Analyzing University Dropout Rates in E-Learning and the Potential of Artificial Intelligence to Reduce Them: A Case Study of French Universities
DOI:
https://doi.org/10.56294/dm2025468Keywords:
E-learning, Intelligent Tutoring Systems, Personalized E-learning, Artificial Intelligence, E-learning dropout rates, Sorbonne Paris Cite University, Case study in French university, Multiple Correspondence Analysis, Remote learningAbstract
During the COVID-19 pandemic, students worldwide faced unprecedented disruption, forcing educators to swiftly transition to remote teaching. In French universities, strong political support at both national and institutional levels facilitated the deployment of digital tools such as learning management systems (e.g., Moodle), collaborative platforms (e.g., Google Meet, Microsoft Teams, Zoom), and social networks. While this shift highlighted the importance and critical role of digital technologies in education, it also raised significant concerns about the quality of online learning, the learning process, and the assessment of knowledge and skills. This case study explores the perceptions of students at Sorbonne Paris Cite Universities regarding the effectiveness of e-learning. Results from a Multiple Correspondence Analysis indicate that system usability and its positive impact on learning are key to the perceived success of e-learning. However, university dropout rates in this context stem from a combination of factors influencing student engagement. Addressing these challenges requires comprehensive solutions involving multiple stakeholders, including organizations, educators, and learners.
References
Alvarado MAG. Gentrification and Community Development: An analysis of the main lines of research. Gentrification 2023;1:2–2. https://doi.org/10.62486/gen20232. DOI: https://doi.org/10.62486/gen20232
Apumayta RQ, Cayllahua JC, Pari AC, Choque VI, Valverde JCC, Ataypoma DH. University Dropout: A Systematic Review of the Main Determinant Factors 2024. https://doi.org/10.12688/f1000research.154263.1. DOI: https://doi.org/10.12688/f1000research.154263.1
Arias A, Linares-Vásquez M, Héndez-Puerto NR. Undergraduate Dropout in Colombia: A Systematic Literature Review of Causes and Solutions. Journal of Latinos and Education 2024. DOI: https://doi.org/10.1080/15348431.2023.2171042
Baena-Navarro R, Fernando-Bermúdez J, Carriazo-Regino Y. Digital empowerment of rural teachers: towards an innovative pedagogy in the 21st century. Management (Montevideo) 2024;2:24–24. https://doi.org/10.62486/agma202424. DOI: https://doi.org/10.62486/agma202424
Bolivar NM, Cardenas YT, Trujillo AM. The behavior of street vendors in the informal sector in relation to decision making as rational agents. Management (Montevideo) 2024;2:33–33. https://doi.org/10.62486/agma202433. DOI: https://doi.org/10.62486/agma202433
Caja SLM, Rivera MDPS, Esteban CM. Work performance and interpersonal relationships of nursing professionals. Review of the topic. Multidisciplinar (Montevideo) 2024;2:91–91. https://doi.org/10.62486/agmu202491. DOI: https://doi.org/10.62486/agmu202491
Cancino V, Garzon ML, Hansen A, Brusca maria I. Evaluation of the preference and recommendation of dentists regarding the use of bamboo toothbrushes. Odontologia (Montevideo) 2024;2:125–125. https://doi.org/10.62486/agodonto2024125. DOI: https://doi.org/10.62486/agodonto2024125
Caquimbo GA, Virgilito A, Saldaña J. Functional aesthetic rehabilitation and its impact on self-esteem. Odontologia (Montevideo) 2024;2:126–126. https://doi.org/10.62486/agodonto2024126. DOI: https://doi.org/10.62486/agodonto2024126
Cardozo GT. Community development promoted by policies: an analysis from the perspective of gentrification. Gentrification 2023;1:3–3. https://doi.org/10.62486/gen20233. DOI: https://doi.org/10.62486/gen20233
Carranza ARR, Beltrán MAP de. Proposal for a survey to identify knowledge about hystercetomy, as well as its pre- and post-operative care. Multidisciplinar (Montevideo) 2024;2:93–93. https://doi.org/10.62486/agmu202493. DOI: https://doi.org/10.62486/agmu202493
Castillo VS. Gentrification as a field of study in the last decade: a bibliometric analysis in Scopus. Gentrification 2023;1:5–5. https://doi.org/10.62486/gen20235. DOI: https://doi.org/10.62486/gen20235
Castillo-González W, González-Argote J. Workshops to convert the thesis into an academic article: an incentive to increase scientific production in universities. Odontologia (Montevideo) 2024;2:127–127. https://doi.org/10.62486/agodonto2024127.
