Determinants and eigenvalues are mathematical concepts used to analyze matrices. A determinant is a scalar value that represents the signed area or volume of a geometric object described by the matrix. Eigenvalues are values associated with a linear transformation or matrix for which corresponding eigenvectors exist that do not change direction when operated on by the matrix.