Core Viewpoint - The article emphasizes that the CTA (Commodity Trading Advisor) strategy is poised for significant opportunities in 2026, driven by a combination of favorable market conditions and the need for diversification in investment portfolios [2][6]. Group 1: 2025 Performance of CTA Strategies - In 2025, the futures and derivatives strategy index rose by approximately 13.86%, with the median return across all products reaching 12.51% and a maximum drawdown median of only -6.33%, highlighting the necessity of allocation to these strategies [2]. - The performance of subjective and quantitative CTA products was impressive, with profitability ratios of 88.2% and 90.4%, and median annual returns of 16.47% and 12.65%, respectively [3]. - The long-cycle trend CTA strategy benefited from the prolonged rise in precious metals, establishing itself as a leader in the full-spectrum trend CTA category [3]. Group 2: Market Outlook for 2026 - The article forecasts that 2026 will be a year of opportunities for CTA strategies, as the global economy transitions from "weak recovery" to "early reflation," characterized by a "cooling energy market and rising metals" [6]. - Key bullish areas include gold, supported by factors such as Federal Reserve rate cuts and central bank purchases, with Goldman Sachs predicting gold prices to reach $4,900 per ounce by the end of 2026 [7]. - Conversely, bearish areas include crude oil, with a projected oversupply of 4 million barrels per day, leading to a forecasted Brent crude price drop to $57 per barrel [7]. Group 3: CTA Strategy Logic and Market Conditions - The article notes that the "clear long and short" market structure aligns with CTA trading logic, where quantitative CTAs capture emerging trends and subjective CTAs leverage fundamental research for wave opportunities [8]. - The ongoing global low-interest-rate environment and the "yield drought" backdrop create fertile ground for trend-following and cross-sectional arbitrage strategies, enhancing the risk-adjusted returns of CTA strategies [12]. - The CTA strategy is positioned as a "ballast" in investment portfolios, capable of navigating through cycles and capturing both long and short opportunities, especially in a market characterized by structural adjustments and geopolitical risks [12].

Core Insights - The article discusses the transformative changes in China's private equity industry by 2025, highlighting the rise of AI-driven quantitative strategies, the expansion of private equity scale to over 22 trillion yuan, and the acceleration of overseas investments, leading to a more diversified industry landscape [1][5]. Group 1: Early Exploration - The journey into quantitative research began with a broad exploration approach, emphasizing the importance of absorbing various knowledge and methods without early limitations [7]. - The initial phase involved replicating brokerage research strategies, which revealed significant differences in results due to data cleaning and parameter selection, underscoring the importance of understanding data nuances [8]. - The researcher discovered alternative data sources, such as management discussions in financial reports and non-structured information from company research memos, which were underutilized in mainstream quantitative circles [8]. Group 2: Practical Advancements - A pivotal shift occurred in the researcher’s role, moving from executing quantitative models to actively participating in the construction of a "super fusion strategy," integrating quantitative and subjective investment approaches [10]. - The initial model of "subjective direction, quantitative execution" faced challenges due to misalignment with existing industry classifications, prompting a need for a tailored investment framework [10][12]. - The new approach involved creating a dynamic "industry and concept cluster" that aligns with the firm's unique investment logic, moving away from passive reliance on market classifications [12]. Group 3: Mathematical Foundations - The experience in mathematical Olympiads contributed to a foundational "thinking code," emphasizing rigor, problem decomposition, and a balance between imagination and logical validation in quantitative research [14][15]. - The rigorous pursuit of logical consistency in model construction helps avoid common pitfalls, while the ability to break down complex problems into manageable components enhances problem-solving efficiency [14][15]. Group 4: Theoretical and Empirical Balance - The article emphasizes the importance of seeking theoretical validation through simulations while being cautious of the assumptions made during these simulations [17]. - Historical data analysis serves to identify the limitations of theories rather than merely confirming their accuracy, highlighting the need for critical evaluation of model applicability [17][18]. Group 5: Future Outlook - The private equity industry is undergoing significant changes with the emergence of new technologies and methodologies, yet the core logic of finding structured models from market uncertainties remains unchanged [19]. - The ability to navigate different paradigms and freely traverse knowledge domains is seen as essential for creating real value in the evolving landscape of quantitative finance [19].

