Bibliometric analysis and systematic literature review of the intelligent tutoring systems

Author:

Cuéllar-Rojas Oscar-Andrés,Hincapié-Montoya Mauricio,Contero Manuel,Güemes-Castorena David

Abstract

This study is a literature review with educational evaluation mediated by intelligent tutoring systems (ITS) as its central axis seeking to establish state of the art on implementations executed in the last 20 years and their impact on the evaluation process. The PRISMA methodology was applied for the literature review; the studies were included using the R software and bibliometric techniques with a general search equation that allowed access to all ITS production in Scopus. Subsequently, with the help of artificial intelligence, text mining was used to identify topics of interest in the scientific community, followed by further filtering. Finally, the selected full texts were analyzed using the NVivo software to extract emerging challenges in the field, obtaining 163 full texts for analysis. Among the main findings, the primary purpose of evaluation in ITS was summative, peer and self-evaluation did not have the same level of importance as hetero evaluation, and ITS focus was quantitative. All of this allowed us to conclude that the analyzed texts did not implement a holistic perspective and therefore evidenced the need to establish a framework for constructing an ITS using current technologies that integrate the mentioned variables.

Publisher

Frontiers Media SA

Subject

Education

Reference66 articles.

1. Student mental state inference from unintentional body gestures using dynamic Bayesian networks;Abbasi;J. Multimodal User Interfaces,2010

2. Automated summarization assessment system: quality assessment without a reference summary,;Abdi,2014

3. Requirements analysis and design of an affective bi-modal intelligent tutoring system: the case of keyboard and microphone;Alepis;Stud. Comput. Intell.,2008

4. Using wearable physiological sensors for affect-aware intelligent tutoring systems;Alqahtani;IEEE Sens. J.,2021

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