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The present study examined the relations among perceived classroom goal structure, self-efficacy, and student engagement for 639 English language learners from three universities in northeastern China. Analysis using structural equation modeling and multi-group structural equation modeling indicated that mastery classroom goal structure was related to student engagement; this relation was also mediated by self-efficacy. The effects of mastery classroom goal structure were stronger for men than for women. Performance classroom goal structure was not related to either self-efficacy or student engagement for the overall sample, but was related to engagement for men.