The response surface methodology (RSM) was employed as a systematic and statistical approach to model the distribution coefficient (Kd) for PFAS compounds on various adsorbents. RSM provides a structured framework for identifying the relationships between key independent variables and the response variable, Kd. The analysis was designed to quantify the linear, non-linear effects, and interaction effects of the independent variables, enabling a comprehensive exploration of the multivariable space.