The preparation method directly impacts the catalyst's activity, selectivity, stability, and regenerability. Proper preparation ensures optimal surface area, porosity, and active site distribution, which are vital for enhancing catalytic performance. Understanding the preparation techniques can lead to the development of more efficient and sustainable catalytic processes.