Reduced by-products refer to the minimization of unwanted or non-essential substances produced during a catalytic reaction. In many chemical processes, especially industrial ones, the goal is to maximize the yield of the desired product while minimizing the formation of by-products. This is crucial for economic, environmental, and efficiency reasons.