Group 1: Precious Metals Market - International gold and silver prices experienced a sharp decline, with spot gold dropping by 7.95% to $4949.62 per ounce and spot silver falling by 16.93% to $95.86 per ounce, hitting a low of $95 [1] - The market volatility was attributed to speculation and a sudden sell-off, with gold prices plummeting by $380 in just 28 minutes, a nearly 7% drop, while silver prices fell by 11% in the same timeframe [3] - The World Gold Council reported that the demand for gold in 2025 is expected to solidify its position among central banks, investors, and consumers, with structural adjustments impacting the market until early 2026 [3] Group 2: Lithium Mining Sector - The lithium mining sector faced a significant drop, but companies like Ganfeng Lithium and Yahua Group reported that their operations are normal and products are in high demand [2] - Battery-grade lithium carbonate prices have surged from approximately 70,000 yuan per ton to around 170,000 yuan per ton since the second half of 2025, indicating a recovery that may benefit companies with their own mines and salt lakes [2] Group 3: Private Equity and IPOs - In January, private equity firms participated in new stock placements, with a total allocation amounting to 338 million yuan across five companies, highlighting the continued interest in private equity investments [4] - The China Securities Regulatory Commission approved the IPO registration of Beijing Weitongli Electric Co., indicating ongoing activity in the public market [7] Group 4: Renewable Energy and Hydrogen Production - By the end of 2025, China's renewable energy hydrogen production capacity is expected to exceed 250,000 tons per year, marking a significant increase compared to the previous year [6] Group 5: Chicken Market - The white feather chicken market has shown signs of recovery, with prices for large wings nearing 50 yuan per kilogram, reflecting a more than 20% increase from the low point in October 2025 [6] Group 6: Pharmaceutical Developments - Kangzheng Pharmaceutical received approval for the first targeted drug for treating vitiligo in China, indicating advancements in the pharmaceutical sector [5] Group 7: Financial Performance Forecasts - Companies such as CICC and Huazi Industrial are projecting significant profit increases for 2025, with CICC expecting a net profit increase of 50% to 85% and Huazi Industrial forecasting a growth of 128% to 167% [16][18]

该私募市场的兴起带来了日益严峻的挑战，伦敦证交所首席执行官Julia Hoggett表示，私募市场对该交 易所的威胁可能比其他交易所更大。私募市场通常比公开上市股票透明度和流动性更低，如果市场状况 发生变化，可能带来更大的风险。英国监管机构正在调查包括养老金在内的机构在面临经济衰退时会如 何反应，以及这可能如何对国家的金融稳定造成压力。由养老金保护基金覆盖的固定收益基金拥有超过 1万亿英镑（约合1.4万亿美元）的资产。当公司破产且其养老金计划出现缺口时，该基金会向员工提供 补偿。 美股频道更多独家策划、专家专栏，免费查阅>> 1月30日，英国固定收益养老金计划正大量涌入私营公司，目前其股票风险敞口中近一半由非上市股份 组成，这对提振伦敦金融城公开市场的努力构成了打击。根据养老金保护基金（PPF）的一份报告，去 年非上市股票平均占其股票风险敞口的45%左右，而2020年这一比例还不足18%。 责任编辑：山上 ...

本文首发于公众号"私募排排网"。 （点击↑↑ 上图查看详情 ） 年度之星： 以近一年收益为主要筛选标准，上榜基金为排排在售，满足存续规模超过1000万元，同时基金单位净值须大于1.2，成立以来夏普比率大于 1.0。为保证相对公平性，同一榜单，同一家公司的产品只能上榜一只。此外，本篇文章仅对股票策略产品进行统计。 根据榜单规则，截至2025年12月31日的净值，年度之星上榜产品来自 德远投资、允朗投资、乾图投资、海南盖亚青柯私募、优波资本 等私募管 理人，除了海南盖亚青柯私募和小熊猫私募旗下上榜基金为量化产品外，其余10强均为主观选股基金。 德远投资伍周管理的"德远扬帆一号"是年度之星的榜首，截至2025年12月31日，该产品成立以来夏普 *** ，近一年收益 ***%（ 点此查看收益 ） 。公开资料显示，伍周现任德远投资合伙人、基金经理。他是中山大学管理学硕士，硕士期间在世界知名学府德国洪堡大学交换学习，有十 多年的证券行业从业经验。 [应监管要求，私募产品不能公开展示业绩，文中涉及收益数据用***替代，合格投资者可扫码查看收益数据。] 海南盖亚青柯私募马诚凯管理的"盖亚青柯刺桐进取A类份额"是一只量化选股产 ...

