Profile / production markets

Quantitative Research and Trading

I build short-horizon forecasting, execution, market-making, and research infrastructure from data and simulation through monitoring and risk.

Experience

Research connected to live systems.

Qrigin Capital · Crypto Proprietary Trading · $35M Aug 2025–May 2026 full-time · May 2026–present part-time
Remote

Quantitative Researcher & Systematic Trader

Own strategies end to end, from research and validation through execution, monitoring, and risk.

  • Developed an LSTM forecasting engine with phase-space features and a managed MLflow lifecycle, then deployed it as a live short-horizon taker strategy.
  • Built a dual-engine backtesting stack—a vectorized research engine and an L2 order-queue tick model—for fast parameter sweeps and higher-fidelity fill analysis.
  • Designed and validated grid market-making models with inventory, queue-position, fee, and adverse-selection controls.
  • Architected TWAP, VWAP, and implementation-shortfall execution research across three major exchanges.
  • Engineered more than 200 multi-frequency OHLCV, order-book, derivatives, and cross-sectional factors with automated decay analysis.
  • Led a two-person research pod, reviewing methodology and production code and mentoring junior researchers before live deployment.
PythonPyTorchMLflowPolarsNumPyREST/WebSocket APIsLinux
InsightCheck Investment · $300M AUM Feb 2025–Aug 2025
Shenzhen, China

Quantitative Research Intern

Build market-neutral research and market-data infrastructure across equity and futures markets.

  • Combined PCA-derived factors, mean reversion, and covariance risk modeling in market-neutral research.
  • Built an L3 market-by-order reconstruction engine for the A-share universe.
  • Built a distributed backtester that reduced evaluation cycles by approximately ten times.
PythonPolarsDaskC++SQLLinux

Capabilities

Signal lifecycle

Forecasting and signal research

Short-horizon prediction, feature decay, cross-sectional ranking, and robust validation.

1sprediction horizon5m

Independent Systems Research