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民生加银基金何江:AI重塑量化投资内核
Zhong Guo Ji Jin Bao· 2025-10-13 00:12
Core Insights - The article highlights the rapid advancement of AI in quantitative investment, with Minsheng Jianyin Fund as a pioneer in this "AI race" [1] - The firm has developed a "data-feature-strategy-portfolio" closed-loop system over four years, creating a unique competitive advantage in AI-driven quantitative investment [1][6] Group 1: AI Quantitative Investment Strategy - Minsheng Jianyin's AI quantitative strategy integrates market perception, engineering capabilities, and advanced algorithm applications [1] - The transition from traditional quantitative models to AI models allows for the capture of complex non-linear market relationships, enhancing predictive accuracy [5][7] - The firm emphasizes the necessity of AI in the survival of public funds, predicting a future ecosystem dominated by "AI-led quantification and tool-based index products" [10] Group 2: Market Opportunities and Performance - The National Securities 2000 Index is viewed as a valuable asset for technology upgrades and quantitative enhancement, with significant structural opportunities in AI and high-end manufacturing [2][8] - The Minsheng Jianyin National Securities 2000 Index Enhanced Fund has outperformed its benchmark, achieving returns of 17.18% and 49.66% over six months and one year, respectively [8] - The index's diverse composition and low pricing efficiency provide fertile ground for capturing alpha through quantitative strategies [8] Group 3: Challenges and Risk Management - AI models are not infallible; they rely on historical data and may face challenges during extreme market conditions, highlighting the importance of risk management [9] - The firm maintains that AI enhances human cognitive boundaries rather than replacing human judgment, allowing for the analysis of complex relationships among thousands of stocks [9]