The increasing availability of large-scale scholarly datasets offers an unprecedented opportunity to understand the fundamental predictability, uncertainty, and dynamics of science and innovation. In this dissertation, I present some of my contributions to the science of science and innovation in three distinct but related settings, through a combination of canonical...