This document discusses a study on the roller burnishing process for aluminum workpieces using design of experiments. Roller burnishing is a cold working process that improves the surface finish and hardness of a softer workpiece material through plastic deformation. The study aims to determine the optimum spindle speed, tool feed rate, and number of passes to minimize the surface roughness of aluminum workpieces. Design of experiments techniques are used to understand the individual and interactive effects of the process parameters on surface roughness. The results of this study can be applied to finish aluminum components for applications in various industries such as aerospace where low weight is important.