本报记者 吴晓璐 1月28日，公安部经侦局发文表示，依法严打上市公司财务造假、操纵市场、内幕交易、非法证券期货等重大证券期货犯 罪，推动刑事追责落地见效，全力保障资本市场高质量发展。 进入2026年，证监会、最高人民检察院、公安部等多部门密集发声，剑指严厉打击资本市场违法违规行为，着力构建全方 位、全链条的监管执法格局，筑牢资本市场高质量发展法治基础。 中央财经大学会计学院教授、资本市场监管与改革研究中心主任陈运森在接受《证券日报》记者采访时表示，严监管有助 于推动形成知敬畏、守底线、讲诚信的长效市场生态，防范化解金融风险，维护金融稳定，引导资金流向优质企业，增强市场 韧性与活力，为科技创新、产业升级提供充足的资本支撑，助力实体经济高质量发展。 其中，证监会开出的2026年首份罚单，对余韩操纵证券市场行为作出行政处罚，罚没金额合计10.22亿元，并同时采取3年 证券市场禁入措施以及3年证券市场禁止交易措施。 财务造假、操纵市场、内幕交易等违法违规行为长期损害资本市场信心，始终是监管部门严厉打击的重点。 1月23日，证监会披露私募浙江瑞丰达资产管理有限公司（以下简称"瑞丰达"）违法违规案件查处情况，上海证监局对 ...

Core Viewpoint - In December 2025, a record high of 2,362 private equity products achieved new net asset values, with non-quantitative products accounting for 1,209 and quantitative products for 1,153 [3]. Product Types Summary - Among the products, stock strategy products were the most prevalent, totaling 1,154, representing approximately 49% of the total. Following this, futures and derivatives strategy products accounted for 494, multi-asset strategy products for 447, bond strategy products for 169, and combination fund products for 98 [3]. High-Performing Products Summary - The article highlights the top 20 private equity products by strategy for 2025, focusing on stock strategy (both subjective long and quantitative long), futures and derivatives strategy, and multi-asset strategy, specifically for products with a company size of over 500 million [3]. - Among the high-performing private equity products, 26 have been established for over 10 years, with 22 of these achieving an annualized return exceeding 10% since inception [4]. Quantitative Products Summary - The threshold for the top 20 quantitative long products in 2025 was close to ***%, with companies like Jintong Investment and Hanrong Investment having products in the top 5. Notably, companies such as Longqi Technology, Square and Investment, Evolutionary Asset, Mengxi Investment, and Mingyun Investment had products listed among the top in the billion-dollar private equity category [7][9]. Subjective Long Products Summary - The threshold for the top 20 subjective long products in 2025 was also close to ***%, with Beijing Xiyue Private Equity having products in the top 5. The largest product among the top 20 was "Qiantang Tangxuanjia" from Qiantang Investment, exceeding *** billion in size [10][12]. Futures and Derivatives Strategy Summary - In the top 20 futures and derivatives strategy products for 2025, Yizu Investment led the rankings, with products from Huying Private Equity and Huacheng Private Equity also in the top 5. For multi-asset strategy products, Xishirun Investment had products in the top 5 [14][18].