Davis, F. D. (1989). Perceived usefulness, perceived ease of use, and user acceptance of information technology. MIS Quarterly, 319-340. DOI: https://doi.org/10.2307/249008
Díaz-Pacheco J, Cabanillas-Chávez MT. Nursing process applied to a preschooler with spinal muscular atrophy and chronic respiratory failure. Multidisciplinar (Montevideo) 2024;2:84–84. https://doi.org/10.62486/agmu202484. DOI: https://doi.org/10.62486/agmu202484
Dwivedi DN, Mahanty G, Dwivedi V nath. The Role of Predictive Analytics in Personalizing Education: Tailoring Learning Paths for Individual Student Success. Enhancing Education With Intelligent Systems and Data-Driven Instruction, IGI Global; 2024, p. 44–59. https://doi.org/10.4018/979-8-3693-2169-0.ch003. DOI: https://doi.org/10.4018/979-8-3693-2169-0.ch003
Dwivedi DN, Mahanty G, Khashouf S. Predictive Analytics for Reducing University Dropout Rates: A Machine Learning Approach. Exploring Youth Studies in the Age of AI, IGI Global; 2024, p. 186–202. https://doi.org/10.4018/979-8-3693-3350-1.ch010. DOI: https://doi.org/10.4018/979-8-3693-3350-1.ch010
Dwivedi DN, Mahanty G. Predictive Analytics in Educational Outcomes: Analyzing High School Students’ Performance in Mathematics. Adaptive Learning Technologies for Higher Education, IGI Global; 2024, p. 293–316. https://doi.org/10.4018/979-8-3693-3641-0.ch013. DOI: https://doi.org/10.4018/979-8-3693-3641-0.ch013
Espinosa RDC, Caicedo-Eraso JC, Huerta ADE. Digital skills in the use of artificial intelligence tools for the formulation of formative research projects from the TECSIS Research Seminar. LatIA 2024;2:106–106. https://doi.org/10.62486/latia2024106. DOI: https://doi.org/10.62486/latia2024106
Hodges, C., Moore, S., Lockee, B., Trust, T., & Bond, A. (2020). The difference between emergency remote teaching and online learning. Educause Review.
Injante R, Chamaya K. Use of artificial intelligence in the detection of coffee rust: An exploratory systematic review. LatIA 2024;2:90–90. https://doi.org/10.62486/latia202490. DOI: https://doi.org/10.62486/latia202490
Injante R, Julca M. Detection of diabetic retinopathy using artificial intelligence: an exploratory systematic review. LatIA 2024;2:112–112. https://doi.org/10.62486/latia2024112. DOI: https://doi.org/10.62486/latia2024112
Jesús UMP, Guillén AJ, Blanco MB, Hernández-Runque E. Consulting and advising business startups. Management (Montevideo) 2024;2:141–141. https://doi.org/10.62486/agma2024141. DOI: https://doi.org/10.62486/agma2024141
Kumar A, Mishra K, Mahto RK, Mishra BK. A Framework for Institution to Enhancing Cybersecurity in Higher Education: A Review. LatIA 2024;2:94–94. https://doi.org/10.62486/latia202494. DOI: https://doi.org/10.62486/latia202494
León MP. The impact of gentrification policies on urban development. Gentrification 2023;1:4–4. https://doi.org/10.62486/gen20234. DOI: https://doi.org/10.62486/gen20234
Many H. Creating An Empowering Learning Environment in Higher Education: A Modelization of Enhancing Student Learning Experience. Canadian Journal of Educational and Social Studies 2024;4:48–66. https://doi.org/10.53103/cjess.v4i4.263. DOI: https://doi.org/10.53103/cjess.v4i4.263
Mendez NRC, Rodriguez MPG, Marta JAU, Rojas MG. Importance of social research in advertising and marketing. Management (Montevideo) 2024;2:95–95. https://doi.org/10.62486/agma202495. DOI: https://doi.org/10.62486/agma202495
Michalas, A., & Vretaros, P. (2023). Protecting medical emergency personnel through a framework for verifiable and privacy-preserving cross-border collaboration. ICT Systems Security and Privacy Protection, 82-94. https://doi.org/10.1007/978-3-031-54288-6_5 DOI: https://doi.org/10.1007/978-3-031-54288-6_5
Navarro WS, Duque NEA, Ramirez FMB, Chaparro AMT. Strategic Analysis from a consulting context for the Super Kinder School Institution. Management (Montevideo) 2024;2:30–30. https://doi.org/10.62486/agma202430. DOI: https://doi.org/10.62486/agma202465
Nhleko NM, Aroba OJ, Chisita CT. A systematic review of information and communication technologies (ICTs) on student motivation: researchers’ reflections on a selected higher education institution (HEIs). Global Knowledge, Memory and Communication 2024;ahead-of-print. https://doi.org/10.1108/GKMC-03-2024-0129. DOI: https://doi.org/10.1108/GKMC-03-2024-0129
Ortega P, Virgilito A. Zygomatic Implants: The importance of the correct choice of surgical technique. Odontologia (Montevideo) 2024;2:124–124. https://doi.org/10.62486/agodonto2024124.
