Resource-bounded dimension is a complexity-theoretic extension of classical Hausdorff dimension introduced by Lutz (2000) in order to investigate the fractal structure of sets that have resource-bounded measure 0. For example, while it has long been known that the Boolean circuit-size complexity class SIZE α 2 n n has measure 0 in ESPACE for all 0 ≤ α ≤ 1, we now know that SIZE α 2 n n has dimension α in ESPACE for all 0 ≤ α ≤ 1. The present paper furthers this program by developing a natural hierarchy of "rescaled" resource-bounded dimensions. For each integer i and each set X of decision problems, we define the i th -order dimension of X in suitable complexity classes. The 0 th -order dimension is precisely the dimension of Hausdorff (1919) and Lutz (2000). Higher and lower orders are useful for various sets X. For example, we prove the following for 0 ≤ α ≤ 1 and any polynomial q(n) ≥ n 2 .1. The class SIZE(2 αn ) and the time-and space-bounded Kolmogorov complexity classes KT q (2 αn ) and KS q (2 αn ) have 1 st -order dimension α in ESPACE.2. The classes SIZE(2 n α ), KT q (2 n α ), and KS q (2 n α ) have 2 nd -order dimension α in ESPACE.3. The classes KT q (2 n (1 − 2 −αn )) and KS q (2 n (1 − 2 −αn ) have −1 st -order dimension α in ESPACE.