The shifting landscape of proprietary trading demands a radically new approach, and at its core lies the application of advanced mathematical models. Beyond traditional statistical analysis, firms are increasingly seeking algorithmic advantages built upon areas like geometric data analysis, stochastic equation theory, and the incorporation of non-E