This document provides an overview of a project that aims to compare the effectiveness of the Taguchi method and Shainin design of experiments (DOE) technique for optimizing surface roughness. The objectives are to compare the two methods and determine the applicability of the Taguchi method. The problem statement indicates the adoption of experimental design techniques can help a company improve cost and quality. The literature review discusses perspectives on the relative power and validity of different approaches. The methodology section indicates Taguchi and Shainin DOE approaches will be followed. The expected result is to identify optimum parameters for surface roughness measurement using the techniques and compare their effectiveness.