AI大时代已经到来，来自信托、私募、券商和实体企业的多位嘉宾认为，AI正在也必将更深刻地改变 世界，企业要积极创新发展，投资也要拥抱未来；量化投资的核心在于数据、模型与算法，而人工智能 恰恰为这些环节注入了新的增长引擎，量化私募与人工智能的深度融合，正推动本土资产管理行业迈向 新的竞争格局；信托作为连接货币市场、资本市场与实体经济的重要纽带，应以耐心资本赋能科创产 业，以"受人之托，忠人之事"的信托精神守护实体经济与居民财富 ...

Core Viewpoint - The A-share market has shown significant performance in 2025, with major indices like the Shanghai Composite Index up over 16%, the Shenzhen Component Index up over 24%, and the ChiNext Index up over 42% as of November 2025. However, there is notable sector divergence, with strong performances in banking, electronics, telecommunications, non-ferrous metals, and power equipment, while sectors like liquor and real estate lag behind [2][3]. Group 1: Top Quantitative Private Equity - A total of 36 private equity firms with over 10 billion in assets made it to the top quantitative private equity list, with firms like Lingjun Investment, Ningbo Huanfang Quantitative, and Stable Investment ranking in the top 10 [3][5]. - The average yield for the top quantitative private equity firms from January to November 2025 is close to ***%, with 76 firms employing stock strategies, 11 using multi-asset strategies, 10 focusing on futures and derivatives, 2 on bonds, and 1 on combination funds [2][5]. - The top 10 private equity firms by yield include Huacheng Private Equity, Longyin Huxiao, and Tianhui (Shanghai) Private Equity, among others [3][5]. Group 2: Top Subjective Private Equity - The threshold for the top subjective private equity firms is higher than that of quantitative firms, with an average yield close to ***% for the top firms from January to November 2025 [9][11]. - 85 firms in the subjective strategy category dominated the top 20, with only 7 firms with over 10 billion in assets making the list, including Yuanxin Investment and Fusheng Asset [9][11]. - The top 10 subjective private equity firms by yield include Beijing Xiyue Private Equity, Luyuan Private Equity, and Qiantou Investment, among others [9][11]. Group 3: "Small but Beautiful" Private Equity - The "Small but Beautiful" category features 79 firms using stock strategies, with the average yield threshold exceeding ***% [13][15]. - The top three firms in this category are Longhuixiang Investment, Jingying Zhito, and Moku Asset [13][15]. - The top 10 firms in this category include Longhuixiang Investment, Moku Asset, and Jingying Zhito, among others [13][15].

Core Insights - The article highlights the significant growth and performance of quantitative private equity firms in 2025, with a notable increase in the number of top firms and their average returns outperforming major indices [2][3]. Group 1: Performance and Growth - As of November 2025, the number of top quantitative private equity firms (with assets over 5 billion) increased from 63 to 91, with 43 firms experiencing substantial growth in scale [3][4]. - The average return for 61 top quantitative private equity products was 31.71%, significantly exceeding the 17.94% increase of the CSI 300 index [2][5]. - Among the firms that achieved scale growth, 30 firms moved from below 5 billion to the top tier, while 13 firms advanced from 50-100 billion to over 100 billion [4][5]. Group 2: Licensing and Product Registration - By the end of November 2025, 30 top quantitative private equity firms held the Hong Kong 9 license, with most firms obtaining this license in the last nine years [9][10]. - Six new firms received licenses in 2025, contributing to the total of eight firms that went overseas this year [9][10]. Group 3: Product Registration and Performance Ranking - As of December 12, 2025, 70 top quantitative private equity firms had registered over 10 products, with 28 firms registering more than 50 products [16][18]. - The top five firms with the highest number of registered products included Mingpai Investment, Century Frontier, Blackwing Asset, and Wide De Private Equity, all exceeding 100 registered products [17][18]. - The top five firms based on performance among those with over 50 registered products were Chengqi Private Equity, Evolutionary Assets, Longqi Technology, Century Frontier, and Hainan Shengfeng Private Equity [18][19].

在A股的这一轮上涨行情中，"固收+"基金的表现十分抢眼，二级债基指数自去年"9·24"行情以来上涨10.30%。 凭借出色的业绩表现，这类产品正受到越来越多投资者的关注和青睐。在众多"固收+"中，有一类特别的产品，那就是——量化"固收+"。 量化"固收+"，是指借助量化策略进行投资管理的"固收+"产品。例如，在大类资产配置、个股个券选择等方面运用量化模型进行决策，能够较好满足投资 者对风险管理与收益增强的诉求。 近年来，这类特别的"固收+"产品迎来了数量和规模的双攀升，目前全市场已有155只量化"固收+"，规模合计905亿元。（数据来源：国金证券，截至 2025.09.30。） 量化"固收+"基金数量及规模变化（亿元） 数据来源：国金证券，截至2025.09.30 量化"固收+"受到投资者青睐，与其独特的投资优势密不可分。 其次，量化策略能最大限度减少人为干预与风格漂移，或能避免因为过多的风险暴露导致"固收+"变"固收-"的情况。 量化策略具有天然的纪律性，能减少主观情绪、短期市场噪音以及决策非连续性所带来的人为干预与风格漂移。当"固收+"采用量化策略后，其投资理 念、风险预算和收益目标有望转化为一系列可验证 ...

