Cross validation can significantly enhance catalyst design by: - Screening potential catalysts: It helps in screening and ranking potential catalysts based on their performance across different subsets of data. - Optimizing reaction conditions: By validating different reaction conditions, cross validation aids in optimizing parameters such as temperature, pressure, and concentration. - Predicting catalyst activity: It allows for more accurate predictions of catalyst activity and stability, leading to better-designed catalysts.