Data mining is crucial in catalysis because it helps in understanding complex chemical reactions and mechanisms. Given the vast amount of data generated in catalytic research, traditional analysis methods are often insufficient. Data mining allows researchers to efficiently identify key factors affecting catalytic performance, leading to the development of better catalysts and processes. This is particularly important in industries such as pharmaceuticals, petrochemicals, and environmental engineering.