Believe Inpeace

I'm co-leading machine learning models for SME and startup credit scoring and cash-flow analysis at Yoii in Tokyo, partnering with financial risk analysts to build risk tools and data pipelines.

Previously, I delivered FX analytics and KDB platform improvements for MUFG UFJ, including PnL and risk algorithms that improved performance by approximately 300%. I also designed cloud-based JupyterNotebook and Python integration for quants and sales traders, automated recovery workflows, and strengthened platform security and telemetry.

At UBS, I modernized core equity analytics processes, built KDB+ performance-monitoring software, and designed reference-data enrichment services and APIs for front-end teams.

Across Fidelity, Standard Chartered, Virtu, and Bank of America engagements, I've built credit and trading analytics, led KDB+ support and development teams, improved deployment velocity by over 70%, reduced production incidents by 90%, and supported large-scale market-data environments.