- The report discusses multiple quantitative timing models for A-shares, including short-term, medium-term, and long-term models. The short-term models include the Volume Model (neutral for all broad-based indices), Feature Institutional Model (bullish), Feature Volume Model (bearish), and Smart Algorithm Models (bullish for CSI 300, bearish for CSI 500)[1][12][77]. Medium-term models include the Limit-Up-Limit-Down Model (neutral) and the Up-Down Return Difference Model (bullish for all broad-based indices)[13][78]. The long-term model, the Long-Term Momentum Model, is bullish[14][79]. Comprehensive models like the A-Share Comprehensive Weapon V3 Model and the A-Share Comprehensive CSI 2000 Model are bearish[15][80] - For Hong Kong stocks, the medium-term models include the Turnover-to-Volatility Model (bullish) and the Hang Seng Index Up-Down Return Difference Model (neutral)[16][81] - The report emphasizes that timing strategies are not achieved through a single model but require a multi-cycle, multi-strategy system. It highlights the use of price-volume, acceleration, trend, momentum, and limit-up-limit-down perspectives to construct eight major models for market timing[9] - Backtesting results for the Double-Bottom Pattern show a weekly return of 0.29%, outperforming the Shanghai Composite Index by 0.27% during the same period. Since December 31, 2020, the cumulative return of the Double-Bottom Pattern portfolio is 11.79%, slightly underperforming the Shanghai Composite Index's cumulative return of 12.02%[44] - Backtesting results for the Cup-and-Handle Pattern show a weekly return of 0.3%, outperforming the Shanghai Composite Index by 0.27% during the same period. Since December 31, 2020, the cumulative return of the Cup-and-Handle Pattern portfolio is 9.27%, underperforming the Shanghai Composite Index's cumulative return of 12.02%[44]

Group 1 - The core viewpoint of the report indicates that all three major indices have experienced five consecutive months of gains, with the ChiNext 50 index rising by 59.45% and the Shanghai Composite Index increasing by 12.73% in Q3 2025 [1][9][10] - In terms of industry performance, only a few sectors reported negative returns, with the telecommunications sector up by 50.20% and the electronics sector up by 44.49% [1][11] - The report highlights that the timing models for Q3 2025 generally achieved absolute positive returns, although it was challenging to outperform the benchmark itself [1][5] Group 2 - The report suggests a positive outlook for Q4 2025, particularly favoring sectors such as electric equipment and new energy, telecommunications, and comprehensive sectors [2] - The report emphasizes the development of various effective strategies based on historical timing, industry rotation, and stock selection models [5][6] - The report outlines the performance of different types of funds, noting that equity mixed funds had the best average return of 25.83% during a period of rising market indices [13]