Screening of New Catalysts: Extensive research is conducted to identify new catalyst materials with better properties. Modification of Existing Catalysts: Altering the composition or structure of current catalysts to enhance their performance. Computational Design: Using computational chemistry and machine learning to predict and design more effective catalysts. Biocatalysts: Employing enzymes or other biological catalysts as replacements for traditional inorganic catalysts.