As technology advances, and more students have constant access to cell phones, laptops and tablets inside classrooms, the use of machine translation (MT) by language learners will rise. In order for instructors to better design courses they should strive to understand how students are using MT, as well as student attitudes towards this technology. This study examined the perspectives of South Korean graduate students at a STEM university towards the usage of MT in academic settings. This study featured a survey of 100 participants, and found positive correlations between the use of translators on written assignments, important academic work such as theses, as well as a proclivity to use machine translation to support daily academic tasks. Students also showed a strong belief that MT has benefits as a language learning tool. As a result of this study, language teachers may consider incorporating MT education within their curriculum.