Motivational climate predicts effort and achievement in a large computer science course: examining differences across sexes, races/ethnicities, and academic majors

IF 5.6 1区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH International Journal of Stem Education Pub Date : 2023-11-13 DOI:10.1186/s40594-023-00457-0
Brett D. Jones, Margaret Ellis, Fei Gu, Hande Fenerci
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Abstract

Abstract Background The motivational climate within a course has been shown to be an important predictor of students’ engagement and course ratings. Because little is known about how students’ perceptions of the motivational climate in a computer science (CS) course vary by sex, race/ethnicity, and academic major, we investigated these questions: (1) To what extent do students’ achievement and perceptions of motivational climate, cost, ease, and effort vary by sex, race/ethnicity, or major? and (2) To what extent do the relationships between students’ achievement and perceptions of motivational climate, cost, and effort vary by sex, race/ethnicity, and major? Participants were enrolled in a large CS course at a large public university in the southeastern U.S. A survey was administered to 981 students in the course over three years. Path analyses and one-way MANOVAs and ANOVAs were conducted to examine differences between groups. Results Students’ perceptions of empowerment, usefulness, interest, and caring were similar across sexes and races/ethnicities. However, women and Asian students reported lower success expectancies. Students in the same academic major as the course topic (i.e., CS) generally reported higher perceptions of the motivational climate than students who did not major or minor in the course topic. Final grades in the course did not vary by sex or race/ethnicity, except that the White and Asian students obtained higher grades than the Black students. Across sex, race/ethnicity, and major, students’ perceptions of the motivational climate were positively related to effort, which was positively related to achievement. Conclusions One implication is that females, Asian students, and non-CS students may need more support, or different types of support, to help them believe that they can succeed in computer science courses. On average, these students were less confident in their abilities to succeed in the course and were more likely to report that they did not have the time needed to do well in the course. A second implication for instructors is that it may be possible to increase students’ effort and achievement by increasing students’ perceptions of the five key constructs in the MUSIC Model of Motivation: eMpowerment, Usefulness, Success, Interest, and Caring.
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在一门大型计算机科学课程中,动机气候预测了努力和成就:研究性别、种族/民族和学术专业之间的差异
摘要背景课程中的动机气氛已被证明是学生参与和课程评分的重要预测因子。由于对学生在计算机科学(CS)课程中对动机气候的感知如何因性别、种族/民族和学术专业而异知之甚少,我们调查了这些问题:(1)学生的成就和对动机气候、成本、轻松程度和努力的感知在多大程度上因性别、种族/民族或专业而异?(2)学生的成就与动机氛围、成本和努力之间的关系在多大程度上因性别、种族/民族和专业而异?参与者被选入美国东南部一所大型公立大学的大型计算机科学课程。研究人员对该课程的981名学生进行了为期三年的调查。采用通径分析、单因素方差分析和单因素方差分析来检验组间差异。结果学生对赋权、有用性、兴趣和关怀的认知在性别和种族之间是相似的。然而,女性和亚洲学生对成功的期望较低。与课程主题相同的学术专业(即CS)的学生通常比没有主修或辅修课程主题的学生对动机气候的感知更高。除了白人和亚裔学生的成绩高于黑人学生外,这门课程的最终成绩没有因性别或种族/民族而异。在性别、种族/民族和专业中,学生对动机气候的感知与努力正相关,努力与成就正相关。一个暗示是,女性、亚洲学生和非计算机科学学生可能需要更多的支持,或不同类型的支持,以帮助他们相信自己可以在计算机科学课程中取得成功。平均而言,这些学生对自己在课程中取得成功的能力缺乏信心,而且更有可能报告说他们没有足够的时间把课程做好。对教师的第二个启示是,通过提高学生对MUSIC动机模型中的五个关键结构(授权、有用、成功、兴趣和关心)的认识,可能会增加学生的努力和成就。
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来源期刊
International Journal of Stem Education
International Journal of Stem Education Social Sciences-Education
CiteScore
12.40
自引率
11.90%
发文量
68
审稿时长
13 weeks
期刊介绍: The International Journal of STEM Education is a multidisciplinary journal in subject-content education that focuses on the study of teaching and learning in science, technology, engineering, and mathematics (STEM). It is being established as a brand new, forward looking journal in the field of education. As a peer-reviewed journal, it is positioned to promote research and educational development in the rapidly evolving field of STEM education around the world.
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