Testing theoretical explanations for heterogeneity in associations between a state quality rating and improvement system and prekindergarten children’s academic performance

•This study tested two developmental hypotheses in the context of a state quality system.•Regression models with children nested in classrooms and schools were implemented.•Attending highly rated programs predicted greater growth in language and literacy.•Entering with strong executive functions was beneficial for literacy in low-quality programs.