Predictor measures were chosen from Texas public school campus student demographic and operational data, as well as community-based early childhood program data. Prior to this study, no research had been conducted in Texas that merged public school-based early childhood program data with community-based early childhood program data in order to understand a historical and often neglected problem in the state’s education system : the number of students being held back in first grade.