Core Insights - In September, a total of 1,028 private securities products were registered, representing a 10.22% decrease from August's 1,145 products, but a significant year-on-year increase of 171.24% compared to 379 products in the same month of 2024 [1] Strategy Distribution - Among the registered products, equity strategies dominated with 668 products, accounting for 64.98% of the total. Multi-asset strategies followed with 155 products (15.08%), while bond strategies (71 products, 6.91%) and futures and derivatives strategies (69 products, 6.71%) were nearly equal in scale. Combination funds were relatively niche with 51 products (4.96%) [1][2] Quantitative Products Performance - Quantitative products showed strong performance in September, with 364 products registered, making up 35.41% of the total. Within this category, equity strategies contributed the most, with 166 long-only quantitative products (45.6%) and 69 market-neutral equity strategies (18.96%). In the futures and derivatives category, quantitative CTA strategies stood out with 45 products (12.36%) [2][3] Manager Distribution - The majority of registered products came from leading private equity firms, indicating a growing industry concentration. The top firm, Liwei Private Equity, registered 23 products, followed by Maoyuan Quantitative (13 products) and Yinye Investment (12 products). Among the 27 firms that registered at least five products, 16 were over 10 billion in assets, while 4 were between 5 billion and 10 billion, with top firms accounting for 74.07% of the total [3][4] Market Trends - Since the "9.24" market event, the profitability of equity markets has gradually become apparent, and policies continue to support sectors like technology innovation and high-end manufacturing. This has enhanced the appeal of equity strategies, leading to a rise in investor willingness to allocate to equity assets, thus maintaining high registration numbers for these strategies [4] Competitive Landscape - The registration advantages of leading private equity firms reflect resource aggregation. Large firms with assets over 10 billion have stronger research capabilities, risk control systems, and brand reputation, making it easier for them to gain recognition and funding. In contrast, smaller firms struggle with fundraising and research resources, further reinforcing the trend of industry concentration [4]

Group 1 - The core viewpoint is that the enthusiasm for private equity institutions to register new products has surged, with a significant increase in the number of private equity securities products registered in September 2025 compared to the same month in 2024, reflecting a growth of 171.24% [1] - In terms of strategy distribution, stock strategies dominate with 668 products registered, accounting for 64.98% of the total, while multi-asset strategies have 155 products, making up 15.08% [1] - Quantitative products have shown strong performance in September, with 364 products registered, representing 35.41% of the total, and stock strategy quantitative products contributing the most [1] Group 2 - The increase in stock strategy registrations is attributed to the visible profit effects in the equity market post "9.24" and ongoing policy support for technology innovation and high-end manufacturing, which has boosted investor willingness to allocate to equity assets [2] - Looking ahead to Q4, the A-share market is expected to experience a structural recovery in profits and continued credit repair, maintaining a "slow bull" trend, with macroeconomic factors such as resilient exports and steady manufacturing and infrastructure investment contributing positively [2] - The outlook for Q4 2025 suggests that the current upward trend is likely to continue due to policy support for economic recovery, sustained liquidity, and increasing institutional holdings, with improvements in the competitive landscape and pricing environment for industries expected [3]

Company Overview - Wendi Asset is a professional asset management company focused on quantitative investment, established in Shanghai in 2016 [4] - The investment areas cover futures and stocks, with a comprehensive quantitative asset management system that includes CTA and stock strategies [4] Core Team - The team has over 15 years of experience in quantitative investment, adhering to the investment philosophy of "staying true and innovating" [7] - Core research personnel have backgrounds in physics, mathematics, computer science, and economics, providing a solid foundation for quantitative research [8] Investment Philosophy & Representative Strategies - The company has developed a complete quantitative strategy system, encompassing both quantitative CTA and quantitative stock strategies [10] - The Wendi Quantitative CTA strategy includes approximately 40 sub-strategies, focusing on diversified risk and achieving long-term sustainable returns [12] Strategy Development History - The strategy has undergone multiple iterations since its inception in 2010, enhancing its adaptability to low-volatility market environments [12] - Key products include Wendi Quantitative Zhenxuan No. 9 and Wendi Multi-Strategy No. 10, with significant improvements in strategy performance over the years [13] Advantages - Unique risk control measures aim to reduce drawdown probabilities while enhancing Alpha [18] - The universality of Alpha is leveraged through advanced machine learning techniques to identify high-quality Alpha across various asset classes and cultural contexts [19] - A complete and verifiable historical traceability system supports rigorous research and understanding of Alpha's lifecycle [20] Continuous Evolution Capability - The company focuses on continuously optimizing investment strategies and enhancing risk management capabilities [21] - Emphasis on talent development and team building to foster innovative thinking and creativity [22] Future Strategy Development Directions - Future efforts will focus on systematic methods to understand economic and financial paradigms for macro asset allocation [23] - Continued investment in software and hardware resources, including alternative data procurement and high-speed trading platform development [23]

