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@swmaowinston

Remote worker with 5+ years of experience - Last seen ago

I graduated in 2024 with a B.A. in Applied Economics and an M.S. in Data Science. Since 2021, Iโ€™ve been engaged in low-frequency quantitative investing through internships and full-time roles, focusing heavily on Python development, data analysis, and quantamental research. I independently built a backtesting and real-time updating system, and have conducted both academic and industry-driven analysis. My work integrates fundamental and quantitative approaches with advanced neural network modelsโ€”such as in my masterโ€™s thesis, which explored mutual fund shareholdings using embedding methods. After 1.5 years in my first full-time role, I transitioned to pursue a more self-directed and flexible career path.


Skilled in python sql jupyter notebooks api integration vision control scripting statistical modeling time series analysis back testing frameworks data visualization unsupervised learning neural networks model evaluation tuning quantitative finance factor investing low frequency trading portfolio optimization econometrics fundamental analysis linux basics docker latex ms office 
Fluent in englishmandarin
Last seen 1 year ago
Signed up 1 year ago
Badges ๐Ÿ‘จโ€๐Ÿ’ป Remote worker

๐ŸŽจ Maker

๐ŸŽ– Early adopter

Employment

2023 - 2025: Quantitative Analyst @ Tenbagger Capital

2022 - 2022: Quantitative Research Intern @ U Capital

2021 - 2021: Quantitative Research Intern @ Qilin Investment

Side Projects

2023 - 2024: STOCK EMBEDDINGS AND STOCK CORRELATION FROM MUTUAL FUND HOLDINGS

2023 - 2023: Predicting Monthly Returns Using Supervised Learning

2022 - 2022: Air Quality Index Analysis

2022 - 2022: Prospectus Text and Green Bond Issuance Spread

2021 - 2021: PCA, 2DPCA, & L1-Norm-2DPCA

2020 - 2020: Empirical Study on International Terrorism

Education

2022 - 2024: Master of Finance & Business Analytics @ Peking University

2018 - 2022: Bachelor of Economics @ Peking University

2015 - 2018: High School @ Zhenhai High School of Zhejiang

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