Jaya Soni

I am a final-year Discrete Mathematics student at the University of Warwick, passionate about quantitative finance and forecasting algorithms. I recently completed a placement at Intel as a Data and Systems Analyst, where I developed and deployed an XGBoost forecasting model with Bayesian optimisation, achieving <10% MAPE to support strategic planning. I’ve also implemented GARCH models for intraday commodity volatility, built MCMC Bayesian models to forecast price indexes at East Alpha, and explored Kalman filters for machinery optimisation at Enjector Software. As Waterpolo Captain, I led team logistics and applied coaching experience to sharpen my leadership and strategic skills. Proficient in programming and a strong communicator, I aim to blend mathematical insight with practical impact in finance.