The Catalysis Data Science Initiative aims to integrate data science methodologies into the field of catalysis to accelerate the discovery and optimization of catalysts. By leveraging advanced techniques such as machine learning and artificial intelligence, researchers can analyze vast datasets to uncover patterns and insights that would be otherwise impossible to detect through conventional methods.