Does generative AI help in learning programming: Students’ perceptions, reported use and relation to performance

IF 5.8 Q1 PSYCHOLOGY, EXPERIMENTAL Computers in human behavior reports Pub Date : 2025-05-01 Epub Date: 2025-03-08 DOI:10.1016/j.chbr.2025.100642
Marina Lepp, Joosep Kaimre
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Abstract

In 2022, the release of ChatGPT marked a significant advancement in the use of Artificial Intelligence (AI) chatbots, particularly impacting fields like computer science and education. The ability to generate code snippets using AI chatbots has introduced new opportunities and challenges in teaching programming. However, there is limited agreement on how students integrate them into their learning processes. This study aims to explore how students utilize AI chatbots in the "Object-Oriented Programming" course and examine the relationship between chatbot usage and academic performance. To address this, 231 students completed a survey assessing the frequency and manner of chatbot usage. Descriptive statistical methods were employed to analyze usage and perceptions, while Spearman's correlation was used to investigate the connection between chatbot usage and course performance. Results indicated that students primarily relied on AI chatbots for programming tasks. Interestingly, students' performance negatively correlates with the reported frequency of using these tools. These findings provide valuable insights for programming educators, offering a better understanding of students' perceptions and use of AI chatbots. This knowledge can inform strategies for integrating these tools effectively into computer science education.
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生成式人工智能是否有助于学习编程:学生的感知、报告的使用情况以及与表现的关系
2022年,ChatGPT的发布标志着人工智能(AI)聊天机器人的使用取得了重大进展,特别是对计算机科学和教育等领域产生了影响。使用人工智能聊天机器人生成代码片段的能力给编程教学带来了新的机遇和挑战。然而,对于学生如何将它们融入到学习过程中,人们的看法是有限的。本研究旨在探讨学生如何在“面向对象编程”课程中使用AI聊天机器人,并研究聊天机器人的使用与学习成绩之间的关系。为了解决这个问题,231名学生完成了一项评估聊天机器人使用频率和方式的调查。采用描述性统计方法分析使用情况和感知情况,采用Spearman相关法研究聊天机器人使用情况与课程表现之间的关系。结果表明,学生主要依靠人工智能聊天机器人来完成编程任务。有趣的是,学生的表现与使用这些工具的报告频率呈负相关。这些发现为编程教育者提供了有价值的见解,让他们更好地了解学生对人工智能聊天机器人的看法和使用。这些知识可以为将这些工具有效地整合到计算机科学教育中的策略提供信息。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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