Examined construction of different predictive models for readiness for first grade, using data from prekindergarten screening. Found 45.6 percent to 75.9 percent of the children correctly classified. Results indicate that less emphasis should be given to collecting historical screening data and that many social/emotional problems may go undetected or be mislabeled. (Author)