As a nexus of innovation, data science stands poised to revolutionize industries through its interdisciplinary prowess. My Ph.D. journey is driven by a passion to pioneer AI solutions for decision support and system optimization, with the goal of transforming pivotal sectors such as healthcare, ESG, and smart transportation, thereby forging a more efficient, interconnected world.