Purpose: The current study aimed to compare traditional logistic regression models with machine learning algorithms to investigate the predictive ability of (a) communication performance at 3 years old on language outcomes at 10 years old and (b) broader developmental skills (motor, social, and adaptive) at 3 years old on language outcomes at 10…

Poor language skills can have a negative effect on a developing child if not identified early. Current strategies to identify families with children who may need additional support are limited, and may not detect child language problems before they become entrenched. The present study explores observed indices of parental language as a means of…