Data science plays a crucial role by managing and analyzing the massive amounts of data generated from experiments and simulations. Techniques such as data mining and statistical analysis enable researchers to extract meaningful information from complex datasets. This information can inform decisions on catalyst selection, reaction conditions, and process optimization.