最近刷行情的时候，看到个值得琢磨的数据：沪深两市有124只股票，连续5天甚至更久都获得融资净买入，其中华天酒店更是拿下 了14天的连续净买入，还有不少大家眼熟的个股在列。说实话，换做以前，我看到这种数据肯定直接跟风入场，但吃过几次亏才彻 底明白，光看表面涨跌、追热点凑热闹，最后只会被市场来回收割。为什么？因为你永远摸不清背后资金的真实意图，涨了怕踏空 追高，跌了怕套牢割肉，一天到晚焦虑得坐立难安。但现在不一样了，有了量化大数据的加持，这些困扰全成了过去式，它能帮你 把机构的真实交易行为扒得明明白白，用冰冷的客观数据代替你拍脑袋的主观直觉，再也不用在涨跌里瞎纠结。 一、别被涨跌迷惑，先看机构参与度 我之前有个小兄弟，就因为光看涨跌吃了大亏。一只票涨得如火如荼，他追进去就开始调整，拿着心慌意乱，割肉后股价直接起 飞，来回几次心态直接崩了。后来我让他试着用量化大数据看「机构库存」——就是图里K线下方的橙色柱体，这个数据反映的是 机构资金的活跃程度，不是告诉你机构买了或卖了，就是看机构有没有积极参与交易。看图1里的这只票，股价上涨的时候「机构 库存」早就消失了，说明机构根本没在积极参与，那涨势肯定走不远，结果和数据显 ...

本文首发于公众号"私募排排网"。 （点击↑↑ 上图查看详情 ） 2021-2025年的近5年间，私募行业先经历规模萎缩与出清阵痛，又在流动性改善、监管完善与策略升级的共同作用下，于2025年迎来新一轮"黄 金扩张期"，整体呈现出 "总量增长、结构优化、头部集中、质量提升"的鲜明特征。 在此期间，有一批新锐私募成立并逐步成长壮大。私募排排网数据显示，截至2025年12月31日，在近5年间成立的私募共有990家，占所有私募 总数的13.17%。其中，旗下至少有3只产品有业绩展示的新锐私募共有79家，平均收益为36.42%。 那么，有哪些新锐私募在短短的五年期间就晋升为头部私募？2025年来业绩在三大规模组（规模为50亿以上、规模为10-50亿、规模为0-10亿） 位列10强的新锐私募又有哪些？ 0 1 50亿以上：新锐私募不足3%！云起量化、海南盛丰业绩领衔 在990家近五年成立的私募中，头部私募（规模50亿以上）仅有28家，占比仅有2.82%。其中，百亿私募有11家，准百亿（规模50-100亿）的私 募有17家。其中，2025年内成立的私募共有4家，且实控人均为机构；另外，2025年规模跃升至头部的私募共有11 ...

AI基金兴证资管国企红利优选混合发起式A（023169）披露2025年四季报，第四季度基金利润73.2万元，加权平均基金份额本期利润0.0321元。报告期内， 基金净值增长率为3.03%，截至四季度末，基金规模为2458.93万元。 该基金属于偏股混合型基金。截至1月22日，单位净值为1.082元。基金经理是刘懿。 基金管理人在四季报中表示，投资组合上，维持绝多数持仓股票来自基准指数中证国企红利指数成分股，力争跟上产品业绩基准。同时在一定维度上利用量 化模型优化持仓权重，力求实现基金资产的长期增值。 截至1月22日，兴证资管国企红利优选混合发起式A近三个月复权单位净值增长率为-0.52%，位于同类可比基金638/689；近半年复权单位净值增长率 为-1.01%，位于同类可比基金667/689；近一年复权单位净值增长率为8.24%，位于同类可比基金647/673。 截至12月31日，基金成立以来夏普比率为0.1459。 据定期报告数据统计，成立以来平均股票仓位为79.26%，同类平均为84.04%。2025年三季度末基金达到91.75%的最高仓位，2025年一季度末最低，为 60%。 截至2025年四季度末，基 ...

