With the support of the Chemical Catalysis program in the Division of Chemistry, Professor Matthew Sigman of the University of Utah is studying the reactivity, mechanism, and synthetic application of heteroleptic catalysts. During this project, the Sigman group will investigate heteroleptic metal complexes catalysts that require two disparate ligand scaffolds for function on a single metal. A broad goal of the Sigman lab is the fundamental understanding of relationships between catalyst structure and function. In modern catalysis, ligands, and the catalysts they support, have evolved in complexity to meet synthetic demands. As such, the Sigman group has been at the forefront of applying data science in chemistry to better understand intricate structure-function relationships, contributing to advancements in reactivity and optimizations. By applying a unified set of data science tactics, including the use of physically meaningful molecular descriptors, this project will provide the broader community with new strategies for reaction development and enhanced methods for chemical synthesis. Ultimately, this work will enable independent tuning of each ligand's role to achieve novel selectivity and reactivity. This work is highly collaborative, which will not only provide robust professional development opportunities for the trainees involved but also enable our science to reach broader audiences. The Sigman group highly values training the upcoming generation of chemists. As part