QSAR models are invaluable in catalysis because they can predict the performance of new catalysts without the need for extensive experimental testing. This predictive power saves time and resources, enabling researchers to focus on the most promising candidates. Additionally, QSAR models can provide insights into the mechanistic aspects of catalysis, revealing which molecular features are most influential in driving catalytic activity.