The orthogonal rank of a graph G = (V, E) is the smallest dimension ξ such that there exist non-zero column vectors x v ∈ C ξ for v ∈ V satisfying the orthogonality condition x † v x w = 0 for all vw ∈ E. We prove that many spectral lower bounds for the chromatic number, χ, are also lower bounds for ξ. This result complements a previous result by the authors, in which they showed that spectral lower bounds for χ are also lower bounds for the quantum chromatic number χ q . It is known that the quantum chromatic number and the orthogonal rank are incomparable.We conclude by proving an inertial lower bound for the projective rank ξ f , and conjecture that a stronger inertial lower bound for ξ is also a lower bound for ξ