The evaluation session is a crucial first step in the increasingly common practice of cosmetic surgery worldwide, but not all patients who schedule one have the procedure. To identify the factors influencing the effectiveness of cosmetic surgery, this article proposes an analytical model based on a grading system employing several methods, including correlation analysis, principal component analysis, decision trees, logistic regression, and association rules