Building computational creativity in an online course for non-majors

In recent years, a growing number of universities have begun to offer specialized courses as a way to make computer science (CS) more accessible to students with little or no prior CS or programming experience, especially non-CS majors. One of the ways courses have been modified for these students is by supplementing the core problem solving and coding aspects of the curriculum with explicit instruction on computational thinking principles. These “computational thinking” courses are promising in that they ground computational thinking in discipline-specific contexts and emphasize application of computational principles. However, there is little empirical research evaluating the extent to which students learn computational thinking from these courses. The purpose of this study was to evaluate the impact of an online Computational Creativity course on students' computational thinking skills, creative competencies, and self-efficacy. Students in the Computational Creativity course were predominantly non-CS majors, and they completed four Computational Creativity Exercises (CCEs) that have previously been shown to improve learning and achievement. Results indicate that the Computational Creativity course was effective in increasing students' computational thinking knowledge and self-efficacy for applying computational thinking in their fields, but it did not have an impact on students' creative competencies. Additionally, students' reactions to the course and the CCEs were mostly positive. Thus, this study provides initial evidence that non-CS majors can learn computational thinking through the online Computational Creativity course.