Aspiring Quantitative Trader
Economics & Quantitative Finance student at Singapore Management University.
Hi, I'm Ryan an aspiring quantitative trader with a passion for uncovering market inefficiencies and turning data into actionable trade ideas. I actively trade equities and am constantly on the hunt for new opportunities where rigorous analysis meets real market dynamics.
I'm a data-driven student with a strong foundation in quantitative finance, statistical learning, and econometrics bridging the gap between rigorous mathematics and real-world financial applications.
With a long-term goal of pursuing a Master of Financial Engineering, I am deepening my knowledge in stochastic finance and derivatives pricing.
Supporting the Risk Control team in Profit & Loss (P&L) analysis of trading books. Assisting in analyzing various financial products and instruments to assess P&L and associated market risk exposures.
Supported the Strategy and Transactions team with financial valuation, modelling, and economic analysis across a range of client engagements.
Credit card fraud detection system using ensemble modelling, VAE, CatBoost, and neural networks with cost-weighted predictions.
Ensemble machine learning model to predict Singapore HDB resale flat prices using regression and boosting techniques.
Trained a reinforcement learning agent to dynamically hedge derivative positions, learning optimal hedging strategies through interaction with a simulated market environment.
Beyond finance and data science, I have extensive experience as a mathematics and physics educator having taught at Math Arena and running my own private tuition practice across a wide range of levels and curricula.
Comprehensive mathematics tuition from Primary School foundations through to Secondary level, tailored to each student's pace and learning style.
Specialist coaching for students aiming to compete at the olympiad level developing deep problem-solving techniques, mathematical intuition, and competitive exam strategies.
Physics tuition covering both Combined Physics and Pure Physics syllabuses, with a focus on conceptual understanding and exam technique.
Taught structured mathematics classes at one of Singapore's leading tuition centres, delivering curriculum-aligned lessons and supporting students in achieving their academic goals.
Running a private tuition practice offering personalised 1-on-1 and small group sessions across mathematics and physics, from primary level through to secondary school.