Uncertainty in catalysis can arise from various sources such as feedstock variability, fluctuating market demands, and operational discrepancies. Ignoring these uncertainties can lead to suboptimal or even infeasible solutions. By incorporating uncertainty, stochastic programming provides a more robust and reliable optimization strategy.