Quantitative Models and Factor Analysis Quantitative Models and Construction Methods Model 1: Macro Timing Driven Stock-Bond 20/80 Rebalancing Strategy - **Construction Idea**: This model aims to balance a portfolio with 20% stocks and 80% bonds, driven by macroeconomic timing signals[4] - **Construction Process**: - The model uses macroeconomic indicators to determine the optimal timing for rebalancing the portfolio - The rebalancing is done monthly to maintain the 20/80 stock-bond ratio - The performance metrics include weekly, monthly, and year-to-date returns, annualized volatility, maximum drawdown, and Sharpe ratio[4][30] - **Evaluation**: The model is designed to provide a stable return with lower volatility by leveraging macroeconomic indicators for timing[4] - **Formula**: Not explicitly provided Model 2: Macro Timing Driven Stock-Bond Risk Parity Strategy - **Construction Idea**: This model aims to balance the risk between stocks and bonds based on macroeconomic timing signals[4] - **Construction Process**: - The model uses macroeconomic indicators to determine the optimal timing for rebalancing the portfolio - The rebalancing is done to achieve risk parity between stocks and bonds - The performance metrics include weekly, monthly, and year-to-date returns, annualized volatility, maximum drawdown, and Sharpe ratio[4][30] - **Evaluation**: The model aims to achieve a balanced risk exposure between stocks and bonds, providing a more stable return profile[4] - **Formula**: Not explicitly provided Model 3: Macro Timing + Sector ETF Rotation Enhanced Stock-Bond 20/80 Rebalancing Strategy - **Construction Idea**: This model enhances the stock-bond 20/80 rebalancing strategy by incorporating sector ETF rotation based on macroeconomic timing signals[4] - **Construction Process**: - The model uses macroeconomic indicators to determine the optimal timing for rebalancing the portfolio - Sector ETFs are selected based on historical fundamentals, expected fundamentals, sentiment, technical factors, and macroeconomic factors - The rebalancing is done monthly to maintain the 20/80 stock-bond ratio - The performance metrics include weekly, monthly, and year-to-date returns, annualized volatility, maximum drawdown, and Sharpe ratio[4][30] - **Evaluation**: The model aims to enhance returns by rotating into favorable sector ETFs while maintaining a balanced stock-bond ratio[4] - **Formula**: Not explicitly provided Model 4: Macro Timing + Sector ETF Rotation Enhanced Stock-Bond Risk Parity Strategy - **Construction Idea**: This model enhances the stock-bond risk parity strategy by incorporating sector ETF rotation based on macroeconomic timing signals[4] - **Construction Process**: - The model uses macroeconomic indicators to determine the optimal timing for rebalancing the portfolio - Sector ETFs are selected based on historical fundamentals, expected fundamentals, sentiment, technical factors, and macroeconomic factors - The rebalancing is done to achieve risk parity between stocks and bonds - The performance metrics include weekly, monthly, and year-to-date returns, annualized volatility, maximum drawdown, and Sharpe ratio[4][30] - **Evaluation**: The model aims to achieve a balanced risk exposure between stocks and bonds while enhancing returns through sector ETF rotation[4] - **Formula**: Not explicitly provided Model Backtesting Results Macro Timing Driven Stock-Bond 20/80 Rebalancing Strategy - **Weekly Return**: -0.01%[4] - **Monthly Return**: -0.37%[4] - **Year-to-Date Return**: 4.83%[4] - **Annualized Volatility**: 3.47%[4] - **Maximum Drawdown**: 1.78%[4] - **Sharpe Ratio**: 1.54[4] Macro Timing Driven Stock-Bond Risk Parity Strategy - **Weekly Return**: -0.08%[4] - **Monthly Return**: -0.30%[4] - **Year-to-Date Return**: 2.07%[4] - **Annualized Volatility**: 1.77%[4] - **Maximum Drawdown**: 1.50%[4] - **Sharpe Ratio**: 1.30[4] Macro Timing + Sector ETF Rotation Enhanced Stock-Bond 20/80 Rebalancing Strategy - **Weekly Return**: 0.23%[4] - **Monthly Return**: -0.52%[4] - **Year-to-Date Return**: 7.98%[4] - **Annualized Volatility**: 5.46%[4] - **Maximum Drawdown**: 2.54%[4] - **Sharpe Ratio**: 1.62[4] Macro Timing + Sector ETF Rotation Enhanced Stock-Bond Risk Parity Strategy - **Weekly Return**: -0.02%[4] - **Monthly Return**: -0.33%[4] - **Year-to-Date Return**: 3.17%[4] - **Annualized Volatility**: 2.21%[4] - **Maximum Drawdown**: 1.45%[4] - **Sharpe Ratio**: 1.59[4] Quantitative Factors and Construction Methods Factor 1: PB Earnings - **Construction Idea**: This factor aims to capture the value premium by focusing on stocks with low price-to-book ratios and high earnings[4] - **Construction Process**: - Select stocks with low price-to-book ratios - Filter for stocks with high earnings - Rebalance the portfolio monthly to maintain the factor exposure[4] - **Evaluation**: The factor aims to capture the value premium by focusing on undervalued stocks with strong earnings[4] - **Formula**: Not explicitly provided Factor 2: High Dividend Yield - **Construction Idea**: This factor aims to capture the income premium by focusing on stocks with high dividend yields[4] - **Construction Process**: - Select stocks with high dividend yields - Rebalance the portfolio monthly to maintain the factor exposure[4] - **Evaluation**: The factor aims to provide stable income through high dividend-paying stocks[4] - **Formula**: Not explicitly provided Factor 3: Small Cap Value - **Construction Idea**: This factor aims to capture the small-cap premium by focusing on small-cap stocks with low valuations[4] - **Construction Process**: - Select small-cap stocks with low valuations - Rebalance the portfolio monthly to maintain the factor exposure[4] - **Evaluation**: The factor aims to capture the higher growth potential of small-cap stocks with low valuations[4] - **Formula**: Not explicitly provided Factor 4: Small Cap Growth - **Construction Idea**: This factor aims to capture the growth premium by focusing on small-cap stocks with high growth potential[4] - **Construction Process**: - Select small-cap stocks with high growth potential - Rebalance the portfolio monthly to maintain the factor exposure[4] - **Evaluation**: The factor aims to capture the higher growth potential of small-cap stocks with strong growth prospects[4] - **Formula**: Not explicitly provided Factor Backtesting Results PB Earnings - **Weekly Return**: 0.11%[37] - **Monthly Return**: -0.28%[37] - **Year-to-Date Return**: 2.93%[37] - **Annualized Volatility**: 2.27%[37] - **Maximum Drawdown**: 1.82%[37] - **Sharpe Ratio**: 0.03[37] High Dividend Yield - **Weekly Return**: 0.08%[37] - **Monthly Return**: 0.02%[37] - **Year-to-Date Return**: 2.63%[37] - **Annualized Volatility**: 2.01%[37] - **Maximum Drawdown**: 1.39%[37] - **Sharpe Ratio**: -0.05[37] Small Cap Value - **Weekly Return**: 0.44%[37] - **Monthly Return**: -0.09%[37] - **Year-to-Date Return**: 6.14%[37] - **Annualized Volatility**: 3.42%[37] - **Maximum Drawdown**: 3.69%[37] - **Sharpe Ratio**: 0.52[37] Small Cap Growth - **Weekly Return**: 0.60%[37] - **Monthly Return**: 0.24%[37] - **Year-to-Date Return**: 6.50%[37] - **Annualized Volatility**: 3.49%[37] - **Maximum Drawdown**: 3.86%[37] - **Sharpe Ratio**: 0.56[37]