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Libraries represent a key space in classrooms where students collaborate and learn in schools outside scheduled classrooms themselves. Despite their importance in supporting student learning, little empirical research has been done to understand the connection between library usage and student academic success. We collected student library usage data available through a school’s innovative approach to scheduling (Flexmod) to build a Rasch model of student library engagement. Using the output of this model, we conducted a multiple linear regression showing student library engagement significantly predicts fewer course failures, and that library engagement coefficient remains significant even after controlling for past student performance. These results show how efforts to boost library usage can meaningfully contribute to faculty goals related to classroom success.