Real-time learning analytics for C programming language courses

Xinyu Fu, Atsushi Shimada, H. Ogata, Yuta Taniguchi, D. Suehiro
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引用次数: 43

Abstract

Many universities choose the C programming language (C) as the first one they teach their students, early on in their program. However, students often consider programming courses difficult, and these courses often have among the highest dropout rates of computer science courses offered. It is therefore critical to provide more effective instruction to help students understand the syntax of C and prevent them losing interest in programming. In addition, homework and paper-based exams are still the main assessment methods in the majority of classrooms. It is difficult for teachers to grasp students' learning situation due to the large amount of evaluation work. To facilitate teaching and learning of C, in this article we propose a system---LAPLE (Learning Analytics in Programming Language Education)---that provides a learning dashboard to capture the behavior of students in the classroom and identify the different difficulties faced by different students looking at different knowledge. With LAPLE, teachers may better grasp students' learning situation in real time and better improve educational materials using analysis results. For their part, novice undergraduate programmers may use LAPLE to locate syntax errors in C and get recommendations from educational materials on how to fix them.
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实时学习分析的C编程语言课程
许多大学选择C编程语言(C)作为他们在课程早期教学生的第一门语言。然而,学生们通常认为编程课程很难,这些课程往往是计算机科学课程中辍学率最高的课程之一。因此,提供更有效的指导来帮助学生理解C语言的语法并防止他们对编程失去兴趣是至关重要的。此外,家庭作业和笔试仍然是大多数课堂的主要评估方式。由于大量的评价工作,教师很难掌握学生的学习情况。为了促进C语言的教学,在本文中我们提出了一个系统——LAPLE(编程语言教育中的学习分析)——它提供了一个学习仪表板来捕捉学生在课堂上的行为,并确定不同学生在学习不同知识时面临的不同困难。有了LAPLE,教师可以更好地实时掌握学生的学习情况,并利用分析结果更好地改进教材。对于初学者来说,本科程序员可能会使用LAPLE来定位C中的语法错误,并从教育材料中获得关于如何修复这些错误的建议。
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