Which features of AI-based tools are important for students? A choice-based conjoint analysis

Jörg von Garrel, Jana Mayer
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Abstract

AI-based language tools such as ChatGPT have the potential to fundamentally change studying and teaching at universities. Since there have been few empirical studies on the use of AI systems by students, this article aims to analyze the use of AI in higher education. In particular, it focuses on identifying features that are important to students when using AI during their studies. For this purpose, a choice-based conjoint experiment was conducted through a survey involving over 6300 participants from German universities. The results show that students attach particular importance to the degree of scientific rigor. The optimal package for an AI-based tool for studying includes the citation of reliable or truthful sources, the detection and correction of errors in the input, a comprehensive and detailed formulation of the output, no AI-caused hallucinations and transparency of the database. These characteristics differ only slightly in group-specific analyses.
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人工智能工具的哪些功能对学生很重要?基于选择的联合分析
基于人工智能的语言工具(如 ChatGPT)有可能从根本上改变大学的学习和教学。由于有关学生使用人工智能系统的实证研究很少,本文旨在分析人工智能在高等教育中的使用情况。特别是,本文侧重于识别学生在学习过程中使用人工智能时的重要特征。为此,我们通过一项涉及德国高校 6300 多名参与者的调查,开展了一项基于选择的联合实验。结果显示,学生尤其重视科学的严谨性。人工智能学习工具的最佳组合包括:引用可靠或真实的资料来源、检测并纠正输入中的错误、全面而详细的输出表述、没有人工智能造成的幻觉以及数据库的透明度。这些特点在具体组别的分析中仅略有不同。
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来源期刊
CiteScore
16.80
自引率
0.00%
发文量
66
审稿时长
50 days
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