IDEAS home Printed from https://ideas.repec.org/a/eee/injoed/v101y2023ics0738059323000901.html
   My bibliography  Save this article

E-learning enhancement through educational data mining with Covid-19 outbreak period in backdrop: A review

Author

Listed:
  • Aulakh, Kudratdeep
  • Roul, Rajendra Kumar
  • Kaushal, Manisha

Abstract

E-learning is fast becoming an integral part of the teaching- learning process, particularly after the outbreak of Covid-19 pandemic. Educational institutions across the globe are striving to enhance their e-learning instructional mechanism in accordance with the aspirations of present-day students who are widely using numerous technological tools — computers, tablets, mobiles, and Internet for educational purposes. In the wake of the evident incorporation of e-learning into the educational process, research related to the application of Educational Data Mining (EDM) techniques for enhancing e-learning systems has gained significance in recent times. The various data mining techniques applied by researchers to study hidden trends or patterns in educational data can provide valuable insights for educational institutions in terms of making the learning process adaptive to student needs. The insights can help the institutions achieve their ultimate goal of improving student academic performance in technology-assisted learning systems of the modern world. This review paper aims to comprehend EDM’s role in enhancing e-learning environments with reference to commonly-used techniques, along with student performance prediction, the impact of Covid-19 pandemic on e-learning and priority e-learning focus areas in the future.

