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The purpose of this study was to examine learner enrollment purposes, perceptions on instructional activities, and their relationship to learning gains in a Massive Open Online Course (MOOC) for attitudinal change regarding human trafficking (HT). Using an author-developed survey, learners reported their perceptions on instructional activities and learning gains within the MOOC. Based on the results of the study, we discussed the instructional design considerations.