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Strong literacy skills are crucial to ensuring student success both in and beyond their formal schooling. Existing evidence suggests that the transition from elementary to middle school is a particularly crucial period for literacy development and requires sustained support of students through this transition. I capitalize on a district-based rule that assigns students to a supplementary reading class in middle school if they score below a designated cutoff score on a 5th grade test to employ a fuzzy regression discontinuity design and estimate the effect of participating in this supplementary reading class. Using this natural experiment I find that the district-delivered, research-driven instructional intervention generates increases in standardized reading and mathematics test scores across the middle school grades.