Suggested Citation

  • Aulakh, Kudratdeep & Roul, Rajendra Kumar & Kaushal, Manisha, 2023. "E-learning enhancement through educational data mining with Covid-19 outbreak period in backdrop: A review," International Journal of Educational Development, Elsevier, vol. 101(C).
  • Handle: RePEc:eee:injoed:v:101:y:2023:i:c:s0738059323000901
    DOI: 10.1016/j.ijedudev.2023.102814
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0738059323000901
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.ijedudev.2023.102814?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Jaffar Abbas & Jaffar Aman & Mohammad Nurunnabi & Shaher Bano, 2019. "The Impact of Social Media on Learning Behavior for Sustainable Education: Evidence of Students from Selected Universities in Pakistan," Sustainability, MDPI, vol. 11(6), pages 1-23, March.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Rosa Pilar Esteve-Faubel & Alba Oller-Benitez & María Pilar Aparicio-Flores, 2020. "Perceptions of Future Teachers of Audiovisual Education and Communication. Challenges in Training for a Sustainable Education," Sustainability, MDPI, vol. 12(24), pages 1-13, December.
    2. Saba Jafri, 2024. "Indian Government’s Sustainable Initiatives and the Millennials Behavior," Journal of Sustainable Development, Canadian Center of Science and Education, vol. 13(1), pages 1-78, July.
    3. Abbasi, Kashif Raza & Adedoyin, Festus Fatai & Abbas, Jaffar & Hussain, Khadim, 2021. "The impact of energy depletion and renewable energy on CO2 emissions in Thailand: Fresh evidence from the novel dynamic ARDL simulation," Renewable Energy, Elsevier, vol. 180(C), pages 1439-1450.
    4. Jaffar Aman & Jaffar Abbas & Shahid Mahmood & Mohammad Nurunnabi & Shaher Bano, 2019. "The Influence of Islamic Religiosity on the Perceived Socio-Cultural Impact of Sustainable Tourism Development in Pakistan: A Structural Equation Modeling Approach," Sustainability, MDPI, vol. 11(11), pages 1-27, May.
    5. Nor Lelawati Jamaludin & Nur Zania Azurin Abdullah Sani & Mohd Syamim Che Muhamad Hariri & Syed Ashrene Syed Omar, 2023. "The Influence of Social Media on Self-Esteem among International Business Students in One of the Public Universities," Information Management and Business Review, AMH International, vol. 15(3), pages 179-186.
    6. Javad Yoosefi Lebni & Jaffar Abbas & Farideh Moradi & Mohammad Reza Salahshoor & Fakhreddin Chaboksavar & Seyed Fahim Irandoost & Nazila Nezhaddadgar & Arash Ziapour, 2021. "How the COVID-19 pandemic effected economic, social, political, and cultural factors: A lesson from Iran," International Journal of Social Psychiatry, , vol. 67(3), pages 298-300, May.
    7. Hanne Knight & Mohamed Yacine Haddoud & Phil Megicks, 2022. "Determinants of corporate sustainability message sharing on social media: A configuration approach," Business Strategy and the Environment, Wiley Blackwell, vol. 31(2), pages 633-647, February.
    8. Andreea Nistor & Eduard Zadobrischi, 2022. "The Consumption Analysis of Economic Media at the Regional Level in a Developing Country," Sustainability, MDPI, vol. 14(23), pages 1-17, December.
    9. Eliana Villa-Enciso & Jhonjali García-Mosquera & Alejandro Valencia-Arias & Carlos Javier Medina-Valderrama, 2023. "Exploring the Role of Latin American Universities in the Implementation of Transformative Innovation Policy," Sustainability, MDPI, vol. 15(17), pages 1-15, August.
    10. Yan, Guoyao & Peng, Yanling & Hao, Yu & Irfan, Muhammad & Wu, Haitao, 2021. "Household head's educational level and household education expenditure in China: The mediating effect of social class identification," International Journal of Educational Development, Elsevier, vol. 83(C).
    11. Khadijah Hussain, 2020. "Social Media Impact On Tourism In Pakistan," Bulletin of Business and Economics (BBE), Research Foundation for Humanity (RFH), vol. 9(2), pages 74-84, June.
    12. Jaffar Abbas & Saqlain Raza & Mohammad Nurunnabi & Mohd Sobri Minai & Shaher Bano, 2019. "The Impact of Entrepreneurial Business Networks on Firms’ Performance Through a Mediating Role of Dynamic Capabilities," Sustainability, MDPI, vol. 11(11), pages 1-28, May.
    13. Zahid Sarwar & Jingmei Gao & Adnan Khan, 2024. "Nexus of digital platforms, innovation capability, and strategic alignment to enhance innovation performance in the Asia Pacific region: a dynamic capability perspective," Asia Pacific Journal of Management, Springer, vol. 41(2), pages 867-901, June.
    14. Zhenjiao Chen & Douglas Vogel & Tianan Yang & Jianwei Deng, 2020. "The Effect of Social Media-Enabled Mentoring on Online Tacit Knowledge Acquisition within Sustainable Organizations: A Moderated Mediation Model," Sustainability, MDPI, vol. 12(2), pages 1-20, January.
    15. Saphiya Mukhametgaliyeva & Alena Gura & Olesya Dudnik & Anastasiya Khudarova, 2022. "The Use of Social Networks in E-Learning Technologies in the Context of Distance Education," Sustainability, MDPI, vol. 14(14), pages 1-12, July.
    16. Jee Hoon Lee & Jacob Wood & Jungsuk Kim, 2021. "Tracing the Trends in Sustainability and Social Media Research Using Topic Modeling," Sustainability, MDPI, vol. 13(3), pages 1-19, January.
    17. Nourhane Merabet & Lina Chouichi & Kaouther Kerboua, 2022. "Numerical design and simulation of a thermodynamic solar solution for a pilot residential building at the edge of the sun-belt region," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 24(11), pages 12582-12608, November.
    18. Jaffar Abbas & Iftikhar Hussain & Safdar Hussain & Sabahat Akram & Imrab Shaheen & Ben Niu, 2019. "The Impact of Knowledge Sharing and Innovation on Sustainable Performance in Islamic Banks: A Mediation Analysis through a SEM Approach," Sustainability, MDPI, vol. 11(15), pages 1-25, July.
    19. Preeta Hinduja & Razia Fakir Mohammad & Sohni Siddiqui & Shahnaz Noor & Altaf Hussain, 2023. "Sustainability in Higher Education Institutions in Pakistan: A Systematic Review of Progress and Challenges," Sustainability, MDPI, vol. 15(4), pages 1-19, February.
    20. Chenghua, Lin & Weikang, Lu & Yanjie, Xie, 2023. "How capital campaigns support the development of universities: A multiple-case study from top American universities," International Journal of Educational Development, Elsevier, vol. 100(C).

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:injoed:v:101:y:2023:i:c:s0738059323000901. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.journals.elsevier.com/international-journal-of-educational-development .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.