As a Master's candidate in Applied Data Science at the University of Canterbury, my latest role as a Data Scientist involved contributing to the Analytics for Course Engagement project, aimed at enhancing student retention. Equipped with robust SQL skills and a keen understanding of business transformation, I worked alongside the Kia Angitu Student Success Programme to deliver insights into student behaviours.My tenure at MaxVal Group, Inc. as a Data Analyst developed my ability to manage and analyze complex patent databases, supporting strategic intellectual property decisions with data-driven insights. These experiences have shaped my commitment to applying analytical rigour within educational contexts to foster an environment of continuous improvement and academic success.