Linear models are crucial because they provide a simplified yet insightful way to predict how changes in reaction conditions will affect the overall catalytic process. By using these models, researchers can optimize catalysts and reaction conditions more efficiently. They are particularly useful in the early stages of catalyst design and in the optimization of industrial catalytic processes.