By combining cutting-edge computational techniques with deep market insights, I deliver innovative financial solutions for comprehensive investment management across equities and derivatives. Utilizing advanced R-based analytics and unsupervised algorithmic execution methods rooted in liquidity reversion and behavioral factor models, I focus on ETF selection, index additions, and valuation-based restructures to optimize investment strategies. I aim to optimize investment strategies and enhance outcomes through a deep understanding of market dynamics and advanced analytics.