Quantitative Models and Construction Methods 1. Model Name: Barra Style Factors - **Model Construction Idea**: The model aims to capture the performance of various style factors in the equity market, such as momentum, size, and residual volatility[12][27] - **Model Construction Process**: The model calculates the returns of different style factors over a specified period. For example, the momentum factor return is calculated as: $$ \text{Momentum Factor Return} = \frac{\sum (\text{Stock Returns} \times \text{Momentum Scores})}{\sum \text{Momentum Scores}} $$ where the momentum scores are derived from the past performance of stocks[12][27] - **Model Evaluation**: The model effectively captures the performance of different style factors, providing insights into market trends and investor behavior[12][27] 2. Model Name: Excess Return Monitoring Model - **Model Construction Idea**: This model monitors the relative performance of small and mid-cap indices against a large-cap benchmark to capture market style rotation signals[86] - **Model Construction Process**: The model calculates the rolling 20-day excess returns of indices such as CSI 2000, CSI 1000, and CSI 500 relative to the CSI 300. For example: $$ \text{Excess Return} = \text{CSI 1000 Return} - \text{CSI 300 Return} $$ The model then tracks the percentile rank of these excess returns over a three-year period to identify significant deviations[86] - **Model Evaluation**: The model provides a systematic approach to detect market style rotations, aiding in strategic asset allocation decisions[86] Model Backtest Results - **Barra Style Factors**: - **Momentum Factor**: Weekly return 0.61%, monthly return 0.96%, annualized Sharpe ratio 2.20[12][27] - **Size Factor**: Weekly return 0.56%, monthly return 1.71%, annualized Sharpe ratio -1.78[12][27] - **Residual Volatility Factor**: Weekly return -0.48%, monthly return -0.77%, annualized Sharpe ratio -1.65[12][27] - **Excess Return Monitoring Model**: - **CSI 1000 vs. CSI 300**: 20-day rolling return -3.32%, 3-year percentile 17.0%[86] - **CSI 2000 vs. CSI 300**: 20-day rolling return -4.78%, 3-year percentile 15.1%[86] - **CSI 500 vs. CSI 300**: 20-day rolling return 1.21%, 3-year percentile 66.7%[86] Quantitative Factors and Construction Methods 1. Factor Name: Momentum - **Factor Construction Idea**: The momentum factor captures the tendency of stocks that have performed well in the past to continue performing well in the future[12][27] - **Factor Construction Process**: The momentum score for each stock is calculated based on its past returns over a specified period, typically 12 months. The factor return is then computed as: $$ \text{Momentum Factor Return} = \frac{\sum (\text{Stock Returns} \times \text{Momentum Scores})}{\sum \text{Momentum Scores}} $$ where the momentum scores are derived from the past performance of stocks[12][27] - **Factor Evaluation**: The momentum factor has shown consistent positive returns, indicating its effectiveness in capturing market trends[12][27] 2. Factor Name: Size - **Factor Construction Idea**: The size factor captures the performance difference between small-cap and large-cap stocks[12][27] - **Factor Construction Process**: The size score for each stock is calculated based on its market capitalization. The factor return is then computed as: $$ \text{Size Factor Return} = \frac{\sum (\text{Stock Returns} \times \text{Size Scores})}{\sum \text{Size Scores}} $$ where the size scores are derived from the market capitalization of stocks[12][27] - **Factor Evaluation**: The size factor has shown mixed performance, reflecting the varying investor preferences for small-cap versus large-cap stocks over time[12][27] Factor Backtest Results - **Momentum Factor**: Weekly return 0.61%, monthly return 0.96%, annualized Sharpe ratio 2.20[12][27] - **Size Factor**: Weekly return 0.56%, monthly return 1.71%, annualized Sharpe ratio -1.78[12][27] - **Residual Volatility Factor**: Weekly return -0.48%, monthly return -0.77%, annualized Sharpe ratio -1.65[12][27]

