Automated catalyst screening refers to the use of advanced technologies and methodologies to rapidly evaluate and identify potential catalysts for chemical reactions. This approach employs robotics, high-throughput experimentation, machine learning, and various analytical techniques to expedite the discovery and optimization of catalysts.