The choice of solvent depends on various factors such as the solubility of reactants, the nature of the catalyst, and the desired reaction conditions. Polar solvents like water or methanol are often used for ionic or polar reactions, while non-polar solvents like hexane are chosen for non-polar reactants. Additionally, the environmental impact and cost of the solvent should also be considered.