他表示，量化行业的底层逻辑，在于对A股市场的长期信心，以及对中国经济基本面、资本市场改革进程与政策支持力度 的认可；量化行业唯有夯实合规基础，方能实现长期健康发展。 以下为吕杰勇在会上发表的主要观点： 锚定A股长期价值机遇，量化业绩与策略优势凸显 2021年四季度至2024年四季度，市场经历三年调整周期。从均值回归视角来看，市场具备较长周期的上涨需求。自去年9月 24日起，市场指数与量化策略均呈现良好表现，伴随市场情绪改善与活跃度提升，为量化超额表现的获取创造了有利条 件。 本年度，量化指增类产品的行业平均收益率超40%，市场中性类产品收益率普遍在10%以上，从历史维度分析，本年度属 于量化行业整体运营环境较好的年份。 11月8日，由中国证券报主办的"2025证券业高质量发展大会暨金圆集团杯·证券业金牛奖颁奖典礼"在福建厦门举行。 在"中国资产崛起，论道2026年资本市场新机遇"主题圆桌对话环节，平方和投资创始人、总经理吕杰勇，围绕本年度量化 投资表现、程序化交易监管新规、2026年市场展望等议题发表最新观点。 圆桌对话现场 主流量化策略（如平方和投资所采用的策略）核心在于选股而非择时，重点布局具备价值的优质 ...

Core Insights - The performance of quantitative private equity products has been outstanding this year, with average returns of 22.59% and 26.96% for the CSI 500 and CSI 1000 index-enhanced products respectively, leading to a surge in sales and management scale for several firms [1][4] - Many quantitative private equity firms, including Micro Bo Yi, Mengxi Investment, and Qianyan Investment, have entered the "100 billion club," while others like Qianxiang Asset, JQData Investment, and Ruitian Investment have also returned to this status [1][3] - There is a general optimism among private equity firms regarding the future excess returns of quantitative products, driven by a favorable market environment and improved risk control measures [1][4] Performance and Strategy - The active market environment has benefited quantitative strategies, with significant interest in index-enhanced, market-neutral, and quantitative stock selection strategies [2] - The sales of quantitative long-only and full-market stock selection strategies have been particularly strong, attributed to the robust performance of small-cap stocks this year [2][3] - The average returns for mainstream index-enhanced products have been notably high, with the CSI 300, CSI 500, and CSI 1000 yielding 11.04%, 22.59%, and 26.96% respectively [4] Market Outlook - The outlook for future excess returns in quantitative products is optimistic, supported by expected market activity and stricter risk control measures following extreme market conditions [4] - However, there is a cautionary note regarding the cyclical nature of excess returns, as increased market liquidity may lead to mean reversion in returns [4] - The competitive landscape in the quantitative industry has intensified, with stronger excess return capabilities among surviving managers [4] Investment Recommendations - Investors are advised to focus on long-term strategies rather than short-term trading, emphasizing the importance of risk management and the sources of excess returns [5][6] - Recommendations include diversifying asset allocations, employing dollar-cost averaging, and assessing managers' performance over longer time frames [6]