The distribution of active sites is essential because it directly affects the overall catalytic performance. A catalyst with a well-distributed active site can enhance reaction rates and selectivity. Uneven distribution, on the other hand, can lead to suboptimal performance, where some regions of the catalyst may be underutilized, while others may be overburdened.