Engineered a model based on Geometric Brownian Motion and genetic algorithms, optimizing stock portfolio allocations to maximize Sharpe’s Ratio. Conducted validation tests using historical stock data to ensure practical relevance, enhancing understanding of risk-reward dynamics in portfolio management.