Partial solubility parameters are used to predict the solubility of materials by considering the contributions of different types of intermolecular forces, such as dispersion, polar, and hydrogen bonding interactions. This approach helps in understanding the compatibility of solvents and solutes, aiding in the design of formulations and materials with desired solubility characteristics.