My journey into technology and data analytics is rooted in curiosity and a love for transforming complex problems into impactful solutions. From an early age, I was captivated by how mathematics reveals hidden patterns and how algorithms can turn data into powerful insights. This fascination led me to develop models that address real-world challenges—such as mitigating oil spills from Very Large Crude Carriers—setting the stage for my commitment to using technology for good.As a Computer Science major at NTU, I’m immersed in the fields of Machine Learning & AI-driven problem-solving. My projects span predictive models to improve MLB game attendance, a cross-border app supporting Singapore’s migrant workers, and a wine quality prediction model that achieves near-perfect accuracy. Each experience has pushed my technical rigour and creative thinking to new heights, reinforcing my dedication to impactful, ethical technology.A pivotal moment came during a data science course at Duke University, where I explored the ethical dimensions of data exploitation inspired by the Cambridge Analytica case. This experience solidified my commitment to data ethics and sparked my interest in business analytics—an area that demands both precision and responsibility. My work is now guided by this ethical foundation, ensuring that every solution I create is both innovative and socially conscientious.Leadership has been an essential part of my journey. At NPS International School, I founded the Economics and Business Club, growing it to over 150 members and fostering discussions on economics, blockchain, and finance. Later, as Chief Group Leader for NTU’s Transition Orientation Program, I led "Camp Interstellar," creating a welcoming environment for incoming students. My passion for mentorship inspired me to establish Erudite Assist, an e-tutoring service that has delivered over 300 hours of instruction, improving student grades by an average of 19%.As Business Manager at Perfect Plan, I introduced educational models that increased service adoption by 20%, blending strategic thinking with practical execution. Whether analyzing global terrorism trends or building predictive models for inventory management, I approach every challenge with a solutions-oriented mindset.Driven by a vision to leverage technology for ethical, lasting impact, I look forward to creating tools that enhance our world while empowering communities. Exploring the intersections of technology, ethics, and community impact, I am excited to continue innovating in ways that make a meaningful difference.