We analyzed data from a large-scale (N = 39,213), longitudinal study of urban students to assess child factors (gender, ethnicity, English language learner status, school readiness skills, type of pre-K attended, early elementary school academic performance) prospectively associated with eventual gifted identification in elementary school. Overall, 14.2% of students were identified as gifted in K-5th grade, with the majority identified by second grade. Multivariate logistic regression analyses revealed that White and Latino students were more likely to be identified as gifted than Black students, even controlling for poverty and early academic performance. English language learners, boys, and those who attended public school pre-K programs were more likely to be identified controlling for other factors. School readiness assessments were also useful for predicting giftedness.