EXPLORING THE ROLE OF CLASSROOM ENVIRONMENT IN SHAPING STUDENT LEARNING OUTCOMES: A QUANTITATIVE STUDY
Abstract
This study investigates the role of classroom environment in shaping student learning outcomes using a quantitative, data-driven approach. Drawing on alarge secondary dataset comprising 15,000 observations, the research examines the influence of key environmental factors, including ergonomic comfort, visual accessibility, airflow, classroom dimensions,and student density. Descriptive statistics, correlation analysis, and multiple regression modeling were employed to assess both individual and combined effects of these variables on academic performance. The findings reveal that classroom environment factors exhibit weak correlations with learning outcomes, and the regression model demonstrates very low explanatory power (R² ≈ 0.00034), indicating minimal direct impact. These results suggest that while classroom environment is theoretically significant, its measurable influence may be limited when considered independently of othercritical factors. The study highlights the importance of pedagogical practices, student motivation, and instructional qualityas potentially stronger determinants of learning outcomes. Theoretically, the findings align with constructivist andsociocultural perspectives, emphasizing the dynamic and interactive nature of learning environments. Practically, thestudy suggests that improving educational outcomes requires a holistic approach that integrates environmental,psychological,and instructional dimensions. This research contributes to the growing body of literature by demonstratingthe limitations of purely structural classroom variables and underscores the need for more comprehensive,multidimensional models in educational research.
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References
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