Intelligent tutoring systems for word problem solving in COVID-19 days: could they have been (part of) the solution?

IF 2 2区 教育学 Q2 EDUCATION & EDUCATIONAL RESEARCH
Javier Del Olmo-Muñoz, José Antonio González-Calero, Pascual D Diago, David Arnau, Miguel Arevalillo-Herráez
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引用次数: 4

Abstract

The COVID-19 pandemic led to the lockdown of schools in many countries, forcing teachers and students to carry out educational activities remotely. In the case of mathematics, developing remote instruction based on both synchronous and asynchronous technological solutions has proven to be an extremely complex challenge. Specifically, this was the case in topics such as word problem solving, as this domain requires intensive supervision and feedback from the teacher. In this piece of research, we present an evaluation of how technology is employed in the teaching of mathematics, with particular relevance to learning during the pandemic. For that purpose, we conducted a systematic review, revealing the almost complete absence of experiments in which the use of technology is not mediated by the teacher. These results reflect a pessimistic vision within the field of mathematics education about the possibilities of learning when the student uses technology autonomously. Bringing good outcomes out of a bad situation, the pandemic crisis may represent a turning point from which to start directing the research gaze towards technological environments such as those mediated by artificial intelligence. As an example, we provide a study illustrating to what extent intelligent tutoring systems can be cost-effective compared to one-to-one human tutoring and mathematic learning-oriented solutions for intensive supervision in the teaching of word problem solving, especially appropriate for remote settings. Despite the potential of these technologies, the experience also showed that student socioeconomic level was a determining factor in the participation rate with an intelligent tutoring system, regardless of whether or not the administration guaranteed students' access to technological resources during the COVID-19 situation.

Abstract Image

2019冠状病毒病疫情期间解决文字问题的智能辅导系统:它们能成为解决方案的(一部分)吗?
新冠肺炎大流行导致许多国家的学校被封锁,教师和学生被迫远程开展教育活动。以数学为例,开发基于同步和异步技术解决方案的远程教学已被证明是一项极其复杂的挑战。具体来说,在诸如解决文字问题之类的主题中就是这种情况,因为这个领域需要老师的密切监督和反馈。在这项研究中,我们评估了技术如何应用于数学教学,特别是与大流行期间的学习有关。为此,我们进行了一次系统的回顾,发现几乎完全没有实验,在这些实验中,技术的使用不是由老师来调节的。这些结果反映了数学教育领域对学生自主使用技术时学习可能性的悲观看法。大流行危机带来了坏的结果,它可能是一个转折点,从这个转折点开始,研究的目光将转向人工智能等技术环境。作为一个例子,我们提供了一项研究,说明与一对一的人工辅导和以数学学习为导向的解决方案相比,智能辅导系统在多大程度上具有成本效益,以加强对单词问题解决教学的监督,特别是适用于远程设置。尽管这些技术具有潜力,但经验也表明,无论管理部门是否保证学生在新冠肺炎疫情期间获得技术资源,学生的社会经济水平是智能辅导系统参与率的决定因素。
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来源期刊
Zdm-Mathematics Education
Zdm-Mathematics Education EDUCATION & EDUCATIONAL RESEARCH-
CiteScore
6.40
自引率
10.00%
发文量
124
期刊介绍: ZDM – Mathematics Education is one of the oldest mathematics education research journals. The papers appearing in the seven themed issues per year are strictly by invitation only followed by internal peer review by the guest-editors and external review by invited experts. The journal exists to survey, discuss and extend current research-based and theoretical perspectives as well as to create a forum for critical analyses of issues within mathematics education. The audience is pre-dominantly mathematics education researchers around the world interested in current developments in the field.
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