Predictive power is essential because it enables researchers and engineers to design nanomaterials with specific properties without resorting to extensive trial-and-error experiments. This can significantly speed up the development process and reduce costs. Moreover, it enhances our understanding of nanoscale phenomena, paving the way for innovations in drug delivery, energy storage, and semiconductors.