A staggering percentage of students end up not using their chosen major in college. This eclectic mix of AppLab students sought out to change this, but developing a personal outlet for reflective thinking. By mining personal reflections to uncover skills, personality attributes, and other key tendencies, students can make important curriculum decisions that better align to their innate capabilities.