Examined the effectiveness of small sets of predictor variables for correctly identifying children as developmentally delayed at four to seven years of age. A combination of six biomedical risk items, maternal education level, and four subscale scores from the Home Observation for Measurement of the Environment Inventory is effective when used as a screening battery across a four-year period. (AA)