The choice of preparation method depends on several factors, including the nature of the active phase, the type of support, and the desired properties of the catalyst. For instance, impregnation is suitable for supported metal catalysts, while sol-gel and hydrothermal synthesis are ideal for preparing mixed oxides and zeolites, respectively.