To model catalysis data in Neo4j, researchers can represent chemical species (e.g., reactants, products, catalysts) as nodes. The reactions between these species are represented as relationships. Properties such as reaction conditions, energy barriers, and yield can be added as attributes to these nodes and relationships. This allows for a detailed and precise representation of the catalytic processes.