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R is an open-source software for statistical programming. With its increased popularity, graduates could be more marketable for both academic and industry jobs by learning such programs while in school. Additionally, using a programming language allows for more transparency in research by sharing the statistical approach and allowing for research replication. This evidence gap map (EGM) explores the ways that R has been used in applied research college courses and reports on the relevant published and unpublished studies. Studies include both quantitative and qualitative work in higher education, non-computer science (or related) disciplines. Additionally, this EGM reports on the outcomes discussed in the included studies and highlights areas where evidence is missing.