Report Overview - The report provides a weekly tracking of the performance and positions of several ETF strategy indices developed by Huabao Research, covering the period up to December 19, 2025 [12]. 1. ETF Strategy Index Tracking 1.1. Huabao Research Size Rotation ETF Strategy Index - Utilizes multi - dimensional technical indicators and a machine - learning model to predict the return difference between the Shenwan large - cap and small - cap indices, determining positions weekly to gain excess returns [14]. - As of December 19, 2025, the excess return since 2024 is 20.03%, the excess return in the past month is - 0.48%, and the excess return in the past week is 0.07% [14]. - The current position is 100% in the CSI 300ETF [19]. 1.2. Huabao Research SmartBeta Enhanced ETF Strategy Index - Uses price - volume indicators to time self - built barra factors and maps timing signals to ETFs based on their exposure to 9 barra factors, aiming for market - outperforming returns [19]. - As of December 19, 2025, the excess return since 2024 is 19.82%, the excess return in the past month is - 0.33%, and the excess return in the past week is - 2.33% [19]. - The current positions include 25.05% in the ChiNext ETF, 25.03% in the ChiNext Large - cap ETF, 24.98% in the STAR Market - ChiNext ETF, and 24.95% in the STAR 50ETF [23]. 1.3. Huabao Research Quantitative Fire - Wheel ETF Strategy Index - Adopts a multi - factor approach, including fundamental analysis, short - term trend tracking, and market participant behavior analysis, using valuation and crowding signals to identify risks and potential sectors for excess returns [23]. - As of December 19, 2025, the excess return since 2024 is 34.96%, the excess return in the past month is - 1.12%, and the excess return in the past week is 1.47% [23]. - The current positions are 21.32% in the Securities and Insurance ETF, 20.08% in the Chemicals ETF, 19.97% in the Oil and Gas ETF, 19.51% in the Steel ETF, and 19.12% in the New Energy ETF [27]. 1.4. Huabao Research Quantitative Balance ETF Strategy Index - Builds a quantitative timing system with four types of factors (economic fundamentals, liquidity, technicals, and investor behavior) to judge equity market trends and adjust positions between large - and small - cap styles for excess returns [27]. - As of December 19, 2025, the excess return since 2024 is - 9.79%, the excess return in the past month is - 0.93%, and the excess return in the past week is 0.39% [27]. - The current positions include 9.32% in the 10 - Year Treasury Bond ETF, 5.95% in the CSI 500 Enhanced ETF, 5.80% in the CSI 1000ETF, 32.60% in the CSI 300 Enhanced ETF, 23.18% in the Policy Financial Bond ETF, and 23.14% in the Short - Term Financing ETF [30]. 1.5. Huabao Research Hot - Spot Tracking ETF Strategy Index - Tracks market sentiment, industry events, investor sentiment, policies, and historical trends to capture hot - spot index products and build an ETF portfolio for short - term market trend reference [30]. - As of December 19, 2025, the excess return in the past month is - 1.31%, and the excess return in the past week is - 0.05% [30]. - The current positions are 37.33% in the Non - Ferrous Metals 50ETF, 23.72% in the Bosera Hong Kong Stock Dividend ETF, 19.94% in the Hong Kong Stock Connect Pharmaceutical ETF, and 19.01% in the Short - Term Financing ETF [34]. 1.6. Huabao Research Bond ETF Duration Strategy Index - Uses bond market liquidity and price - volume indicators to select timing factors and predicts bond yields through machine learning, reducing long - duration positions when expected yields are low to improve long - term returns and control drawdowns [34]. - As of December 19, 2025, the excess return in the past month is 0.29%, and the excess return in the past week is 0.07% [34]. - The current positions include 50.00% in the 10 - Year Treasury Bond ETF, 25.00% in the Policy Financial Bond ETF, and 24.99% in the 5 - to 10 - Year Treasury Bond ETF [37].