Core Insights - In 2025, A-shares, Hong Kong stocks, and US stocks all performed well, with the Shanghai Composite Index rising over 18%, the Shenzhen Component Index nearly 30%, and the ChiNext Index over 49% [3] - The average return for private equity in 2025 was approximately 25%, with 675 private equity firms experiencing significant growth in management scale [3] - The growth in management scale was attributed to either a notable increase in product net value or gaining investor trust, leading to more entrusted funds [3] Group 1: Private Equity Growth - A total of 675 private equity firms saw their management scale increase, with 369 being subjective, 159 quantitative, and 131 using a combination of both strategies [3] - Among the firms that achieved significant growth, 23 new firms entered the billion-yuan private equity club, while 15 firms returned to this status [4] - The new billion-yuan private equity firms included 14 quantitative and 6 subjective firms, with 18 focusing on stock strategies [5] Group 2: Notable Firms and Strategies - Notable firms that achieved a scale increase of more than two tiers included Chengyang Investment, Dadao Investment, and Square and Investment, all of which grew from 20-50 billion yuan to over 100 billion yuan [5][8] - The firm Square and Investment, led by Lü Jieyong, has received over 70 awards and focuses on stock strategies with a strong quantitative approach [10] - Among the 15 firms returning to the billion-yuan club, 8 were subjective and 6 were quantitative, with 12 focusing on stock strategies [11] Group 3: Performance Rankings - The top 20 private equity firms for 2025 were identified, with the threshold for inclusion being a return exceeding a certain percentage [19] - The top five firms based on returns included Shanghai Hengsui Asset, Beijing Xiyue Private Equity, and Qiantou Investment, with a significant number of subjective firms in the rankings [19][20] - The firm Beijing Xiyue Private Equity achieved a scale increase from 5-10 billion yuan to 20-50 billion yuan, ranking second in returns for 2025 [22][23] Group 4: Long-term Performance - Over the past three years, the top-performing private equity firms included Zhongying Investment and Beijing Xiyue Private Equity, both achieving high returns [24] - In the five-year performance rankings, Zhongying Investment ranked first, with a significant number of subjective firms also making the list [27] - The firm Hualong Private Equity, focusing on futures and derivatives, ranked third in three-year returns, showcasing strong performance in the market [26]

Group 1 - The report indicates that multi-strategy approaches, particularly A-share equity strategies and CTA strategies, are currently favored. Equity assets have returned to a state of fluctuation, with enhanced index strategies showing signs of recovery, and there are still opportunities for allocation in A-share equity strategies. In the context of ongoing trends in precious metals like gold and silver, as well as increased volatility in non-ferrous metals, CTA strategies continue to play a role in enhancing returns and reducing volatility in asset allocation [7][55]. - The performance of bank wealth management products has been positive overall, but there has not been a corresponding expansion in scale. Products in the commodity and derivative categories, as well as equity-related wealth management products, have led the gains. However, aside from a slight net increase in mixed wealth management products, the remaining categories have generally seen a decline in their existing scale [32][55]. Group 2 - In the recent week, the performance of multi-strategy approaches showed that small-cap index enhancement and CTA strategies led the gains, with the median return of public neutral strategies turning positive. Large-cap index enhancement strategies, however, showed weaker returns [10]. - The report highlights that the public neutral strategy products have seen an overall recovery in returns, with the highest, lowest, and median returns for public neutral strategy products being 2.39%, -1.05%, and 0.18% respectively. Private neutral strategy products had returns of 3.38%, -5.26%, and -0.43% respectively [26][27]. - The private CTA strategy remains strong, with the highest, lowest, and median returns for private CTA strategy products being 6.09%, -1.94%, and 0.35% respectively, indicating robust performance in the context of ongoing trends in precious metals and increased volatility in commodities [29][31].

Report Summary 1. Industry Investment Rating - No industry investment rating is provided in the report. 2. Core Viewpoints - A timing model can be applied to commodities, and the report models the most market - concerned gold and crude oil. The model is more suitable for medium - term band trading rather than intraday high - frequency trading [2]. - The gold timing model has a sample - out interval from March 2019 to now, with 61 correct intervals and 17 incorrect intervals, and an interval win - rate of 78.21%. The crude oil timing model has 52 correct intervals and 11 incorrect intervals in the same sample - out period, with an interval win - rate of 82.54% [2]. 3. Summary by Relevant Catalogs 3.1 Gold Timing Model - In 2025, precious metals like gold and silver had a super - bull market. On January 20, 2026, the spot gold price exceeded $4700. The model aims to judge the future movement of gold in a complex macro - background. The target variable is COMEX gold due to its high liquidity and global - factor - dominated price [5]. - Factors include gold ETF holdings, ETF volatility, inventory, short and long positions, trading volume, global broad liquidity, other non - ferrous metal - related indicators, gold - copper ratio, gold - oil ratio, and COMEX gold futures technical indicators. After marginal processing of 196 original factors, there are 338 factors in total, and after screening, 138 daily - frequency, 27 weekly - frequency, and 25 monthly - frequency factors are retained [2][5]. - From March 2019 to now, the model has 61 correct intervals and 17 incorrect intervals with a 78.21% win - rate. Since the end of October 2025, the model has continuously output an upward view on gold [2][6]. 3.2 Crude Oil Timing Model - The target of the crude oil timing model is IPE Brent oil. Crude oil has relatively larger fluctuations and lower smoothness [8]. - Factors include the common factors with gold (such as gold - oil ratio and global liquidity), as well as different types of crude oil, different exchange crude oil, transportation index, Sino - US inventories, Chinese imports, US and OPEC production, crude oil ETF, refinery operating rate, futures positions, technical indicators, and zinc ingot price. After marginal processing of 281 original factors, there are 394 factors in total, and after screening, 133 daily - frequency, 22 weekly - frequency, and 45 monthly - frequency factors are retained [2][8]. - From March 2019 to now, the model has formed 52 correct intervals and 11 incorrect intervals, with an 82.54% win - rate. It was bullish from December 12, 2025, to January 9, 2026, and turned bearish on January 13, 2026 [8].

