Quantitative Models and Construction Methods Model Name: Industry Trend Allocation Model - **Model Construction Idea**: This model aims to identify industry trends and allocate investments accordingly[5][8][10] - **Model Construction Process**: - The model uses various indicators to assess industry trends, including market performance, valuation levels, and risk appetite. - It incorporates signals from different sub-models such as the Mid-term Distress Reversal Expectation Model, TWO BETA Model, and Performance Trend Model. - The Mid-term Distress Reversal Expectation Model waits for reversal signals in industries like liquor and real estate. - The TWO BETA Model recommends the technology sector and monitors opportunities in commercial aerospace. - The Performance Trend Model focuses on the computing power industry chain and oversold sectors like non-ferrous metals and chemicals. - **Model Evaluation**: The model is effective in identifying industry trends and making allocation recommendations based on various market signals[5][8][10] Model Name: Timing System - **Model Construction Idea**: This model aims to distinguish the overall market environment and provide timing signals for investment decisions[5][8][9] - **Model Construction Process**: - The model uses the distance between the long-term moving average (120 days) and the short-term moving average (20 days) of the WIND All A Index. - The latest data shows the 20-day moving average at 6787 and the 120-day moving average at 6338, with a difference of 7.08%. - The model also considers the market trend line, which is currently around 6780 points, and the profitability effect, which is -1.44%. - The model suggests that the market is in a shock pattern and monitors short-term risk appetite changes. - **Model Evaluation**: The model provides clear signals for market timing based on moving averages and other indicators[5][8][9] Model Backtesting Results - **Industry Trend Allocation Model**: - **PE Valuation Level**: 90th percentile, indicating a high level[8][10] - **PB Valuation Level**: 50th percentile, indicating a medium level[8][10] - **Position Recommendation**: 70% for absolute return products with WIND All A as the stock allocation subject[8][10] - **Timing System**: - **Moving Average Distance**: 7.08%, greater than the absolute value of 3%[5][8][9] - **Market Trend Line**: Around 6780 points[5][8][9] - **Profitability Effect**: -1.44%, indicating a temporary end to the upward trend[5][8][9] Quantitative Factors and Construction Methods Factor Name: Mid-term Distress Reversal Expectation Model - **Factor Construction Idea**: This factor aims to identify potential reversal signals in distressed industries[5][8][10] - **Factor Construction Process**: - The model monitors industries like liquor and real estate for reversal signals. - It uses various market indicators to assess the likelihood of a reversal. - **Factor Evaluation**: The factor is useful for identifying potential investment opportunities in distressed industries[5][8][10] Factor Name: TWO BETA Model - **Factor Construction Idea**: This factor aims to recommend sectors with high growth potential, such as technology[5][8][10] - **Factor Construction Process**: - The model focuses on the technology sector and monitors opportunities in commercial aerospace. - It uses market performance and other indicators to make recommendations. - **Factor Evaluation**: The factor is effective in identifying high-growth sectors and making investment recommendations[5][8][10] Factor Name: Performance Trend Model - **Factor Construction Idea**: This factor aims to identify sectors with strong performance trends[5][8][10] - **Factor Construction Process**: - The model focuses on the computing power industry chain and oversold sectors like non-ferrous metals and chemicals. - It uses performance indicators to make recommendations. - **Factor Evaluation**: The factor is useful for identifying sectors with strong performance trends and making investment recommendations[5][8][10] Factor Backtesting Results - **Mid-term Distress Reversal Expectation Model**: - **PE Valuation Level**: 90th percentile, indicating a high level[8][10] - **PB Valuation Level**: 50th percentile, indicating a medium level[8][10] - **TWO BETA Model**: - **PE Valuation Level**: 90th percentile, indicating a high level[8][10] - **PB Valuation Level**: 50th percentile, indicating a medium level[8][10] - **Performance Trend Model**: - **PE Valuation Level**: 90th percentile, indicating a high level[8][10] - **PB Valuation Level**: 50th percentile, indicating a medium level[8][10]

- The report discusses the "Industry Trend Allocation Model" which indicates that the communication, industrial metals, and energy storage sectors continue to show an upward trend[2][5][7] - The "Two Beta Model" is recommended for the technology sector, focusing on domestic computing power and commercial space[2][5][7] - The "Mid-term Distress Reversal Expectation Model" signals attention to retail and tourism service consumption[2][5][7] Model Construction and Evaluation - **Industry Trend Allocation Model**: This model identifies sectors with upward trends based on historical data and current market conditions. It uses various indicators to determine the sectors that are likely to perform well in the near future[2][5][7] - **Two Beta Model**: This model focuses on sectors with high growth potential, particularly in technology. It evaluates the beta coefficients of different sectors to identify those with higher expected returns relative to the market[2][5][7] - **Mid-term Distress Reversal Expectation Model**: This model identifies sectors that are expected to recover from a period of underperformance. It uses historical performance data and current market signals to predict which sectors will experience a turnaround[2][5][7] Model Backtesting Results - **Industry Trend Allocation Model**: The model continues to show an upward trend in the communication, industrial metals, and energy storage sectors[2][5][7] - **Two Beta Model**: The model recommends the technology sector, focusing on domestic computing power and commercial space, indicating strong growth potential[2][5][7] - **Mid-term Distress Reversal Expectation Model**: The model signals attention to retail and tourism service consumption, suggesting these sectors are poised for recovery[2][5][7]