Let f be a quasi-unipotent automorphism of an abelian variety X over an algebraically closed field k. Over the complex number field, Lin, Oguiso, and D.-Q. Zhang provide an explicit formula for the polynomial log-volume growth (or equivalently, the Gelfand-Kirillov dimension of the twisted homogeneous coordinate ring) of (X, f ), by an analytic argument. We give an algebraic proof of this formula in arbitrary characteristic.In the course of the proof, we obtain: (1) a new description of the action of endomorphisms on the ℓ-adic Tate spaces, in comparison with recent results of Zarhin and Poonen-Rybakov;(2) a partial converse to a result of Reichstein, Rogalski, and J.J. Zhang on quasi-unipotency of endomorphisms and their pullback action on the group N 1 (X) Q of Q-divisors modulo numerical equivalence; (3) the maximum size of Jordan blocks of (the Jordan canonical form of) f * | N 1 (X)Q in terms of the action of f on the Tate space V ℓ (X).