Level 3 (High Achievers): Split into Excellent (A) and Above Average (B). Level 3 (Satisfactory Performers): Splits Average (C) and Passing (D). Level 2 (Failing Grade): Indicates performance that does not meet the minimum requirements for passing. Grades are efficiently categorized into discrete classes by this tree, which takes into account both the quantitative and qualitative components of student achievement. Every node functions as a decision point, resulting in a more accurate classification according to the standards established for the course's grading. Classification of Preferred Class Grade: Excellent (A). My favorite grade, an "Excellent" (A), is at the top of the "High Achievers" group. This categorization is a sign of not only getting the best marks possible, but also of great talent application, outstanding academic dedication, and mastery of the course material. The "Excellent" grade encourages students to aim for thorough comprehension and application of their information by setting a standard for academic