Abstract The effectiveness of the finished component in turning process is highly reliant on the parameters related to the workpiece and cutting tool. This paper aims to assess the impact of machining parameters on tangential, radial and axial forces while turning AISI 201 stainless steel using cemented carbide tool insert. Process parameters such as spindle speed, feed, depth of cut, and workpiece diameter were used. Four-factors and four-level L16 Taguchi Design of Experiments were employed. In addition, the Analysis of Variance (ANOVA) was used to explore the effects of process parameters and their impact on interactions. After that, an attempt was made to generate prediction models by establishing a regression equation for the cutting forces. Predicted and measured values were plotted in the graphs and comparisons were shown. Finally, the interaction effects between the cutting forces and machining parameters were analyzed as well.