Manavv Shah

Experience

1. Quantitative Analyst

   Irage Broking Services Llp

   Apr 2025 — Present · Mumbai, IN

   Designed a pre-market mean-reversion strategy using order book and volume signals; trained anXGBoost classifier with realistic cost assumptions to predict open price reversals from last-secondpre-market jumps- Built and compared short-term price prediction models (XGBoost, LSTM, CNN, CNN+Attention) acrossmultiple time horizons to identify optimal forecasting windows for high-frequency signals- Performed in-depth EDA on option straddles with features like DTE and IV; modeled short-term pricemovements to evaluate predictive limits and generate rule-based entry/exit signals

Education

• Duke University - The Fuqua School of Business

  Master of Science - MS, Business Analytics

• University of Wisconsin-Madison

  Bachelor of Science - BS, Industrial Engineering

  2018 — 2022