Investigating assessment types in an online climate change class: moderating and mediating effects

April L. Millet, Emre Dinç, Timothy J. Bralower
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Abstract

This study aimed to examine the effect of four types of assessment on overall student success in an online college-level climate change course. Quizzes, midterms, lab assignments, and a capstone project as well as knowledge check questions were used to assess different aspects of student learning, consistent with Bloom’s taxonomy hierarchy. Quizzes and midterms assess basic knowledge, including remembering and understanding concepts, laboratory assignments require students to analyze and integrate concepts, and the capstone allows students to evaluate their understanding and create new content. Binary logistic regression, multiple regression analysis, continuous-by-continuous interaction modeling, and path analysis were used to investigate the moderating and mediating effects of these assessment types. We found both direct and indirect positive interactions as well as one negative interaction. Positive interactions were identified between quiz and lab assignment achievement and between capstone achievement and lab assignment achievement. The total score for correctly answered knowledge check questions positively affected quiz and lab assignment achievements. The interaction between capstone project achievement and total score for correctly answered knowledge check questions showed a negative interaction. Finally, the total score for correctly answered knowledge-check questions had an indirect positive effect on overall student success in the course. Results show that different types of assessment in an online course are complementary and amplify student learning.

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调查气候变化在线课堂的评估类型:调节和中介效应
本研究旨在考察四种类型的评估对学生在大学在线气候变化课程中取得总体成功的影响。根据布卢姆分类学的层次结构,测验、期中考试、实验作业和毕业设计以及知识检查问题被用来评估学生学习的不同方面。小测验和期中考试评估基础知识,包括记忆和理解概念;实验作业要求学生分析和整合概念;毕业设计让学生评估自己的理解并创造新内容。我们使用二元逻辑回归、多元回归分析、连续-连续交互模型和路径分析来研究这些评估类型的调节和中介效应。我们发现了直接和间接的正交互作用以及一种负交互作用。小测验成绩和实验作业成绩之间以及毕业设计成绩和实验作业成绩之间存在正向交互作用。正确回答知识检查问题的总分对小测验和实验作业成绩有积极影响。毕业设计成绩与正确回答知识检查问题的总分之间的交互作用为负交互作用。最后,正确回答知识检查问题的总得分对学生在课程中的总体成绩有间接的积极影响。结果表明,在线课程中不同类型的评估是相辅相成的,可以促进学生的学习。
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