The complexity of catalytic reactions and the vast amount of data generated during experiments necessitate the use of advanced data mining techniques. These tools help in:
Identifying key factors influencing catalytic activity. Optimizing experimental conditions. Predicting the performance of new catalysts. Reducing the time and cost associated with catalyst development.