A nonnegative matrix is a matrix in which all the elements are zero or positive, making it applicable in various mathematical and computational scenarios due to its ability to represent non-negative data accurately. Such matrices are pivotal in applications involving input-output analysis, graph theory, and optimization problems where constraints are defined by non-negativity conditions.