
Educational researchers have long acknowledged that children begin formal schooling with varying levels of academic preparedness, shaped by a complex interplay of individual, family, and environmental influences. The Early Childhood Policy Research Group’s recent analysis sheds light on how early childhood education programs can better support all learners by identifying the factors that most significantly impact kindergarten readiness.
Guided by Bronfenbrenner’s bioecological systems framework—which emphasizes the role of multiple contextual influences on child development—the research team employed advanced machine learning techniques to analyze patterns of academic growth during the 2022-2023 Voluntary Prekindergarten Education Program (VPK) year.
The study explored how combinations of individual traits, household dynamics, and classroom environments contribute to both initial academic performance and learning trajectories. The findings offer valuable insights for educators, policymakers, and program designers seeking to optimize early learning experiences and outcomes.
Visit our Child Outcomes page to read the Research Brief: An Ecological Study of Literacy Growth Among VPK Attendees and then explore the Understanding Academic Performance & Growth Patterns in VPK tool to use the Kindergarten Readiness Dashboard!