Future directions in catalyst design include developing green catalysts that are environmentally friendly, designing catalysts for renewable energy applications, and creating biocatalysts for more sustainable processes. Advances in machine learning and artificial intelligence are also expected to accelerate the discovery and optimization of new catalysts.