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Despite significant scholarly attention, the literature on the existence and direction of gender differences in creativity has produced inconsistent findings. In the present paper, we argue that this lack of consensus may be attributable, at least in part, to gender‐specific inconsistencies in the measurement of creative problem‐solving. To explore this possibility, we empirically tested assumptions of multiple‐group measurement invariance using samples borrowed from four recent studies that assessed creative problem‐solving (J.D. Barrett et al., 2013; K.S. Hester et al., 2012; D.R. Peterson et al., 2013; I.C. Robledo et al., 2012). Across the four samples, apparent gender differences emerged on all three components of S.P. Besemer & K. O'Quin's (1999) three‐facet model of creativity (i.e., quality, originality, and elegance) such that, on average, females appeared to exhibit higher baseline levels of creativity. However, in …