Transition metal oxides are at the forefront of several applications in catalysis, energy conversion and storage, and are bound to play a pivotal role in our transition to a sustainable energy future. However, vast differences in the electronic structure among different transition metal oxides make them highly complex materials to understand and predict chemical properties for a given application. This thesis provides insights into improving our understanding of these complex oxides through a first-principles approach. Further, the goal is to leverage this understanding to improve the predictability of chemical properties of these materials as it pertains to heterogeneous catalysis. Through the extensive use of density-functional theory cal...