This paper develops a problem-solving account of scientific progress that takes understanding as the principal epistemic aim of science. It examines a recent paper of Bird's on scientific progress, argues for the primacy of understanding over knowledge in this context, illustrates the account using a Kuhnian picture of science, and defends it against knowledge reductionism