A machine learning-based grading system that assists inaccurate, unfair, and inconsistent teacher grading. The system gathers student work, processes performance trends and creates complex competency records simmilar to candidate profile in ATS systems. It proposes grades on the basis of clear criteria, shows the strengths and learning gaps and mentions the possible grading bias. Also, the platform helps teachers by giving them supportive and facilitated feedback recommendations to assist the teachers to provide clear and consistent comments but retains full control of the actual evaluation. The system also visualizes the progress of the students with time passing, and therefore, assessment becomes more data-oriented and transparent.