Our review paper entitled “Why do we use the materials and operating conditions we use for heterogeneous (photo)electrochemical water splitting?” appeared recently in ACS Catalysis. In this review, we discuss how theory and simulations can be a valuable tool in improving existing materials, and discovering new ones, for (photo)electrocatalytic water splitting aimed at sustainable hydrogen production.