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Intelligent tutoring systems and learning performance: Applying task-technology fit and IS success model

机译:智能辅导系统和学习绩效:应用任务技术适合性和IS成功模型

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Purpose Intelligent tutoring systems (ITS) are a supplemental educational tool that offers great benefits to students and teachers. The systems are designed to focus on an individual's characteristics, needs and preferences in an effort to improve student outcomes. Despite the potential benefits of such systems, little work has been done to investigate the impact of ITS on users. To provide a more nuanced understanding of the effectiveness of ITS, the purpose of this paper is to explore the role of several ITS parameters (i.e. knowledge, system, service quality and task-technology fit (TTF)) in motivating, satisfying and helping students to improve their learning performance. Design/methodology/approach Data were obtained from students who used ITS, and a structural equation modeling was deployed to analyze the data. Findings Data analysis revealed that the quality of knowledge, system and service directly impacted satisfaction and improved TTF for ITS. It was found that TTF and student satisfaction with ITS did not generate higher learning performance. However, student satisfaction with ITS did improve learning motivation and resulted in superior learning performance. Data suggest this is due to students receiving constant and constructive feedback while simultaneously collaborating with their peers and teachers. Originality/value This study verifies that there was a need to assess the benefits of ITS. Based on the study's findings, theoretical and practical implications are proposed.
机译:目的智能补习系统(ITS)是一种补充性教育工具,可为学生和教师带来巨大的收益。该系统旨在关注个人的特征,需求和偏好,以提高学生的学习成绩。尽管此类系统具有潜在的好处,但几乎没有开展任何工作来调查ITS对用户的影响。为了更全面地了解ITS的有效性,本文旨在探讨ITS的几个参数(即知识,系统,服务质量和任务技术适合性(TTF))在激励,满足和帮助学生方面的作用。改善他们的学习表现。设计/方法/方法数据是从使用ITS的学生那里获得的,并使用了结构方程模型来分析数据。研究结果数据分析表明,知识,系统和服务的质量直接影响了满意度,并提高了ITS的TTF。结果发现,TTF和学生对ITS的满意度并未产生更高的学习成绩。但是,学生对ITS的满意度确实提高了学习动机,并获得了出色的学习成绩。数据表明,这是由于学生在与同龄人和老师合作的同时不断获得建设性的反馈。原创性/价值这项研究验证了有必要评估ITS的好处。根据研究结果,提出了理论和实践意义。

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