Core Insights - The article discusses the journey of a private equity investor transitioning from a stable job in a state-owned enterprise to actively managing investments in private equity funds, highlighting the importance of effective communication with investment advisors [3][4]. Investment Motivation - The investor's initial motivation for choosing private equity was to achieve returns that exceed loan interest rates while ensuring effective communication with advisors, which was lacking in previous experiences with banks [5][6]. Initial Investment Experience - The first private equity product purchased was a Fund of Funds (FOF) from Fidelity, which provided an annual return that covered the loan interest rate of 3.15%, fulfilling the investor's initial financial goals [9]. Product Selection Criteria - Key factors considered when selecting private equity products include attending roadshows to understand the underlying logic, reviewing past performance, and assessing how the product performs in extreme market conditions [10][11]. Redemption and Reallocation Strategy - The decision to redeem or increase investment in a product is based on its performance relative to expectations and comparisons with similar strategies. If a product underperforms significantly, the investor considers reallocating funds to better-performing options [12][13]. Portfolio Composition - The investor maintains a diversified portfolio that includes various strategies such as macro, quantitative, and fixed income, aiming for a balanced approach to enhance returns while managing risk [16][17]. Learning and Adaptation - The investor acknowledges a gradual increase in risk tolerance and understanding of quantitative products, reflecting on missed opportunities due to initial reluctance to embrace higher-risk investments [18][20]. Advice for New Investors - New investors are advised to manage expectations regarding risk and returns, start with smaller investments in lower-risk strategies, and view investing as a positive experience to share with family [21][22].

Market Performance - In December 2025, the three major A-share indices showed a fluctuating trend in the early part of the month and strengthened in the latter part, with the Shanghai Composite Index achieving 11 consecutive days of gains [1] - The Shanghai Composite Index, Shenzhen Component Index, and ChiNext Index rose by 2.06%, 4.17%, and 4.93% respectively in December [1] - Commodity futures such as gold, silver, copper, aluminum, and lithium carbonate also experienced strong upward trends in December [1] Private Equity Fund Performance - In this market context, over 51% of the 352 private equity products under a major private equity firm reached historical net value highs last month [2] - Among the products, stock strategy products were the most numerous, with 249 products (225 quantitative long and 8 subjective long), accounting for over 70% [2] - Quantitative products comprised 307 products (with 180 being index-enhanced), making up nearly 90% of the total, while non-quantitative products accounted for only 45 [3] Notable Private Equity Firms - Twelve major private equity firms had all their products (with at least three products displayed on the private equity ranking website) reach historical net value highs last month [4] - The firms ranked by average returns for 2025 include Lingjun Investment, Ningbo Huafang Quantitative, Chengqi Private Equity, and others, with eight firms being quantitative private equity [4][5] - Notably, Ningbo Huafang Quantitative had 10 products (all index-enhanced) with an average return exceeding ***% for 2025, ranking second among quantitative private equity firms [8][9] Performance Rankings - The top five products by average returns for 2025 came from firms such as Yuanshin Investment, Yinye Investment, Longqi Technology, Lingjun Investment, and Pingfang Investment, with two subjective long products taking the top two spots [14] - The threshold for the top 20 products in terms of returns over the past three years was close to ***%, with notable products from Abama Investment and Honghu Private Equity [19][21] - Over the past five years, the top five products were from Honghu Private Equity, Jiukun Investment, Minghuan Investment, Tianyan Capital, and Century Frontier, with a similar threshold for the top 20 products [23][25]