Core Viewpoint - The concentration of private equity firms reflects regional economic vitality and industrial upgrading potential, with significant clustering in coastal developed areas like Shanghai, Shenzhen, Beijing, Hangzhou, and Guangzhou, which together account for 74.88% of the total private equity firms with performance data [2]. Summary by Sections Private Equity Distribution - A total of 649 private equity firms have at least three products that meet performance criteria, with Shanghai, Shenzhen, Beijing, Hangzhou, and Guangzhou hosting 486 firms [2]. - Other strong economic cities like Xiamen, Chengdu, Zhuhai, Xi'an, Changsha, and Chongqing have at least five private equity firms each [2]. Performance Metrics - The average return for private equity firms in Shanghai is 27.54%, in Shenzhen is 31.97%, in Beijing is 31.14%, in Hangzhou is 37.63%, and in Guangzhou is 34.74% [3][4][6][8][16]. - The top private equity firms in Shanghai include Haisheng Fund, Shanghai Hengsui Asset, and Jiuge Investment, with the top 10 firms having a return threshold of ***% [4][5]. Shanghai Private Equity - Shanghai has 202 private equity firms with an average return of 27.54%, and 45 firms with assets over 5 billion [4]. - The top five firms in Shanghai are Haisheng Fund, Shanghai Hengsui Asset, Jiuge Investment, Longhang Asset, and Liangli Private Equity [5]. Beijing Private Equity - Beijing has 91 private equity firms with an average return of 31.14%, and 17 firms with assets over 5 billion [6]. - The top five firms in Beijing are Xiyue Private Equity, Beiheng Fund, Huacheng Private Equity, Lingjun Investment, and Yuanxin Investment [6]. Shenzhen Private Equity - Shenzhen has 112 private equity firms with an average return of 31.97%, and 18 firms with assets over 5 billion [8]. - The top five firms in Shenzhen are Qiantu Investment, Fuyuan Capital, Zhongying Investment, Rongshu Investment, and Nengjing Investment Holdings [8][11]. Hangzhou Private Equity - Hangzhou has 45 private equity firms with an average return of 37.63%, and 4 firms with assets over 5 billion [13]. - The top five firms in Hangzhou are Nongfu Private Equity, Haokun Shengfa Asset, Yunqi Quantitative, Ningbo Huansheng Quantitative, and Berkshire Investment [13][15]. Guangzhou Private Equity - Guangzhou has 36 private equity firms with an average return of 34.74%, and 2 firms with assets over 5 billion [16]. - The top five firms in Guangzhou are Jingyan Private Equity, Hainan Xiangyuan Private Equity, Sanhe Chuangying, Zeyuan Investment, and Guangzhou Shouzheng Yiqi [16][18]. Other Regions - In other regions, there are 163 private equity firms with an average return of 25.26%, with 20 firms having assets over 5 billion [19]. - The top five firms in other regions are Luyuan Private Equity, Zhihua Asset Management, Yidian Najin (Quanzhou) Private Equity, Longyin Huaxiao, and Juli Fund [19].

为了给予更多有价值的信息，笔者依据管理规模首次突破百亿这一里程碑的时点，将百亿级机构划分为三类：一是 规模首次跨越百亿已超过 5 年的"老牌百亿" ；二是 在近 1-5年间达成百亿目标的"百亿中生代" ；三是 近一年内新晋、仍处在规模与业绩高压磨合期的 "百亿新秀" ，并统 计出上述三类百亿私募名单及最新业绩情况。 01 "老牌百亿"：TOP10中量化私募独占8席！幻方、诚奇居前3！ 本文首发于公众号"私募排排网"。 （点击↑↑ 上图查看详情 ） 百亿私募作为私募行业的头部力量，一直备受市场关注。今年，私募业重回"百家百亿私募"的"双百时代"，其中有不少私募为今年首次突破百 亿，这些近1年首次突破百亿的"百亿新秀"业绩成色如何？跟"百亿中生代"、"老牌百亿"私募业绩相比，能否更胜一筹？ 截至2025年11月底， 管理规模首次突破百亿至今已超过 5年的"老牌百亿"私募 共有37家，平均花费7.3年进入百亿阵营，其中 盘京投资 、 源峰 基金 、 衍复投资等私募管理规模迅速突破百亿，用时 均 不足 3 年 。 | 菲高 | 公司简称 | 核心策 略 | 模式 | 公司投资 是否有 办公 9号牌 | 城市 | 实控 ...

