The Torrance Test of Creative Thinking (TTCT) is the most widely used norm-referenced creativity test used in gifted identification. Although commonly used for identifying talent, little is known about how creativity tests, like the TTCT-Figural, contribute to the probability of being identified as gifted especially with underrepresented populations. Using nominated students (n = 1,191) from a diverse midsized urban school district, this study examined the differential predictive validity among student demographics (i.e., race/ethnicity, free/reduced price lunch status, English learning status, sex) and the TTCT-Figural to the probability of being identified as gifted. Results of a multilevel hierarchical generalized linear regression indicated underrepresented groups showed no difference in the probability of being identified after controlling for cognitive ability and academic achievement; the same was true when the TTCT-Figural was included within the model. The inclusion of the TTCT-Figural does contribute to the probability of identification; however, the disproportionality of underrepresented student groups remains in this school district. Gifted administrators looking to enhance equity may not find the solution with the mere inclusion of a creativity assessment. Implications for practice and future directions are discussed.