My research focuses on the development of data-driven reduced-order models for complex multiscale systems, with applications to fluid and plasma dynamics. In particular, my work encompasses model development—constructing accurate and efficient data-driven ROMs; numerical analysis—establishing fundamental mathematical properties such as stability, consistency, convergence, and parameter scalings; and numerical simulation—evaluating new data-driven ROMs on challenging problems in science and engineering.