The rare-earths (lanthanides + group III) are critical materials that underlie numerous technological advances ranging from information storage, human health, high-performance electronics, energy and the environment, and catalysis. Robust connections between molecular structure, properties, and function are central to advancing the performance and sustainability of these materials; however, achieving this can be limited by the complexity and heterogeneity in homogeneous and heterogeneous systems alike.