Assess learners' ability to compute eigenvalues and eigenvectors for 2x2 and 3x3 real matrices, interpret them geometrically as invariant lines and planes that produce scaling, reflection or rotation effects, distinguish real versus complex eigenvalues and algebraic versus geometric multiplicity, relate eigenspaces to diagonalization and change-of-basis, and apply these ideas to visualize and analyze simple linear transformations.