May 2026 – Dec 2026 · Toronto, ON

Built multi-asset algo trading tools including futures cost optimization, ETF-to-single-security mapping, and EMEA/AMRS/APAC coverage expansion. Developed an arrival cost decomposition model isolating execution performance from market volatility. Grew Algo Monocle adoption from 7 to 30 users by building an LLM-powered research tool for traders and quants. Engineered kdb+/q scripts reducing order data prep from 2 hours to under 10 minutes.

Jan 2026 – Present · Canada

Analyzed short-term momentum in hype stocks, assessing whether abnormal volume spikes and rapid price acceleration produce repeatable trading patterns. Backtested systematic signals with liquidity and volatility thresholds. Evaluated performance via Sharpe ratio, drawdown depth, win-rate consistency, and regime analysis.

Sept – Dec 2024 · Toronto, ON

Designed and implemented Python automation frameworks using PyTest and Selenium for fintech web apps. Reduced regression testing time by 30% by replacing manual QA with scalable automated pipelines. Built reusable utilities to validate business-critical workflows, edge cases, and data consistency.

Nov 2023 – May 2024 · Mississauga, ON

Built data validation and reconciliation workflows for 100+ financial records, reducing month-end processing time by 15%. Prepared monthly statements supporting budgeting decisions for $120K+ in annual operating expenditures.