Oct 2026 — Presentexperience
Leonteq
Graduate — Trading Asia
Singapore
Asian Equity Exotic Derivatives
Ryan Tan
I am a Graduate at Leonteq under Trading Asia, working on Asian Equity Exotic Derivatives. I have completed a MSc Statistics at the University of Warwick, where my dissertation on High Performance Sequential Quasi Monte Carlo (SQMC) was supervised by Adrien Corenflos; my interests lie in Bayesian inference, state-space models and Monte Carlo methods. Prior to this, I completed a BSc in Business Analytics at the National University of Singapore (NUS) with Distinction.
I love practical software and statistics. I enjoy building models for real-world problems, with experiences in financial markets (digital assets and US equities) and sports (tennis, football etc.).
I spend a fair amount of time outdoors. It's either hiking (check out my adventures on my Notion) or running. I am currently chasing a sub-3 hour marathon, with my closest being 3:12 in April 2026 at Stratford-upon-Avon.
Work
2025 — 2026education
University of Warwick
MSc in Statistics
Coventry, United Kingdom
Developed an interest in state-space models, Monte Carlo methods and sequential Monte Carlo. Currently working on a dissertation on 'High Performance Sequential Quasi Monte Carlo' supervised by Adrien Corenflos, where I am developing state-space inference models in the open-source cuthbert library using JAX.
Jul 2026
WTA Match Prediction Model
Developed a factorial state-space model for WTA match predictions and a frontend to explore the model's forecasts. Achieved a ~63% accuracy on matches from 2025 onwards. Currently exploring more models and features to improve the model's performance.Jun 2026
Cuthberto Carlos
Fun project on trying to predict 2026 FIFA World Cup matches using factorial state-space models. I helped develop a frontend to explore the match predictions.2025
Dynamic basis arbitrage using reinforcement learning
Mathematical framework for performing dynamic basis arbitrage using reinforcement learning.Jul — Sep 2025experience
Bastion Trading
Quant Intern
Singapore
Researched options and futures systematic strategies.
2021 — 2025education
National University of Singapore
BSc Business Analytics with Honours (Distinction)
Singapore
Graduated from NUS!
Sep 2023 — Jul 2024experience
Maven11
Data Analyst Intern
Amsterdam, The Netherlands
Developed systematic signals for discretionary trading desks; discovered Hyperliquid and farmed airdrops; learnt about venture capital in digital assets (and modular infrastructure). A fascinating experience living in Amsterdam and working with a talented team of traders and analysts.
Aug 2022 — Jul 2023experience
Stablecorp
Data Analyst Intern · NUS Overseas College Programme
Toronto, Canada
Joined Stablecorp as part of the NUS Overseas College Programme. Developed tools and dashboards for on-chain data analysis and credit risk models for lending protocols. First experience living abroad and working in a startup environment. Learned that I really loved the outdoors!
I also wrote an article about DeFi exploits and recoveries.
Jan — Jun 2023
Lancers
Pitched a freelance hiring platform and received SGD 10,000 from the NUS Venture Initiation Programme. Attended Collision 2023 as part of the Alpha Startup Programme, the biggest fintech conference in North America!Jun 2023
Sparklers
Participated in ETHWaterloo 2023. Built a Web3 analytics dashboard for evaluating the credit profile of on-chain wallets, winning the 1st place prize from Airstack and 3rd place prize from MakerDAO!May — Jul 2022experience
Micron Technology
I4.0 Analyst Intern
Singapore
My first internship was at Micron, part of the Smart Manufacturing and AI (SMAI) team. Grew up learning about semiconductors and finally had the opportunity to learn what powered the devices that we were using. Developed validation algorithms to monitor data quality and detect anomalies in the manufacturing process.
Jun 2021