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The Persistence Puzzle: Bibliometric Insights into Dropout in MOOCs

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  • Irina-Daniela Cișmașu

    (Department of Financial and Economic Analysis and Valuation, Bucharest University of Economic Studies, 010552 Bucharest, Romania)

  • Bianca Raluca Cibu

    (Department of Economic Informatics and Cybernetics, Bucharest University of Economic Studies, 0105552 Bucharest, Romania)

  • Liviu-Adrian Cotfas

    (Department of Economic Informatics and Cybernetics, Bucharest University of Economic Studies, 0105552 Bucharest, Romania)

  • Camelia Delcea

    (Department of Economic Informatics and Cybernetics, Bucharest University of Economic Studies, 0105552 Bucharest, Romania)

Abstract

Massive Open Online Courses (MOOCs) are a relatively new educational model that provides free access to educational content regardless of location or time. Despite these benefits, MOOCs encounter significant challenges, such as low completion rates, high dropout rates, and inconsistent participant comprehension, often due to the absence of simulations and practical activities. Incorporating sustainable education principles into MOOCs could bring benefits to the long-term effectiveness of the learning process, ensuring conscious learning practices. To address the issue of MOOC dropout rates and assess the scientific interest in this area, a bibliometric analysis was conducted on a dataset of 193 papers sourced from the ISI Web of Science database, spanning from 2013 to 2023. Papers were selected based on relevant keywords for the study. The analysis highlights key academic institutions, leading authors, and publication trends within this field. It reveals a strong and growing interest in MOOC dropout rates, with an annual growth rate of 40.04%. Research trends were identified by analyzing n-grams from keywords, titles, abstracts, and keywords plus, supplemented by a detailed review of the most cited papers globally. A collaborative network analysis was performed to explore author collaborations, their global distribution, institutional affiliations, research objectives, and study directions. The findings from the most cited papers show an increasing focus on understanding the factors contributing to MOOC dropout rates and developing strategies to address these issues.

Suggested Citation

  • Irina-Daniela Cișmașu & Bianca Raluca Cibu & Liviu-Adrian Cotfas & Camelia Delcea, 2025. "The Persistence Puzzle: Bibliometric Insights into Dropout in MOOCs," Sustainability, MDPI, vol. 17(7), pages 1-42, March.
  • Handle: RePEc:gam:jsusta:v:17:y:2025:i:7:p:2952-:d:1621337
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    References listed on IDEAS

    as
    1. Modak, Nikunja M. & Merigó, José M. & Weber, Richard & Manzor, Felipe & Ortúzar, Juan de Dios, 2019. "Fifty years of Transportation Research journals: A bibliometric overview," Transportation Research Part A: Policy and Practice, Elsevier, vol. 120(C), pages 188-223.
    2. Antonio-José Moreno-Guerrero & Jesús López-Belmonte & José-Antonio Marín-Marín & Rebeca Soler-Costa, 2020. "Scientific Development of Educational Artificial Intelligence in Web of Science," Future Internet, MDPI, vol. 12(8), pages 1-18, July.
    3. Weishu Liu, 2019. "The data source of this study is Web of Science Core Collection? Not enough," Scientometrics, Springer;Akadémiai Kiadó, vol. 121(3), pages 1815-1824, December.
    4. Jing Chen & Jun Feng & Xia Sun & Nannan Wu & Zhengzheng Yang & Sushing Chen, 2019. "MOOC Dropout Prediction Using a Hybrid Algorithm Based on Decision Tree and Extreme Learning Machine," Mathematical Problems in Engineering, Hindawi, vol. 2019, pages 1-11, March.
    5. Dejan Ravšelj & Lan Umek & Ljupčo Todorovski & Aleksander Aristovnik, 2022. "A Review of Digital Era Governance Research in the First Two Decades: A Bibliometric Study," Future Internet, MDPI, vol. 14(5), pages 1-27, April.
    6. Najihath Basheer & Vian Ahmed & Zied Bahroun & Chiraz Anane, 2024. "Exploring Sustainability Assessment Practices in Higher Education: A Comprehensive Review through Content and Bibliometric Analyses," Sustainability, MDPI, vol. 16(13), pages 1-32, July.
    7. Ionuț Nica & Nora Chiriță & Irina Georgescu, 2025. "Triple Bottom Line in Sustainable Development: A Comprehensive Bibliometric Analysis," Sustainability, MDPI, vol. 17(5), pages 1-33, February.
    8. Nini Johana Marín-Rodríguez & Juan David González-Ruiz & Alejandro Valencia-Arias, 2023. "Incorporating Green Bonds into Portfolio Investments: Recent Trends and Further Research," Sustainability, MDPI, vol. 15(20), pages 1-32, October.
    9. Motasem Y. D. Alazaiza & Tharaa Mahmoud Alzghoul & Tahra Al Maskari & Salem Abu Amr & Dia Eddin Nassani, 2024. "Analyzing the Evolution of Research on Student Awareness of Solid Waste Management in Higher Education Institutions: A Bibliometric Perspective," Sustainability, MDPI, vol. 16(13), pages 1-22, June.
    10. Merve Anaç & Gulden Gumusburun Ayalp & Kamil Erdayandi, 2023. "Prefabricated Construction Risks: A Holistic Exploration through Advanced Bibliometric Tool and Content Analysis," Sustainability, MDPI, vol. 15(15), pages 1-31, August.
    11. Bakır, Mahmut & Özdemir, Emircan & Akan, Şahap & Atalık, Özlem, 2022. "A bibliometric analysis of airport service quality," Journal of Air Transport Management, Elsevier, vol. 104(C).
    12. Fang Liu, 2023. "Retrieval strategy and possible explanations for the abnormal growth of research publications: re-evaluating a bibliometric analysis of climate change," Scientometrics, Springer;Akadémiai Kiadó, vol. 128(1), pages 853-859, January.
    13. Bobo Zong & Yifan Sun & Linfeng Li, 2024. "Advances, Hotspots, and Trends in Outdoor Education Research: A Bibliometric Analysis," Sustainability, MDPI, vol. 16(22), pages 1-21, November.
    14. Daniela Maria Cretu & Felicia Morandau, 2020. "Initial Teacher Education for Inclusive Education: A Bibliometric Analysis of Educational Research," Sustainability, MDPI, vol. 12(12), pages 1-27, June.
    15. Paul Donner, 2017. "Document type assignment accuracy in the journal citation index data of Web of Science," Scientometrics, Springer;Akadémiai Kiadó, vol. 113(1), pages 219-236, October.
    16. Jingyuan Yu & Juan Muñoz-Justicia, 2020. "A Bibliometric Overview of Twitter-Related Studies Indexed in Web of Science," Future Internet, MDPI, vol. 12(5), pages 1-18, May.
    17. Verma, Surabhi & Gustafsson, Anders, 2020. "Investigating the emerging COVID-19 research trends in the field of business and management: A bibliometric analysis approach," Journal of Business Research, Elsevier, vol. 118(C), pages 253-261.
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