Perovskite solar cells, with efficiencies of 22.1%, are the only solution-processable technology to outperform multicrystalline silicon and thin-film solar cells. Whereas substantial progress has been made in scalability and stability, toxicity concerns drive the need for lead replacement, intensifying research into the broad palette of elemental substitutions, solid solutions, and multidimensional structures. Perovskites have gone from comprising three to more than eight (CH 3 NH 3 , HC(NH 2 ) 2 , Cs, Rb, Pb, Sn, I, Br) organic and inorganic constituents, and a variety of new embodiments including layered, double perovskites, and metal-deficient perovskites are being explored. Although most experimentation is guided by intuition and trial-and-error-based Edisonian approaches, rational strategies underpinned by computational screening and targeted experimental validation are emerging. In addressing emergent perovskites, this perspective discusses the rational design methodology leveraging densityfunctional-theory-based high-throughput computational screening coupled to downselection strategies to accelerate the discovery of materials and industrialization of perovskite solar cells.T he organic−inorganic hybrid perovskites 1−3 have emerged in recent years as an exceptional class of materials delivering >22% solar cell conversion efficiencies, displaying promising light-emission properties, and exhibiting extraordinary phenomena relating to spintronics, photostriction, laser-cooling, and long-wavelength radiation detection, among others. 4−6 These phenomena have been made possible by intrinsic properties of halide perovskites, exemplified by MAPbI 3 (MA = CH 3 NH 3 ), that include defect-free, crystalline film formation at <100 °C, high optical absorption/emission with wavelength tunability, long-range ambipolar transport, efficient charge transfer, and injection to and from metallic contacts. These superior properties have been made possible by synergistic effects of the perovskite symmetry (monovalent cation, e.g., MA + , contained within a cuboctahedral cage comprising MX 6 metal halides) and lone-pair s orbitals that yield direct band gap p−p transitions. 7 Despite the promising progress in high-efficiency solar cells, 8−14 long-term stability and toxicity concerns due to the 47 presence of lead are two key issues that must be addressed 48 before any market viability of perovskite solar cells could be 49 suggested. Fortuitously, perovskites offer a multitude of crys-50 tallographic configurations, along with a wide palette of sub-51 stituents that portend the promise of new and exciting 52 optoelectronic characteristics and enhanced device performance 53 p while resolving concerns of stability and toxicity. 54 Whereas stability issues are mainly being addressed through 55 multication substitution, carbon encapsulation, and incorpo-56 ration of hydrophobic moieties, the toxicity concern has taken a 57 distinct route that relies on replacing Pb with divalent, trivalent, 58 or tetravalent cations in perovskite and...