combine the two paragraphs to make one: The data set includes 50 students. It comprises their interim exam scores, final eighth-grade science grades, and Mississippi Academic Assessment Program (MAAP) Science scores. This comprehensive data set allows us to analyze the students' academic performance in-depth, identify patterns, and draw meaningful conclusions. The interpretation of the regression analysis reveals patterns and anomalies, as illustrated in Figure. A notable finding is the Big Oaks Science Curriculum accounts for thirteen percent of the MAAP. However, it is also important to note all three predictive variables in the analysis were found to be insignificant. A specific pattern that emerged during the analysis was the presence of five students with Individualized Education Programs (IEPs). These students represent ten percent of the total student population. Therefore, this factor is crucial to consider when interpreting the results of the regression analysis