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Recent pre-K effect studies raised concerns about the rapid convergence of test score outcomes later in the schooling experiences between pre-K attendees and non-attendees. The cohort-level impact of pre-K expansion is not well-understood. This study uses nationwide district-level achievement data matched with pre-K enrollment files to understand the impact of expanded coverage in school-based pre-K programs on cohort-level achievement and achievement gaps. We adopt a two-way fixed effect framework to isolate the changes in district test scores attributable to pre-K coverage variations and employ a series of robustness checks to rule out other potential explanations.