (Price_Chg40D) and 60-day return (Price_Chg60D)[40][51] Factor Backtesting Results 1. Size Factor, IC Mean: 35.37% (All A-shares), -9.73% (CSI 300), 13.63% (CSI 500), 17.13% (CSI 1000); Long-Short Return: 8.09% (All A-shares), -3.21% (CSI 300), 3.16% (CSI 500), 4.01% (CSI 1000)[42][43] 2. Value Factor, IC Mean: 2.40% (All A-shares), 14.21% (CSI 300), 15.32% (CSI 500), 8.40% (CSI 1000); Long-Short Return: 3.53% (All A-shares), 1.74% (CSI 300), 3.00% (CSI 500), 3.33% (CSI 1000)[42][44] 3. Growth Factor, IC Mean: -4.85% (All A-shares), 0.05% (CSI 300), -5.97% (CSI 500), -17.08% (CSI 1000); Long-Short Return: 2.23% (All A-shares), 4.13% (CSI 300), 1.21% (CSI 500), 0.56% (CSI 1000)[42][43] 4. Quality Factor, IC Mean: -8.43% (All A-shares), -10.63% (CSI 300), -8.60% (CSI 500), -11.51% (CSI 1000); Long-Short Return: 2.07% (All A-shares), 1.47% (CSI 300), 2.50% (CSI 500), 0.71% (CSI 1000)[42][44] 5. Consensus Expectation Factor, IC Mean: -0.33% (All A-shares), 12.78% (CSI 300), -4.34% (CSI 500), 0.08% (CSI 1000); Long-Short Return: 2.76% (All A-shares), 4.51% (CSI 300), 4.52% (CSI 500), 3.72% (CSI 1000)[42][43] 6. Technical Factor, IC Mean: 4.13% (All A-shares), 2.37% (CSI 300), 3.13% (CSI 500), 11.63% (CSI 1000); Long-Short Return: 8.36% (All A-shares), 4.02% (CSI 300), 6.42% (CSI 500), 8.53% (CSI 1000)[42][44] 7. Volatility Factor, IC Mean: 2.14% (All A-shares), 5.04% (CSI 300), 16.85% (CSI 500), 15.33% (CSI 1000); Long-Short Return: 8.14% (All A-shares), 3.35% (CSI 300), 6.02% (CSI 500), 8.12% (CSI 1000)[42][44] 8. Reversal Factor, IC Mean: 11.17% (All A-shares), 17.06% (CSI 300), 30.80% (CSI 500), 31.65% (CSI 1000); Long-Short Return: 6.60% (All A-shares), 2.81% (CSI 300), 6.37% (CSI 500), 7.58% (CSI 1000)[42][43]