17 Despite many calls to reform undergraduate science, technology, engineering, and math (STEM) 18 education to incorporate active learning into classes, there has been little attention paid to 19 graduate level classrooms or courses taught by graduate students. Here, we set out to understand 20 if and how STEM graduate students' perceptions of active learning change in the classes they 21 take versus those they teach by administering surveys to STEM graduate students at our 22 institution. We found that graduate students had taken relatively few graduate level classes using 23 active learning and they felt that more time should devoted to active learning in the courses they 24 were taking. Teaching assistants felt that they were devoting the right amount of class time to 25 active learning in the classes they taught. Graduate students also felt that they were using 26 teaching methods in the classes they taught that were different from those they thought should be 27 used when teaching undergraduates and were different from how they preferred to learn when 28 taking classes. These findings suggest that graduate students' perceptions of teaching and 29 learning changed based on their role in the classroom, which have implications for graduate level 30 course work and professional development programs. 31 3 32 Introduction 33 "Active learning is an instructional method in which students 34 become engaged participants in the classroom. Students are 35 responsible for their own learning through the use of in-class: 36 written exercises, games, problem sets, clickers, debates, class 37 discussions, etc."-Miller and Metz (2014) 38 39 Active learning (AL) techniques encompass a variety of teaching practices in which students 40 actively engage with the course content and each other to construct their own knowledge. AL 41 increases student engagement, learning, and course grades, and reduces failure rates (e.g., 1-5); 42 these findings are so ubiquitous (but see 6), that researchers have shifted their focus from 43 proving the benefits of active learning to determining which techniques are most useful for 44 which students in which contexts (7). Despite the preponderance of evidence, AL is not yet used 45 in all classrooms, particularly at the college level (8,9) and much work has sought to identify and 46 lower barriers to implementing AL and other evidence-based teaching practices for faculty 47 teaching undergraduate courses (10-14). Commonly identified barriers for faculty include class 48 size, insufficient class time, and insufficient time to prepare materials (11,13,15).
49Faculty and student perceptions of and attitudes toward AL have also been identified as 50 potential barriers to AL adoption (14-20). Unsurprisingly, if faculty don't perceive that AL is 51 useful or beneficial, they report not using AL in their classrooms; a survey of faculty across 52 disciplines found that attitudes toward AL was the most important predictor AL adoption (18).53 Student perceptions of AL are also important and can influen...