Core Insights - Since 2025, private equity securities products have shown significant profitability, with an average return of 20.41%, and stock strategy products achieving an impressive average return of 15.38% [1] - As of August 31, there are 10,135 private equity securities products with performance records, of which 9,208 have generated positive returns, resulting in a high positive return ratio of 90.85% [1] - Among various strategies, stock strategies have outperformed, benefiting from the structural market trends in A-shares, with 6,473 stock strategy products recording an average return of 25.38% and a positive return ratio of 93.09% [1] Stock Strategy Analysis - Within stock strategies, quantitative long strategies have excelled in the mid and small-cap market, with 1,303 products showing a positive return ratio of 96.24% and an average return of 31.84% [2] - In contrast, subjective long strategies have a positive return ratio of 92.68% but a lower average return of 25.62%, indicating a significant performance gap compared to quantitative strategies [2] - Multi-asset strategies follow closely with an average return of 15.61%, primarily due to timely allocation to stock assets, with 1,279 products showing a positive return ratio of 89.91% [2] Market Outlook - The rise in the A-share market is attributed to multiple factors, including policy adjustments, improved liquidity, and enhanced economic fundamentals, as analyzed by Fidelity International's economist Liu Peiqian [2] - Upcoming tourism expenditure data and weekly real estate transaction data are expected to serve as important indicators for observing the pace of economic recovery [2] - Looking ahead, the market is anticipated to continue a trend of oscillating upward, with a gradual shift towards large-cap growth stocks, focusing on sectors with low penetration rates such as AI computing power, semiconductor autonomy, solid-state batteries, humanoid robots, satellites, controllable nuclear fusion, and innovative pharmaceuticals [2]

Core Viewpoint - The article highlights the strong performance of the stock market and private equity funds in July, with significant increases in various indices and a surge in the number of private equity fund registrations, indicating renewed investor confidence [1]. Group 1: Market Performance - In July, the Shanghai Composite Index rose by 3.74%, surpassing 3600 points, while the Shenzhen Component Index increased by 5.20%, and the ChiNext Index saw an 8.14% rise [1]. - The Nanhua Commodity Index experienced a monthly increase of 3.80%, with industrial products up by 4.86% and black products rising by 8.52% [1]. Group 2: Private Equity Fund Trends - July marked a peak in private equity fund registrations, with the number of registered private equity securities funds reaching a 27-month high, primarily focusing on stock strategies, multi-asset strategies, and futures and derivatives strategies [1]. - As of July 2025, there were 4425 private equity products that met ranking criteria, with stock strategies (2737 products), futures and derivatives strategies (617 products), and multi-asset strategies (602 products) making up nearly 90% of the total [1]. Group 3: Performance of Private Equity Strategies - The average returns for various strategies as of July 2025 are as follows: - Stock strategies: 19.04% (year-to-date), 45.10% (1-year), 45.54% (3-year) - Futures and derivatives strategies: 7.45% (year-to-date), 18.01% (1-year), 38.92% (3-year) - Multi-asset strategies: 11.58% (year-to-date), 29.40% (1-year), 41.98% (3-year) - Overall average return for all products: 15.23% (year-to-date), 36.26% (1-year), 42.96% (3-year) [2]. Group 4: Top Private Equity Firms - The top three private equity firms in stock strategies based on year-to-date returns are: - Tongben Investment - Fusheng Asset - Wenbo Investment [3]. - For multi-asset strategies, the leading firms are: - Guoyuan Xinda - Junchen Asset - Yiying Asset [7]. - In the futures and derivatives strategies category, the top firms are: - Shenzhen Liangdao Investment - Hongxi Fund - Junchen Asset [11].

Group 1 - The core viewpoint of the articles highlights the outstanding performance of private equity funds in the A-share market, with an average return of 11.94% for 11,880 private securities products as of July, 86.97% of which achieved positive returns [1] - Stock strategies have shown particularly strong performance, with 7,760 stock strategy products averaging a return of 14.5%, leading among five major strategies, and 88.2% of these products achieving positive returns [1][2] - Top private equity firms have outperformed the industry average, with 55 billion-level private equity firms averaging a return of 16.6%, and 98.18% of them achieving positive returns [1] Group 2 - Multi-asset strategies follow closely behind stock strategies, with 1,364 multi-asset strategy products averaging a return of 9.59%, and 86.66% of these products achieving positive returns [2] - Combination funds have shown stable performance, with 405 combination funds averaging a return of 8.57%, and 92.10% of these products achieving positive returns [2] - In the bond strategy sector, 1,076 bond strategy products have averaged a return of 5.16%, with 91.54% achieving positive returns [3] Group 3 - The outlook for the market is optimistic, supported by reduced global trade uncertainties and the effectiveness of China's economic structural adjustments, with a focus on sectors like technology, innovative pharmaceuticals, and non-bank financials [3] - The company maintains a high position in its portfolio, particularly in sectors such as overseas AI, domestic computing power, and new consumption [3]

