Reaction network analysis in catalysis involves the study of interconnected chemical reactions facilitated by a catalyst. This analysis helps in understanding the complex pathways through which reactants are converted to products and the role of intermediate species in these transformations. By mapping out these reactions, researchers can optimize catalytic processes for higher efficiency and selectivity.