Summary
Bingtian He is an Associate Product Manager and dual-master candidate in Management Analytics and Finance with eight years of experience applying quantitative methods to investment problems. She has built production-ready data pipelines and machine learning models—processing over 30 million rows of millisecond-resolution crypto option data and consolidating multi-source financial databases—to drive risk assessment and portfolio decisions. As a portfolio manager she ran a $60K long-only fund that outperformed its benchmark, and as a consultant she led a six-member team delivering analytics-driven investment mandates. Proficient in Python, R, SQL, VBA, Tableau and Bloomberg, she bridges financial theory and product execution to translate complex quantitative results into actionable investment insights. Currently based in Toronto and preparing for the CFA, Bingtian combines hands-on engineering of data infrastructure with client-facing communication and investment storytelling. A notable, less obvious strength is her habit of turning research memos into practical model features that directly inform trading and product choices.
8 years of coding experience
1 year of employment as a software developer
Master's degree Finance (MFin) and Management Analytics (MSc) double degree, Master's degree Finance (MFin) and Management Analytics (MSc) double degree at Wilfrid Laurier University
Bachelor's degree Mathematics Economics and Finance, Bachelor's degree Mathematics Economics and Finance at Xi'an Jiaotong University
Chinese, English