A new working paper by economist Sakib Mahmud breaks down how third-grade reading retention policies impact student outcomes—and not just in Mississippi. He doesn’t set out to settle the debate on retention-cohort samples, and the analysis was conducted before the recent round of statistical disagreements. Still, the findings suggest improvements reflect real learning rather than testing low-performing kids a year later.