Methods: The study analyzes four cohorts of students (N = 62,314) from a large urban public school district, linking administrative student records with school-level indicators of poverty, discipline rates, and climate drawn from an annual organizational survey. Multilevel mixed-effects binary logistic regression models were used to examine how school-level and individual-level variables predicted being overage for grade. Additional models explored whether racial and gender inequities are more strongly associated with differences across schools or within schools.
Results: Higher levels of school poverty (AOR = 2.02; 95% CI [1.69, 2.41]) and higher suspension rates (AOR = 1.32; 95% CI [1.19, 1.46]) were associated with significantly increased odds of students becoming overage for grade, even after adjusting for individual academic and attendance factors. While positive perceptions of school safety and student–teacher trust were initially associated with lower odds of being overage, these effects attenuated after accounting for individual characteristics. Analyses revealed that Black students (AOR = 1.18; 95% CI [1.06, 1.31]) and male students (AOR = 1.15; 95% CI [1.11, 1.20]) faced higher odds of being overage, both across and within schools, reflecting the impact of educational structural inequities embedded in educational institutions.
Conclusions and Implications: This study underscores the necessity of critical consciousness at every stage of the research process—from framing questions to interpreting findings and resisting deficit narratives. By moving beyond individual-level explanations, the findings reveal how educational structural conditions within schools—such as concentrated poverty and exclusionary discipline practices—shape students’ academic trajectories and contribute to persistent racial and gender inequities. Although schools are embedded within broader systems of oppression, they remain pivotal spaces for transformation. Advancing educational equity demands not only technical reforms but also a sustained commitment to challenging dominant ideologies and dismantling the systemic conditions that reproduce harm. Through intentional, equity-centered change powered by critical consciousness, schools can serve as powerful levers for fostering more just and inclusive outcomes for all students.
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