Padmasiri P, Kasthuriarachchi S. Interpretable Prediction of Student Dropout Using Explainable AI Models. 2024 International Research Conference on Smart Computing and Systems Engineering (SCSE), vol. 7, 2024, p. 1–7. https://doi.org/10.1109/SCSE61872.2024.10550525. DOI: https://doi.org/10.1109/SCSE61872.2024.10550525
Park, J. H., & Choi, H. J. (2009). Factors influencing adult learners' decision to drop out or persist in online learning. Educational Technology & Society, 12(4), 207-217.
Quispe L, Arauco E, Esteban CAM. Assessment of quality of work life and healthy lifestyles in nursing professionals: review of the conceptual framework and background. Multidisciplinar (Montevideo) 2024;2:92–92. https://doi.org/10.62486/agmu202492. DOI: https://doi.org/10.62486/agmu202492
Ramirez EAB, Esparrell JAF. Artificial Intelligence (AI) in Education: Unlocking the Perfect Synergy for Learning. Educational Process: International Journal 2024;13:35–51. DOI: https://doi.org/10.22521/edupij.2024.131.3
Rico-Juan JR, Cachero C, Macià H. Study regarding the influence of a student’s personality and an LMS usage profile on learning performance using machine learning techniques. Appl Intell 2024;54:6175–97. https://doi.org/10.1007/s10489-024-05483-1. DOI: https://doi.org/10.1007/s10489-024-05483-1
Shraim, K. (2024). Artificial Intelligence (AI)-Powered Tutoring Systems: Exploring Their Potential to Reduce Dropout Rates in E-Learning. In A. K. M. Azad & M. K. Hasan (Eds.), Artificial Intelligence in Education: Toward a Better Future (pp. 255–275). Springer. https://doi.org/10.1007/978-3-031-54288-6_15 DOI: https://doi.org/10.1007/978-3-031-54288-6_15
Takács R, Takács S, Kárász JT, Oláh A, Horváth Z. Applying Q-methodology to investigate computer science teachers’ preferences about students’ skills and knowledge for obtaining a degree. Humanit Soc Sci Commun 2024;11:1–10. https://doi.org/10.1057/s41599-024-02794-z. DOI: https://doi.org/10.1057/s41599-024-02794-z
Valencia-Contrera M, Rivera-Rojas F, Villa-Velasquez J, Cancino-Jiménez D. Use of artificial intelligence in nursing. LatIA 2024;2:92–92. https://doi.org/10.62486/latia202492. DOI: https://doi.org/10.62486/latia202492
Valiente HP, Secreto B, Brusca MI. Evaluation of tooth angulation and vestibular bone table in anterosuperior teeth prior to immediate implant placement. Descriptive study with cone beams computed tomography. Odontologia (Montevideo) 2024;2:132–132. https://doi.org/10.62486/agodonto2024132. DOI: https://doi.org/10.62486/agodonto2024132
Vasquez EKS, Benitez OKM, Vasquez CS, Vasquez ES, Vasquez JMAS. Antimicrobial effect of platelet lysate in the treatment of burn patients. Multidisciplinar (Montevideo) 2024;2:66–66. https://doi.org/10.62486/agmu202466. DOI: https://doi.org/10.62486/agmu202466
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