启林投资：学术派量化研究科技公司

Group 1 - The core viewpoint of the article emphasizes that quantitative investment is becoming an essential choice for investors facing unprecedented challenges in a volatile market environment [2][29] - Shanghai Qilin Investment Management Co., Ltd. (Qilin Investment) is a leading player in the domestic quantitative investment field, established on May 28, 2015, with an asset management scale reaching 15 billion RMB by October 2025 [2][29] - Qilin Investment has received numerous industry awards, such as the Yinghua Award and Huayao Award, highlighting its professional strength and industry recognition in quantitative investment [2][29] Group 2 - The founder, Dr. Wang Hongyong, has a strong academic background with degrees from prestigious institutions and has published multiple authoritative papers, providing a solid scientific research foundation for Qilin Investment [4][31][35] - The core management team at Qilin Investment has over seven years of traceable historical performance and extensive experience in strategy development, with a total of 55 employees and a clear organizational structure [8][12][39] Group 3 - Qilin Investment follows two guiding principles in its quantitative investment practice, focusing on the efficient and continuous development of new effective strategies through an industrialized approach [10][37] - The company has established a complete strategy development pipeline that standardizes and modularizes the research process, consisting of five key stages: data acquisition, factor research, model development, portfolio optimization, and trade execution [11][38] Group 4 - Qilin Investment has developed a multi-strategy system from three dimensions to adapt to different market environments and achieve stable returns, thereby reducing risks associated with single strategy failures [10][38] - The company invested approximately 100 million RMB in 2022 to establish a supercomputing cluster, enhancing its computational capabilities for strategy development [12][39] Group 5 - Qilin Investment's quantitative stock selection strategy is not benchmarked against any market index, allowing for greater flexibility in capturing market styles and maximizing alpha returns [15][42] - The strategy focuses on the CSI 2000 index, primarily investing in small-cap stocks, which have lower pricing efficiency and higher trading activity, providing a natural advantage for short-term signal prediction [16][44] Group 6 - The design of Qilin Investment's strategies aims for a high Sharpe ratio, ensuring high certainty of excess returns through strict risk control and refined portfolio management [22][50] - The company emphasizes minimizing alpha loss during risk control, optimizing risk models and portfolio algorithms to maintain alpha returns while controlling tracking errors and style exposures [23][51] Group 7 - Qilin Investment maintains a rigorous risk control system, strictly managing stock composition, industry/style exposure, and market capitalization to prevent style drift and mitigate tail risks [24][52] - The company is positioned to leverage the evolving landscape of quantitative investment, with opportunities arising from market efficiency improvements, investor structure optimization, and technological advancements [25][53]