The use of high-strength steel sheets in automotive body and chassis components continues to grow to reduce vehicle weight while maintaining crashworthiness. As sheet strength increases, variability in material properties and forming conditions tends to increase as well, which can raise process sensitivity and compromise production stability. This study evaluates the robustness of two-stage split drawing process designs for an automotive crossmember against variations in material properties and process conditions. Yield strength, ultimate tensile strength, and sheet thickness were selected as material-related noise factors, whereas pad force and the friction coefficient were considered process-related noise factors. Finite element simulations were conducted to quantify key forming defects, including thinning, wrinkling, and springback, under the prescribed noise-factor variations. The resulting distributions of defect responses were assessed using the interquartile range (IQR), total range, and skewness. Relative to the initial design, the optimized design showed markedly reduced dispersion in defect responses, indicating a significant improvement in forming robustness.