Group 1: Quantitative Private Equity Landscape - The top 100 quantitative private equity firms have a threshold of nearly 18% for entry, with 36 firms managing over 10 billion yuan, the highest among all categories [1] - Among the strategies, 76 firms focus on stock strategies, 11 on multi-asset strategies, 10 on futures and derivatives, 2 on bonds, and 1 on fund combinations [1] - The average excess return for stock quantitative long products in the market is 17.25% year-to-date as of November 2025, indicating a strong performance in the quantitative private equity sector [1] Group 2: Private Equity Market Development - The private equity market in China saw the establishment of new funds exceeding 2.2 trillion yuan in the first 11 months of 2025, with the "Central Triangle" region, particularly Hunan, leading in growth [2] - Hunan has surpassed Hubei and Jiangxi with 286 companies receiving investments, and the total committed capital from institutional LPs has increased to 30.4 billion yuan, a 67% rise [2] - State-owned capital plays a significant role in Hunan's private equity market, with government guidance funds and state-owned parent funds creating a diversified support system [2] Group 3: AI in Investment Strategies - AI technology is becoming a core engine driving the evolution of the quantitative investment industry, transitioning from an optional tool to a necessity for competitive advantage [8] - The integration of AI in quantitative investment is enhancing efficiency in data cleaning, factor mining, and trade execution optimization, significantly improving strategy research [8] - The expected increase in trading volume and liquidity in the A-share market in 2025 is anticipated to provide a solid foundation for quantitative strategies to achieve excess returns [8] Group 4: New Entrants in Quantitative Investment - The establishment of Sliang Private Fund Management (Beijing) Co., Ltd. marks a new player in the quantitative investment space, led by former Citadel senior quantitative researcher Zhang Feng [9] - The company has officially registered as a private fund manager, with Zhang holding 80% of the shares, indicating a strong pedigree in quantitative research [10] - Citadel has become a talent hub in the domestic quantitative circle, with many notable figures having experience at the firm [10] Group 5: Corporate Developments - Dongfang Fortune Information Co., Ltd. has undergone a board restructuring and executive appointments, with Huang Jianhai promoted to General Manager and Vice Chairman [11] - The new board consists of six members, including three non-independent directors, one employee representative director, and two independent directors [11] - The company has also restructured its organizational framework, eliminating the supervisory board and compliance director positions, and forming a legal compliance department [11]

Group 1 - The core viewpoint of the article emphasizes that a bull market is not just about high points on a K-line chart, but also represents an opportunity for investors to upgrade their understanding and achieve long-term growth [1] Group 2 - The initial entry into the A-share market for the interviewees was influenced by specific articles and market conditions, with one participant entering in late 2006 after reading about closed-end funds, achieving a 180% return in the first year [3][4] - The second participant described their experience during the 2006-2007 bull market as an "enlightenment movement," which opened the door to the investment industry despite not retaining profits [3][4] Group 3 - The investment methodology of one participant was shaped by a chance discovery of the opportunity in closed-end funds, utilizing quantitative investment strategies influenced by their professional background in management [6] - The second participant transitioned to value investing after reading Warren Buffett's "The Snowball," which fundamentally changed their investment perspective [7] Group 4 - In the 2014-2015 market, one participant identified structural opportunities in water and insurance stocks, emphasizing the importance of understanding business models over technical analysis [10] - Another participant experienced a significant turning point in 2015, utilizing a niche strategy with leveraged funds to achieve a 24% return during a market adjustment [11][12] Group 5 - The discussion on convertible bonds highlighted their core advantage of "asymmetry," where the bond's price movements are less volatile compared to the underlying stock, leading to consistent long-term gains [14][15] Group 6 - The suitability for value investing is linked to personal traits such as caution, rationality, and a desire for continuous learning, with a three-tiered approach to finding one's investment method: ideological alignment, mastering fundamentals, and ongoing evolution [17][18][19]

Core Viewpoint - The interview with Sun Yuemeng highlights her approach to investment management, emphasizing the importance of aligning investment solutions with clients' real-life scenarios rather than relying solely on quantitative models [2][3]. Group 1: Investment Philosophy - Sun Yuemeng's background in mathematics and financial engineering allows her to deconstruct complex systems, but she recognizes the need for a broader perspective in investment beyond academic models [3]. - She has developed a "three-layer adjustment" framework that incorporates tactical adjustments based on quantitative signals while maintaining flexibility in investment style [3][4]. - The ultimate goal of her investment strategies is to enhance clients' real wealth experiences, focusing on stability and reassurance in their investment journeys [4][5]. Group 2: Client-Centric Approach - Sun Yuemeng views her role as a "solution provider" rather than merely a "product seller," emphasizing the importance of accompanying clients through market volatility [5][6]. - She believes that the core challenge for investors is not a lack of knowledge but the need to adapt psychologically to market fluctuations, advocating for a mindset that sees manageable volatility as a pathway to long-term returns [5][6]. - Her investment strategy includes a dual-track framework that balances strategic odds with macro factors to assess tactical probabilities, aiming to minimize unnecessary losses during uncertain market conditions [5][6]. Group 3: Gender Perspective in Investment - As a female fund manager, Sun Yuemeng perceives her gender traits as a characteristic that influences her decision-making style, favoring a balanced approach rather than extreme style shifts [6]. - She seeks to connect with investors who appreciate a steady investment style and are focused on long-term holding experiences, fostering a mutual growth journey [6]. - Sun Yuemeng emphasizes the need for investors to transition from a mindset of guaranteed returns to an understanding of the necessity of tolerating controlled volatility for achieving reasonable long-term returns [6].

