宏观风险因子

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基于宏观风险因子的大类资产轮动模型绩效月报20250630-20250704
Soochow Securities· 2025-07-04 01:33
Quantitative Models and Construction Methods Model Name: "Clock + Turning Point Improvement Method" Large Asset Rotation Model - **Model Construction Idea**: The model combines the investment clock theory with turning point improvement methods to optimize asset rotation strategies[5][23] - **Model Construction Process**: 1. Assume that the macroeconomic factors will continue their current state into the next month[23] 2. Calculate the total score of each asset based on the current state of macroeconomic risk factors[24] 3. Introduce a risk budget model with initial risk ratios for each asset: large-cap stocks: small-cap stocks: bonds: commodities: gold = 1:1:1:0.5:0.5. Adjust the risk ratios based on the total score, doubling the risk ratio for each positive score and halving it for each negative score[24] 4. Backtesting period: January 2011 - December 2023[25] - **Model Evaluation**: The model performs excellently in terms of returns, risk control, and drawdown management, achieving nearly 10% annualized returns while controlling high-risk asset positions[27] Quantitative Factors and Construction Methods Factor Name: Macroeconomic Risk Factors - **Factor Construction Idea**: Utilize macroeconomic data and asset portfolios to construct six macroeconomic risk factors: economic growth, inflation, interest rates, exchange rates, credit, and term spreads[8] - **Factor Construction Process**: - **Economic Growth**: Use industrial added value year-on-year (M0000545), PMI (M0017126), and social retail sales year-on-year (M0001428). Apply HP filtering and volatility inverse weighting[8] - **Inflation**: Use PPI year-on-year (M0001227) and CPI year-on-year (M0000612). Apply HP filtering and volatility inverse weighting[8] - **Interest Rates**: Construct an equal-weighted investment portfolio using the ChinaBond Treasury Wealth Index (1-3 years) (CBA00621.CS) and the CSI Money Market Fund Index (H11025.CSI), and calculate net value year-on-year returns[8] - **Exchange Rates**: Construct an equal-weighted long-short investment portfolio using Shanghai Gold (AU9999.SGE) and London Gold Spot (SPTAUUSDOZ.IDC), and calculate net value year-on-year returns[8] - **Credit**: Construct a duration-neutral investment portfolio using the ChinaBond Corporate Bond AAA Index (CBA04231.CS) and the ChinaBond Treasury Wealth Index (CBA00631.CS), and calculate net value year-on-year returns[8] - **Term Spreads**: Construct a duration-neutral investment portfolio using the ChinaBond Medium-Short Term Bond Wealth Index (CBA00701.CS) and the ChinaBond Long Term Bond Wealth Index (CBA00801.CS), and calculate net value year-on-year returns[8] - **Factor Evaluation**: The factors provide a comprehensive risk perspective by capturing multiple aspects of the macroeconomic environment[8] Model Backtesting Results "Clock + Turning Point Improvement Method" Large Asset Rotation Model - **Total Return**: 242.45%[27] - **Annualized Return**: 9.93%[27] - **Annualized Volatility**: 6.83%[27] - **Annualized Sharpe Ratio**: 1.45[27] - **Maximum Drawdown**: 6.31%[27] - **Win Rate**: 73.08%[27] Factor Backtesting Results Macroeconomic Risk Factors - **Economic Growth**: Upward[36] - **Inflation**: Downward[36] - **Interest Rates**: Downward[36] - **Credit**: Downward[36] - **Exchange Rates**: Downward[36] - **Term Spreads**: Downward[36]
基于宏观风险因子的大类资产轮动模型绩效月报20250531-20250610
Soochow Securities· 2025-06-10 14:05
Quantitative Models and Construction Methods Model Name: Macro Risk Factor-Based Asset Rotation Model - **Model Construction Idea**: The model utilizes macroeconomic risk factors to guide asset allocation decisions, aiming to optimize returns while controlling risks[5][8]. - **Model Construction Process**: 1. **Macro Risk Factor System**: Six macro risk factors are constructed using economic growth, inflation, interest rates, exchange rates, credit, and term spread indicators[8]. 2. **Investment Clock**: The model incorporates the "growth-inflation clock" and "interest rate-credit clock" to understand asset performance under different macroeconomic conditions[9][10][11]. 3. **Phase Judgment Method**: The model uses factor momentum and phase judgment methods to identify macroeconomic turning points[16][17][21][22]. 4. **Asset Rotation Model**: Combining the investment clock and phase judgment methods, the model adjusts asset allocation based on current macroeconomic conditions[23][24]. 5. **Backtesting Period**: The model is backtested from January 2011 to December 2023[25]. 6. **Performance Metrics**: The model's performance is evaluated using total return, annualized return, annualized volatility, Sharpe ratio, maximum drawdown, and win rate[27]. - **Model Evaluation**: The model demonstrates excellent performance in terms of returns, risk control, and drawdown management, achieving nearly 10% annualized returns with controlled risk exposure[27]. Model Backtesting Results - **Macro Risk Factor-Based Asset Rotation Model**: - Total Return: 242.45%[27] - Annualized Return: 9.93%[27] - Annualized Volatility: 6.83%[27] - Sharpe Ratio: 1.45[27] - Maximum Drawdown: 6.31%[27] - Win Rate: 73.08%[27] Quantitative Factors and Construction Methods Factor Name: Macro Risk Factors - **Factor Construction Idea**: The factors are designed to capture various aspects of the macroeconomic environment, providing a comprehensive risk perspective[8]. - **Factor Construction Process**: 1. **Economic Growth**: Constructed using industrial added value, PMI, and retail sales growth, processed with HP filtering and weighted by volatility inverse[8]. 2. **Inflation**: Constructed using PPI and CPI growth, processed with HP filtering and weighted by volatility inverse[8]. 3. **Interest Rates**: Constructed using bond indices and money market fund indices, weighted equally[8]. 4. **Exchange Rates**: Constructed using gold prices in Shanghai and London, forming an equal-weighted long-short portfolio[8]. 5. **Credit**: Constructed using corporate bond and government bond indices, forming a duration-neutral portfolio[8]. 6. **Term Spread**: Constructed using short-term and long-term bond indices, forming a duration-neutral portfolio[8]. - **Factor Evaluation**: The factors provide a detailed and comprehensive view of macroeconomic risks, aiding in better asset allocation decisions[8]. Factor Backtesting Results - **Economic Growth Factor**: Upward trend[36] - **Inflation Factor**: Downward trend[36] - **Interest Rate Factor**: Tight interest rate, loose credit[36] - **Credit Factor**: Downward trend[36] - **Exchange Rate Factor**: Downward trend[36] - **Term Spread Factor**: Downward trend[36] Monthly Performance Review (May 2025) - **Model Performance**: - Monthly Return: -0.29%[30] - Benchmark Return: 0.3%[30] - Excess Return: -0.6%[30] - **Asset Allocation**: - Large Cap Stocks: 5.3%[34] - Small Cap Stocks: 3.01%[34] - Bonds: 69.95%[34] - Commodities (excluding gold): 12.84%[34] - Gold: 8.9%[34] Next Month's Allocation Suggestion (June 2025) - **Model Allocation**: - Large Cap Stocks: 1.91%[35] - Small Cap Stocks: 0.96%[35] - Bonds: 88.54%[35] - Commodities (excluding gold): 2.79%[35] - Gold: 5.81%[35] - **Risk Allocation**: - Large Cap Stocks: 0.06[35] - Small Cap Stocks: 0.06[35] - Bonds: 4[35] - Commodities (excluding gold): 0.125[35] - Gold: 1[35]