Intelligent Prediction-Intervention approach to Support Students' Success in Web-based Learning Environments: A Case Study in Higher Education

Khelifi, Tesnim; Rabah, Nourhene Ben; Daoudi, Ibtissem; Grand, Bénédicte Le; Ktata, Farah Barika

doi:10.1109/wi-iat55865.2022.00044

Cited by 1 publication

(1 citation statement)

References 19 publications

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“…Based on the works we studied, we made some observations. First, we observe that most of the studies [7]- [10], [12]- [14] used the performance indicator, which is derived from student grades (see [15]). We also note a diversity in the proposed engagement indicators.…”

Section: Related Workmentioning

confidence: 99%

EX-LAD: Explainable Learning Analytics Dashboard in Higher Education

Khelifi,

Ben Rabah,

Le Grand

et al.

EPiC Series in Computing

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This paper introduces an EXplainable Learning Analytic Dashboard (EX-LAD) that presents learning analytics data on student performance, engagement, and perseverance in a clear and easily understandable manner. The main goal of this study is to make this information accessible to both teachers and students, who may not possess extensive knowledge in data analysis, and demonstrate the effectiveness of the relationship between performance, engagement, and perseverance in identifying student difficulties. This dashboard enables teachers to gain valuable information about their student’s progress, identify at-risk learners, and provide targeted support. Similarly, students can use this dashboard to track their own learning journey, identify their strengths and weaknesses, and make informed decisions to improve their academic performance. It integrates visualizations to represent various aspects of student learning, such as performance, engagement, and perseverance. To demonstrate the effectiveness of our dashboard, we conducted a case study using real data collected from ESIEE-IT, an engineering school in France, during the academic year 2021-2022. This case study serves as concrete evidence of the impact and values our dashboard brings to the educational context.

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