Core Viewpoint - The A-share market continued its strong performance in 2025, with the Shanghai Composite Index returning to 4000 points after ten years and the ChiNext Index rising approximately 50% throughout the year. This growth was driven by breakthroughs in the technology sector, liquidity easing, and policy support, but also experienced significant market differentiation and volatility [3]. Group 1: Private Fund Performance - As of December 31, 2025, there were 3,270 stock strategy products with reported returns and Sharpe ratios, achieving an average return of 37.36% and an average Sharpe ratio of 1.67. Products from funds with over 10 billion in assets had a higher average Sharpe ratio of 2.18 [3]. - The high returns of private equity products are often accompanied by high risks, with the Sharpe ratio serving as a key indicator for assessing the risk-adjusted performance of investment portfolios [3]. Group 2: Top Products by Fund Size - In the category of funds over 100 billion, there were 499 products with an average return of 34.7% and an average Sharpe ratio of 2.18. The top three products were managed by Wang Yiping from Evolutionary Asset, Zhu Xiaokang from Longqi Technology, and Xu Jikan from Mingshi Fund [5][6]. - For funds between 50-100 billion, 204 products reported an average return of 36.93% and an average Sharpe ratio of 2.11, with the top three managed by Shi En from Yunqi Quantitative, Liang Tao from Liangkui Private Fund, and Lin Ziyang from Hainan Shengfeng Private Fund [8][10]. - In the 20-50 billion category, 351 products had an average return of 39.76% and an average Sharpe ratio of 1.76, with the top three managed by Zhong Yinhui from Xiangmu Asset and Liu Xuhui from Hainan Zhengren Quantitative Private Fund [12][13]. - For funds in the 10-20 billion range, 409 products achieved an average return of 45.27% and an average Sharpe ratio of 1.66, with the top three managed by Zheng Bin and Zou Qixiang from Yangshi Asset [15][17]. - In the 5-10 billion category, 477 products had an average return of 38.71% and an average Sharpe ratio of 1.54, with the top three managed by Liu Li and Zhu Chaona from Qiheju Asset [19][20]. - For funds under 5 billion, 1,330 products reported an average return of 34.88% and an average Sharpe ratio of 1.43, with the top three managed by Wu Ziqiang and Ding Xu from Duwi Fund [21][22].

本文首发于公众号"私募排排网"。 （点击↑↑ 上图查看详情 ） 量化策略凭借其纪律性、广度与效率，系统性地捕捉分散机会、管理风险；主观投资则依靠深度认知，灵活应对市场变化、捕捉结构性机遇。二 者结合，旨在取长补短，兼顾持续性与适应性。 近年来，随着市场有效性提升与单一策略局限凸显， "主观+量化"融合已成为私募行业的重要演进方向。根据私募排排网统计，截至2025年 末， 以 "主观+量化"为投资模式的私募共有1264 家，其中有业绩展示的私募 2025年平均收益达 31.15 %，高于量化私募 29.42 %的整体收益 。 当市场在震荡与趋势中交替前行，"主观+量化"混合类私募的实际业绩表现如何？为能更清晰地了解，笔者按照管理规模分类，分别梳理出2025 年度收益十强的"主观+量化"类私募。 （统计范围：在私募排排网至少有3只产品展示业绩且符合排名规则、公司投资模式为"主观+量化"的私 募） 0 1 50亿以上：少数派投资位列第2！玄元、正瀛等4家百亿私募上榜！ 截至2025年末，管理规模50亿以上、在私募排排网上至少有3只产品展示业绩且符合排名规则的"主观+量化"类私募共有13家，2025年平均回报 率为 ...

连续第二年，前海选择在开年之初发布重磅文件——《前海建设深港深度融合发展引领区2026年行动方 案》（下称《行动方案》）。以21方面举措、56条具体任务，系统性推动规则衔接、产业协同、民生融 通三大关键领域突破，勾勒出的不只是一张制度清单，更是一条清晰的深港融合路径。 前海开年之初发布重磅文件—《前海建设深港深度融合发展引领区2026年行动方案》。 前海管理局供 图 在粤港澳大湾区的棋局中，前海的每一次落子，总是最引人瞩目。 声音 "现在前海要通的是数据、是标准、是法律的信心" 如果你认为前海只有摩天大楼和金融精英，那你可能错过了这份《行动方案》的温情一面。 "今年年初，香港管弦乐团在前海滨海艺术中心的新年音乐会座无虚席。"全国政协委员、香港资深大律 师、德辅大律师事务所主席谭允芝提到的这个场景，极具象征意义。以前，港人来前海是为了"搞钱搞 事业"，现在，可能是为了听一场高品质的音乐会，《行动方案》捕捉到了这一需求变化，明确提出 要"营造兼具港风港味与国际接轨的生活氛围"，将融合的触角，从办公桌延伸到生活半径。这背后，是 一整套与"过日子"密切相关的制度设计。扩大"港澳药械通""长者医疗券"服务范围，意味着香 ...