Group 1 - The private securities product registration market is experiencing unprecedented activity, with 1,298 products registered in July, a month-on-month increase of 18%, marking the highest level in nearly 27 months. This reflects a significant recovery in market confidence and a sustained demand for private product allocation [1] - The total number of registered products for the year has reached 6,759, representing a year-on-year increase of over 60%, indicating a clear recovery trend in the private issuance market [1] Group 2 - Quantitative private products have been particularly prominent in this registration wave, with 620 quantitative products registered in July, accounting for 47.77% of the total registered products for the month, and a month-on-month growth of nearly 20% [3] - Among the 13 private firms that registered more than 10 products in July, 11 were quantitative firms, with the top ten spots entirely occupied by quantitative institutions. Wide德 Private Fund led with 31 registered products, followed by Mingcong Investment with 26 [3] - Stock quantitative strategies dominate the quantitative product category, with 478 stock strategy quantitative products registered in July, making up 77.10% of the total quantitative products for the month, and a month-on-month increase of 26.79% [3] Group 3 - Stock strategies continue to play a leading role in private product registrations, with 887 stock strategy products registered in July, accounting for 68.34% of the total registered products, and a month-on-month growth of 24.58% [4] - Multi-asset strategies are emerging as a significant force, with 162 products registered in July, representing 12.48% of the total, and a month-on-month increase of 5.88% [4] - Futures and derivatives strategies, bond strategies, and combination fund strategies also show steady growth, with 125, 48, and 46 products registered respectively, indicating a diversification in investment options for investors [4] Group 4 - A total of 676 private institutions completed product registrations in July, including 48 billion-level private funds and 36 funds with 50 to 100 billion in scale, demonstrating active participation across different scales of private institutions [4]

Core Viewpoint - The A-share market has seen a revitalization through various themes such as artificial intelligence, robotics, innovative pharmaceuticals, and new consumption, leading to new opportunities for stock strategy private equity products [2] Summary by Categories Stock Strategy Products Performance - As of July 25, there are 2,758 stock strategy products with nearly one year of performance data, averaging a return of 49.04% and a dynamic drawdown of 13.23% [2][3] - Among the four secondary strategies, quantitative long and subjective long products have the highest average returns of 65.01% and 48.24%, respectively [2][3] - Quantitative long products exhibit a lower dynamic drawdown of 10.99% compared to subjective long products at 15.06% [2][3] - The stock market neutral products have the lowest dynamic drawdown at 5.54%, primarily due to their use of shorting to hedge beta risk [2] Top Performing Products - In the quantitative long category, the top three products are managed by Shengguanda, Hainan Shengfeng, and Liangchuang Investment [4][5] - Among 674 quantitative long products, 368 have a dynamic drawdown below the average of 10.99%, accounting for 54.6% [4] - The top products in the quantitative long category are primarily from private equity firms with assets under management between 20-50 billion [4] Subjective Long Products - In the subjective long category, 1,098 out of 1,810 products have a dynamic drawdown below the average of 15.06%, representing 60.66% [10] - The top three products are managed by Qinxing Fund, Beiheng Fund, and Youbo Capital [10][12] Stock Market Neutral Products - In the stock market neutral category, 136 out of 208 products have a dynamic drawdown below the average of 5.54%, which is 65.38% [15] - The top three products are managed by Jiaji Fund, Saisuo Fund, and Liangkui Private Equity [15][17] Stock Long-Short Products - In the stock long-short category, 36 out of 66 products have a dynamic drawdown below the average of 10.47%, accounting for 54.55% [18] - The top three products are managed by Yihua Yinghe Fund, Shengquan Hengyuan, and Beijing Jintai Fund [18][20]

Group 1 - The core viewpoint of the articles highlights that quantitative strategies and leading institutions have become the "core variables" reshaping the private equity industry landscape, with quantitative products accounting for nearly half of the new registrations in the first seven months of the year [1][3][4] - As of July 31, 2023, a total of 6,759 private equity securities products were registered, with 3,081 being quantitative products, representing 45.6% of the total [3][4][5] - The average number of registered products per billion-dollar private equity firm is significantly higher than that of smaller firms, with billion-dollar firms averaging 23.21 products compared to just 1.76 for firms with assets under 5 million [5][6] Group 2 - Among the billion-dollar firms, 38 quantitative private equity firms contributed over 80% of the total registration numbers, surpassing both subjective and combined strategies [2][7] - The registration numbers indicate that quantitative private equity firms, despite being fewer in number, have outperformed subjective firms in terms of product registrations, with an average of 8.06 products per quantitative firm compared to 2.12 for subjective firms [6][7] - Leading firms such as Kuande and Heiyi Asset have registered over 100 products each, showcasing the dominance of quantitative strategies in the billion-dollar private equity sector [2][7]