在竞争日益激烈的资管行业，锐联如何构建自身优势？许仲翔从理念与实际操作层面阐述了其差异化路 径。 作为知名外资私募锐联景淳海外母公司锐联的创始人，许仲翔博士在量化投资与资产配置领域一直扮演 着连接东西方市场的桥梁角色。从联合发明基本面量化策略（RAFI），到带领锐联深耕中国市场，再 到8年前锐联向华夏基金等公募机构进行策略授权，这位兼具深厚学术背景与全球资产管理经验的学者 型投资人，其观点备受市场关注。近日，许仲翔接受了中国证券报记者的专访，围绕公司的策略实践、 2026年市场前瞻及行业变革等议题，发表了自己的看法。 多元资产策略获市场认可 回顾2025年，许仲翔将公司最大的突破归结于核心策略——量化多元资产配置策略获得了市场的理解与 接纳。"过去一两年，这类配置型产品因其复杂性，投资者接受需要一个过程。"许仲翔坦言，市场环境 的变化成为了理念普及的催化剂。利率持续低位徘徊、传统"刚兑"理财消失、股市起伏震荡，这些因素 让投资者意识到，没有任何单一资产品种能持续获得收益。 "当市场处于单边趋势时，大家会追逐简单的贝塔；当有保底产品时，保守者也无需他求。但现在，我 们进入了一个'真正的大资管时代'。"许仲翔说， ...

Group 1 - The report highlights the limitations of traditional multi-factor models, which face inherent path dependency and structural mismatches, leading to a dilution of returns and an inability to capture high elasticity styles [2][25][26] - The report proposes a dual-driven solution based on XGBoost non-linear prediction and high elasticity alpha extraction, achieving an annualized excess return of 20.0% across ten market segments with an information ratio of 3.78 [3][4] - The integration of high elasticity strategies significantly enhances the performance of traditional index-enhanced models, with annualized excess returns improving by 2.1% to 4.7% compared to single strategies [4][12][19] Group 2 - The report discusses the challenges faced by traditional multi-factor models, particularly their reliance on historical data and the inability to adapt to changing market structures, which can lead to systematic failures during specific market conditions [21][22][25] - It emphasizes the non-normal distribution of returns in the market, where excess returns are often concentrated in a few stocks, contradicting the diversification philosophy of traditional models [26][28][29] - The analysis reveals that the performance of quantitative strategies is closely tied to specific style factors, indicating a path dependency that can hinder adaptability in dynamic market environments [32][34][37]

基金分论坛现场 本报（chinatimes.net.cn）记者张玫 北京报道 12月12日，由华夏时报社主办的第十九届华夏机构投资者年会暨华夏金融（保险）科技论坛在北京举 行。本次年会的基金分论坛以"在不确定中寻找确定"为主题，直面当前市场充斥的宏大叙事诱惑与微观 数据审慎、热点快速轮动与长期主义呼唤之间的矛盾。 在市场预测日益困难的背景下，论坛邀请了易方达基金成曦、鹏华基金闫冬、建信基金孙悦萌、永赢基 金钱厚翔、摩根士丹利基金李圣谣、银河基金金烨等六位顶尖基金经理，共同复盘过去、展望未来，为 投资者厘清迷雾，提供面向2026年的投资思考锚点。 在一个多小时的深度对话中，六位基金经理从复盘到展望，从国际到国内，从战略到战术，层层剥开了 市场的迷雾。他们的共识在于，不确定性虽是常态，但通过深度研究理解产业变迁的本质（如有色行业 框架之变）、通过纪律化的系统应对市场结构变化（如三层管理框架与量化分散）、通过全球视野进行 理性配置（如中美市场展望），并在投资中始终将风险控制与持有人体验置于核心，投资者仍能在迷雾 森林中寻得确定的路径。2026年的画卷即将展开，这些来自市场一线的真知灼见，或将成为投资者穿越 周期、践 ...

2025年11月27日，招商证券投教基地联合南京盛泉恒元投资有限公司，在暨南大学深圳校区成功举办 《"近观"私募》专题讲座。作为暨南大学"智汇创新·2025年研究生创新论坛——金融（金融科技）分论 坛"的核心环节，活动以普及私募知识、搭建学术与实践桥梁为目标，为在校学子带来兼具专业性与实 用性的深度分享。 盛泉恒元机构业务部总经理张战辉担任主讲嘉宾，从全球私募行业发展脉络切入，系统回顾对冲基金自 上世纪三十年代萌芽至今的演进历程，梳理中国私募证券基金从早期探索到规范发展的关键节点。随着 《私募投资基金监督管理暂行办法》《私募证券投资基金运作指引》等政策落地，行业已迈入高质量发 展新阶段，他结合行业实例，对比分析主观投资与量化投资的核心差异，详解套利、事件驱动、多因 子、趋势跟踪等典型策略的逻辑框架与应用场景，明确"量化本质是对市场规律的统计建模与系统化执 行"的行业核心认知。 在职业规划分享环节，张战辉提出"职业发展三圆理论"，指出理想职业需精准契合兴趣、能力与市场需 求的交汇点，并建议学子在校期间积极积累实习经验，结合专业背景明确发展方向。讲座尾声，张战辉 与招商证券财富管理部总经理助理辛欣共同为论坛创新成 ...