Core Viewpoint - The article emphasizes the performance of quantitative stock strategies in the first half of 2025, highlighting the importance of both the strategy environment and the capabilities of fund managers in achieving superior returns [1][2]. Performance Summary - The average performance of various private equity strategies in the first half of 2025 shows that quantitative stock strategies significantly outperformed others, with a return of 27.60%, while the next best was the 中证 2000 index with 29.28% [3][4]. - The performance of small-cap indices, such as 中证 1000 and 中证 2000, benefited from the strong performance of small-cap stocks, contributing to the overall success of quantitative strategies [4][11]. Strategy Environment - The liquidity environment in the market reached historical highs, with average daily trading volume around 1.2 trillion, which facilitated better stock selection and reduced transaction costs for quantitative models [6]. - The concentration of market trends was at historical lows, allowing diversified quantitative models to effectively capture rapid rotations in themes such as AI and robotics [10]. - The strong performance of small-cap stocks was a key factor, with small-cap indices outperforming large-cap indices, leading to a heightened preference for small-cap stocks among quantitative strategies [11][12]. Manager Capabilities - Specific quantitative strategies demonstrated exceptional performance due to their ability to dynamically capture alpha opportunities across different market capitalizations [17][20]. - The strategy employed by the fund manager SGD, which involved timing the market and switching between small-cap and large-cap stocks based on valuation assessments, resulted in a return of over 50% with minimal drawdown [20][21]. - The fund manager JK achieved a return of 33% with a 20% excess return, attributed to significant improvements in algorithmic strategy iterations and machine learning applications [22][24]. Conclusion - The article concludes that the strong performance of quantitative stock strategies in the first half of 2025 is primarily due to favorable market conditions and the exceptional capabilities of fund managers, underscoring the importance of liquidity, trading volume, and market sentiment in investment decisions [24].