The impact of timetable on student's absences and performance.

Student's academic performance is the point of interest for both the student and the academic institution in higher education. This performance can be affected by several factors and one of them is student absences. This is mainly due to the missed lectures and other class activities. Studies r...

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Autores principales: Souad Larabi-Marie-Sainte, Roohi Jan, Ali Al-Matouq, Sara Alabduhadi
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Lenguaje:EN
Publicado: Public Library of Science (PLoS) 2021
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Acceso en línea:https://doaj.org/article/6e3ea25996054cfd9480629d2bed1656
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spelling oai:doaj.org-article:6e3ea25996054cfd9480629d2bed16562021-12-02T20:10:02ZThe impact of timetable on student's absences and performance.1932-620310.1371/journal.pone.0253256https://doaj.org/article/6e3ea25996054cfd9480629d2bed16562021-01-01T00:00:00Zhttps://doi.org/10.1371/journal.pone.0253256https://doaj.org/toc/1932-6203Student's academic performance is the point of interest for both the student and the academic institution in higher education. This performance can be affected by several factors and one of them is student absences. This is mainly due to the missed lectures and other class activities. Studies related to university timetabling investigate the different techniques and algorithms to design course timetables without analyzing the relationship between student attendance behavior and timetable design. This article first aimed at demonstrating the impact of absences and timetabling design on student's academic performance. Secondly, this study showed that the number of absences can be caused by three main timetable design factors: namely, (1) the number of courses per semester, (2) the average number of lectures per day and (3) the average number of free timeslots per day. This was demonstrated using Educational Data Mining on a large dataset collected from Prince Sultan University. The results showed a high prediction performance reaching 92% when predicting student's GPA based on absences and the factors related to timetabling design. High prediction performance reaching 87% was also obtained when predicting student absences based on the three timetable factors mentioned above. The results demonstrated the importance of designing course timetables in view of student absence behavior. Some suggestions were reported such as limiting the number of enrolled courses based on student's GPA, avoiding busy and almost free days and using automated timetabling to minimize the number of predicted absences. This in turn will help in generating balanced student timetables, and thus improving student academic performance.Souad Larabi-Marie-SainteRoohi JanAli Al-MatouqSara AlabduhadiPublic Library of Science (PLoS)articleMedicineRScienceQENPLoS ONE, Vol 16, Iss 6, p e0253256 (2021)
institution DOAJ
collection DOAJ
language EN
topic Medicine
R
Science
Q
spellingShingle Medicine
R
Science
Q
Souad Larabi-Marie-Sainte
Roohi Jan
Ali Al-Matouq
Sara Alabduhadi
The impact of timetable on student's absences and performance.
description Student's academic performance is the point of interest for both the student and the academic institution in higher education. This performance can be affected by several factors and one of them is student absences. This is mainly due to the missed lectures and other class activities. Studies related to university timetabling investigate the different techniques and algorithms to design course timetables without analyzing the relationship between student attendance behavior and timetable design. This article first aimed at demonstrating the impact of absences and timetabling design on student's academic performance. Secondly, this study showed that the number of absences can be caused by three main timetable design factors: namely, (1) the number of courses per semester, (2) the average number of lectures per day and (3) the average number of free timeslots per day. This was demonstrated using Educational Data Mining on a large dataset collected from Prince Sultan University. The results showed a high prediction performance reaching 92% when predicting student's GPA based on absences and the factors related to timetabling design. High prediction performance reaching 87% was also obtained when predicting student absences based on the three timetable factors mentioned above. The results demonstrated the importance of designing course timetables in view of student absence behavior. Some suggestions were reported such as limiting the number of enrolled courses based on student's GPA, avoiding busy and almost free days and using automated timetabling to minimize the number of predicted absences. This in turn will help in generating balanced student timetables, and thus improving student academic performance.
format article
author Souad Larabi-Marie-Sainte
Roohi Jan
Ali Al-Matouq
Sara Alabduhadi
author_facet Souad Larabi-Marie-Sainte
Roohi Jan
Ali Al-Matouq
Sara Alabduhadi
author_sort Souad Larabi-Marie-Sainte
title The impact of timetable on student's absences and performance.
title_short The impact of timetable on student's absences and performance.
title_full The impact of timetable on student's absences and performance.
title_fullStr The impact of timetable on student's absences and performance.
title_full_unstemmed The impact of timetable on student's absences and performance.
title_sort impact of timetable on student's absences and performance.
publisher Public Library of Science (PLoS)
publishDate 2021
url https://doaj.org/article/6e3ea25996054cfd9480629d2bed1656
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