Core Viewpoint - The investment philosophy of the company emphasizes stability and long-term gains over short-term high returns, advocating for low-volatility products that can yield consistent profits for investors [1][2][11]. Group 1: Investment Strategy - The company has shifted its focus from high-volatility products to low and medium-volatility strategies, such as quantitative convertible bond strategies and quantitative hedging strategies, which have proven to be more stable and risk-controlled [1][3]. - The founder believes that the core goal of investing is not to seek short-term excitement but to ensure that investors can "hold on, sleep well, and make money" [1][2]. - The company has developed a "valuation-momentum-risk parity" decision-making system to ensure that investment strategies remain resilient across various macroeconomic environments [3]. Group 2: Risk Management - The company employs a comprehensive risk management framework that integrates artificial intelligence and big data analysis to maintain a high level of sensitivity and responsiveness to market fluctuations [3][4]. - A compliance intelligent recognition module has been added to the risk management system to automatically scan for potential compliance risks, thereby creating a proactive regulatory defense line [5]. - The company emphasizes that risk management is not about limiting returns but about protecting compound growth [5]. Group 3: Performance Metrics - The flagship product, "Youmeili Win Value No. 1 A-Class Share," has achieved a cumulative return of over 150% and an annualized return exceeding 15% since its inception over six years ago [6]. - The company believes that controlling drawdowns effectively allows for the natural compounding of returns, leading to significant long-term growth [6][10]. - The company has maintained a "zero default" record in bond investments over the past decade, attributing this success to disciplined risk management and systematic monitoring of market indicators [7]. Group 4: Technological Integration - The company has invested heavily in technology, with technology expenditures accounting for half of its profits, and has established a complete chain from data collection to risk control [10][11]. - The team comprises members with backgrounds in computer science, mathematics, and financial engineering, which enhances the company's technological capabilities [10]. - The company aims to build a competitive edge through systematic and automated execution capabilities, positioning technology as a foundational element of its investment strategy [10][11].

Group 1 - The electronic industry has seen a net financing inflow of 1.4 billion, indicating a surge in interest, but this has led to a pattern of retail investors chasing high prices, resulting in stock price declines [1] - The phenomenon of high financing balances often creates a false sense of a bull market, where some investors profit significantly while others fail to outperform the index, highlighting the importance of capital utilization [3] - The behavior of institutional and retail investors resembles a "musical chairs" game, where timing and awareness of market movements are crucial for capitalizing on opportunities [4] Group 2 - Quantitative data reveals that significant price movements often occur after periods of indecision among institutional and retail investors, suggesting that market reactions are not always based on fundamental value [6] - Behavioral finance concepts illustrate that large funds often act ahead of retail investors, leading to a disparity in market reactions to news [7] - The case of Initial Ling Information demonstrates that traditional analysis may misinterpret market movements, while quantitative data can reveal underlying dynamics between retail and institutional investors [9] Group 3 - In the electronic industry, early indicators of institutional buying were detected 30 days prior to significant price movements, suggesting that informed investors can capitalize on opportunities before news becomes public [10] - The defense and military sector shows a contrasting trend where large funds are reducing positions despite positive rumors, indicating a cautious approach to market speculation [10] - Retail investors can benefit from understanding the dynamics between different styles of capital, as the true opportunities often arise when institutional buying aligns with retail interest [11] Group 4 - The commentary on the electronic industry's financing data reflects a broader need for investors to develop skills in market interpretation rather than relying solely on news [12]

