Understanding parameter uncertainty is crucial because it affects the reliability and predictability of catalytic systems. In industrial applications, even small deviations in parameters can lead to significant differences in product yield and selectivity. By considering parameter uncertainty, researchers and engineers can better design catalysts and optimize reaction conditions to achieve more consistent and desirable outcomes.