Examining Sources of Variation in Student Confusion in College Classes

Youjie Chen, René F. Kizilcec
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Abstract

Students often experience confusion while learning, and if promptly resolved, it can promote engagement and deeper understanding. However, detecting student confusion and intervening in a timely and scalable manner challenges even seasoned instructors. To understand when and where students are most likely to be confused, we study the systematic occurrence of confusion in college classes among 29,511 students in twelve universities. We use a novel method for affect detection that allows students to self-report confusion on individual presentation slides during their classes. Across 1,366 class presentations, we find that confusion arises at different times during class and depends on class duration, class size, type of institution, and academic discipline. Confusion is most prevalent during short presentations, in small classes, low-tier institutions, and scientific disciplines.
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大学课堂上学生困惑的变异来源研究
学生在学习过程中经常遇到困惑,如果及时解决,可以促进参与和更深层次的理解。然而,发现学生的困惑并以及时和可扩展的方式进行干预,即使是经验丰富的教师也面临挑战。为了了解学生在何时何地最容易感到困惑,我们对12所大学的29,511名学生在大学课堂上出现的困惑进行了系统研究。我们使用一种新颖的方法进行情感检测,允许学生在课堂上自我报告对个别演示幻灯片的困惑。在1366次课堂演讲中,我们发现困惑出现在课堂的不同时间,这取决于课堂时长、班级规模、机构类型和学科。在简短的演讲、小班、低层次的机构和科学学科中,混淆是最普遍的。
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