Explore the fascinating intersection of mathematics and data analysis in this AMS Erdős Lecture for Students delivered at the 2024 Joint Mathematics Meetings in San Francisco. Delve into the concept of transforming moments into matrices, gaining insights into advanced mathematical techniques and their practical applications. Learn from the expertise of a distinguished MIT mathematician as he unravels complex mathematical concepts in an accessible manner, providing valuable knowledge for students and enthusiasts alike.