Core Insights - The quantitative private equity sector has experienced significant growth in 2025, with a notable increase in the number of leading firms and their performance metrics [1][2][8] Group 1: Performance and Growth - As of November 2025, the number of leading quantitative private equity firms (with assets over 5 billion) rose from 63 at the end of 2024 to 91 [1] - Among these firms, 43 achieved a scale increase, representing nearly 50% of the total, surpassing the 41 firms in the subjective private equity category [2] - The average return for 61 leading quantitative private equity products was 31.71%, significantly outperforming the Shanghai and Shenzhen 300 Index, which had a return of 17.94% [1][2] Group 2: Licensing and Product Registration - By the end of November 2025, 30 leading quantitative private equity firms held the Hong Kong 9 license, with most firms obtaining this license in the last nine years [8] - In 2025, six new licensed firms entered the market, contributing to a total of eight firms that went overseas [8] Group 3: Notable Firms and Strategies - Notable firms that achieved significant scale increases include Hainan Shengfeng, which not only rose multiple tiers but also ranked third in performance with an average return of ***% [7] - The top five firms in terms of performance among those with at least three qualifying products included Ningbo Huanfang, Tianyan Capital, Evolutionary Theory Assets, Longqi Technology, and Century Frontier [11][20] Group 4: Product Registration - As of December 12, 2025, 70 leading quantitative private equity firms had registered over 10 products, with 24 firms registering more than 50 products [15][17] - The top five firms in terms of product registration included Mingpai Investment, Century Frontier, Blackwing Assets, and Wide De Investment, all of which had over 100 registered products [17]

一、资本盛宴下的暗流涌动 看着沐曦股份敲钟上市的新闻刷屏朋友圈，我端着咖啡的手突然抖了一下。这家号称"国产GPU四小龙"的企业，发行价定 在104.66元/股，市值直接飙到418亿。媒体都在欢呼硬科技企业的春天，南京国资如何运筹帷幄，13轮融资126亿的资本 神话。但作为一个在金融市场摸爬滚打多年的观察者，我看到的却是另一番景象。 南京国资这套"和利国信智芯"基金的操作确实漂亮——7.6亿撬动33亿规模，带动180多个半导体项目。红杉、国调、经纬 这些顶级机构的身影更让这场资本游戏显得高端大气。但你们知道吗？就在普通投资者盯着分时图幻想财富自由时，这些 机构早在场外完成了利益分配。 二、牛市陷阱：你以为的抄底可能是坟墓 记得2025年11月14日那天吗？美联储放个鸽派信号，A股半导体板块先扬后抑，尾盘直接跳水。多少散户看到早盘反弹就 冲进去"抄底"，结果被埋得死死的。这让我想起自己早年交的学费——当时我也天真地相信"牛市急跌就是送钱"，直到量 化数据给了我一记响亮的耳光。 过去十年数据显示，即便在牛市里也有四成个股跑输大盘。华兰疫苗就是个活教材：去年10月连跌6天时多少人割肉离 场？结果呢？人家转头就给你来个 ...

证 券 研 究 报 告 行业研究 非银行金融 2025 年 12 月 21 日 金融资金面跟踪：量化周报（2025/12/15~2025/12/19） 市场交投活跃度环比下行，贴水幅度有所 推荐（维持） 收敛 1）沪深 300 相对中证 500 周/月/年初以来超额收益分别为-0.2%/-1.3%/-7.9%；2）中 证 1000 相对中证 500 周/月/年初以来超额收益分别为-0.6%/-1.7%/-2.7%；3）中证 2000 相对中证 500 周/月/年初以来超额收益分别为+0.3%/-0.1%/+6.4%；4）微盘股相对中证 500 周/月/年初以来超额收益分别为+3%/-4.4%/+42.5%。 1）沪深 300 周/月/年初以来日均成交额分别为 4042/4187/3998 亿元，环比 -12.4%/-48.8%/+0.6%；2）中证 500 周/月/年初以来日均成交额分别为 2913/2855/2802 亿 元，环比 -9.4%/-48%/+0.8% ；3）中 证 1000 周 /月 /年初以来日均成交额分别为 3624/3692/3579 亿元，环比-8.3%/-44.3%/+0.5%；4） ...

- The report does not contain any specific quantitative models or factors for analysis and construction[1][2][3] - The report provides a detailed overview of A-share market trends, including style performance, valuation, and fund flows, but does not elaborate on quantitative models or factors[18][59][84] - The report discusses style indices such as "momentum vs reversal" and "small-cap vs large-cap," but these are presented as market observations rather than constructed quantitative factors or models[59][60][78]