<p>Engineering components such as bearings, pistons, and sliding contact are subjected to wear losses, and understanding and quantifying wear rates are essential for designing and maintaining various engineering components. The present work employs a dimensional analysis to derive a relationship for finding the specific wear rate. A comprehensive investigation of wear was carried out using the linear reciprocating wear method through the lens of dimensional analysis. The dimensional analysis is a promising method for developing a relationship between the dependent and independent variables. A Taguchi L27 full factorial (3³) orthogonal array experimental design was considered in executing the experiment for the data collection. The developed mathematical relation was further validated with the experimental result, and the best-obtained result supports the experimental result with a 2.34% error.</p>