Core Insights - The 19th HED China Summit held in Shenzhen focused on reshaping investment logic in China and wealth management paradigms, covering hedge funds, ETFs, and financial derivatives [2] - Key discussions included asset allocation strategies in a low-interest-rate environment, global investment opportunities, and the evolution of quantitative strategies [2] Group 1: Macro Trends and Industry Insights - The asset management industry is experiencing three core trends: a shift from single strategies to systemic competition, the rise of ecological cooperation, and the global expansion of Chinese private equity funds [5] - In 2026, insurance asset allocation is expected to show a slight decrease in bond proportions, a rapid increase in equity investments, and a slowdown in alternative investments, with a notable improvement in returns [7][8] - The macroeconomic outlook suggests that the GDP growth rate needs to maintain around 3.5% to meet the 2035 target of $20,000 per capita GDP, with a focus on structural breakthroughs in new productive forces [9] Group 2: Investment Strategies and Opportunities - The North Exchange has become a primary platform for innovative SMEs, with 78% of its listings classified as "specialized, refined, and new," indicating a solid foundation for long-term market growth [21] - Investment strategies for 2026 include a dual approach: a defensive strategy focusing on quality new stocks and a growth strategy targeting high-growth sectors [22][23] - The rise of AI is expected to significantly impact inflation, labor markets, and asset prices, with the U.S. and China leading in AI development [14] Group 3: Quantitative Investment and Technological Integration - The quantitative investment sector is entering a "Cambrian explosion" phase, emphasizing diversity over uniformity, with a need for unique value propositions to stand out in a crowded market [17][18] - The implementation of stricter regulations is pushing quantitative strategies to evolve from high-frequency to mid-frequency approaches, with AI and deep learning becoming key drivers [32] - Cloud services are enhancing the efficiency of quantitative research and trading by enabling rapid deployment across global markets, thus reducing costs and improving operational capabilities [35] Group 4: Industry Collaboration and Future Directions - The establishment of the Investment Committee at the Capital Market Research Institute aims to create a high-value ecosystem linking domestic and international investors with listed companies [11] - The summit provided a platform for discussions on the challenges and strategies for Chinese institutions expanding overseas, emphasizing the need for adaptation to local regulations and building trust with foreign investors [38] - The closing discussions highlighted the structural changes in quantitative strategies due to regulatory pressures and technological advancements, stressing the importance of differentiated strategies and robust risk management [41]

Core Viewpoint - Beiyang Quantitative, established in 2020, is an innovative quantitative manager driven by artificial intelligence technology, achieving a management scale exceeding 10 billion yuan by January 2026, making it the first pure quantitative private equity manager in Jiangsu Province [3][8]. Group 1: Company Overview - Beiyang Quantitative is positioned as an AI-native technology company, employing a full-process AI investment research model, with notable technical strength in artificial intelligence within China [3][9]. - The company was founded by Dr. Feng Ji, who is the executive director of the Nanjing International Artificial Intelligence Research Institute, and the team includes ACM/ICPC medalists and experts in artificial intelligence [3][9]. - As of January 2026, Beiyang Quantitative has built a competitive supercomputing center with a computing power exceeding 150 PFlops and a storage capacity of over 50 PB [12][14]. Group 2: Investment Philosophy and Strategies - The core philosophy of Beiyang Quantitative is "Building the Future of Investment with AI," focusing on transforming financial investment paradigms through advanced technology [3][9]. - The company employs short-cycle quantitative strategies with a turnover rate exceeding 200 times, capturing short-term alpha while maintaining a focus on market volatility [13]. - The investment strategies include: - **Index Enhancement Strategy**: Targets the CSI 1000 index, aiming for excess returns through a combination of active and passive investment approaches [18]. - **Quantitative Stock Selection Strategy**: Focuses on achieving higher absolute returns without tracking specific broad-based indices, allowing for greater flexibility in portfolio construction [20]. - **Market Neutral Strategy**: Utilizes mathematical models to identify pricing inefficiencies while minimizing risk through a balanced long and short position [21]. Group 3: Performance and Recognition - Beiyang Quantitative's products have consistently outperformed benchmarks, with several funds achieving returns above ***% since their inception [3][19]. - The company has received multiple industry honors, including the "Three-Year Outstanding Private Equity Company Award" in the neutral strategy category at the 2025 Golden Bull Awards [27].