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The heatmap reveals strong positive associations between study hours, attendance, and final grades, which are further characterized by linear regression models showing a direct relationship between engagement and academic outcomes. These results suggest that both consistent attendance and dedicated study time are primary drivers of higher student achievement.
Creator
85575894-8803-4260-9370-289a4b586346
Published
March 10, 2026
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