Contributions of Data Mining to University Education, in the Context of the Covid-19 Pandemic: A Systematic Review of the Literature

被引:0
|
作者
Diaz-Choque, Martin [1 ]
Chamorro-Atalaya, Omar [1 ]
Ortega-Galicio, Orlando Adrian [1 ]
Arevalo-Tuesta, Jose Antonio [2 ]
Caceres-Cayllahua, Elvira [3 ]
Davila-Laguna, Ronald Fernando [4 ]
Aybar-Bellido, Irma Esperanza [5 ]
Siguas-Jeronimo, Yina Betty [5 ]
机构
[1] Univ Nacl Tecnol Lima Sur, Lima, Peru
[2] Univ Nacl Federico Villarreal, Lima, Peru
[3] Univ Nacl Agr La Molina, Lima, Peru
[4] Univ Cesar Vallejo, Lima, Peru
[5] Univ Privada San Juan Bautista, Ica, Peru
关键词
data mining; higher education; COVID-19; systematic review; CHALLENGES;
D O I
10.3991/ijoe.v19i12.40079
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
During the context of COVID-19, educational processes migrated to a strictly virtual scenario, so the quantity of information grew in such a way that techniques such as data mining or machine learning contributed to generating knowledge for decision-making. In this sense, it is relevant to define the state of the art of the contributions of data mining in the university environment, and from there, to see in perspective how these could be applied in scenarios of return to the face-to-face. In this sense, a systematic review of the literature is carried out, based on scientific evidence extracted from the Taylor & Francis, ERIC and Scopus data- bases. A qualitative content analysis approach and the PRISMA (Preferred Reporting Items for Systematic reviews and Meta-Analyses) statement were used to extract the findings published in scientific articles. The results were that educational data mining was applied to a greater extent in the field of "teaching", and it was focused on the search for patterns and predictive models to improve student performance, reduce student dropout, improve the student's qual-ity of life, and teacher performance. In addition, as a resource for data extraction, university learning management systems (LMS) were used to a greater extent. It is concluded that tools such as data mining should be implemented as academic management policies, achieving a prospective on indicators linked to the improvement of student learning and performance.
引用
收藏
页码:16 / 33
页数:18
相关论文
共 50 条
  • [21] The impact of the COVID-19 pandemic on global neurosurgical education: a systematic review
    Raunak Jain
    Raquel Alencastro Veiga Domingues Carneiro
    Anca-Mihaela Vasilica
    Wen Li Chia
    Abner Lucas Balduino de Souza
    Jack Wellington
    Niraj S. Kumar
    Neurosurgical Review, 2022, 45 : 1101 - 1110
  • [22] The Impact of COVID-19 and the Pandemic on Tinnitus: A Systematic Review
    Beukes, Eldre
    Ulep, Alyssa Jade
    Eubank, Taylor
    Manchaiah, Vinaya
    JOURNAL OF CLINICAL MEDICINE, 2021, 10 (13)
  • [23] The impact of the COVID-19 pandemic on global neurosurgical education: a systematic review
    Jain, Raunak
    Veiga Domingues Carneiro, Raquel Alencastro
    Vasilica, Anca-Mihaela
    Chia, Wen Li
    Balduino de Souza, Abner Lucas
    Wellington, Jack
    Kumar, Niraj S.
    NEUROSURGICAL REVIEW, 2022, 45 (02) : 1101 - 1110
  • [24] DIGITAL INFORMATION AND COMMUNICATION TECHNOLOGIES AND COVID-19 IN THE EDUCATIONAL CONTEXT: SYSTEMATIC LITERATURE REVIEW
    Menezes, S. K. O.
    Santos, M. D. F.
    HOLOS, 2021, 37 (01)
  • [25] Telenursing contributions in Primary Health Care in the COVID-19 pandemic context: an integrative review
    Amidianski, Patricia
    dos Santos, Evangelia Kotzias Atherino
    Erdmann, Alacoque Lorenzini
    Delziovo, Carmem Regina
    Alves, Maria Solange Ferreira
    Backes, Marli Terezinha Stein
    REVISTA BRASILEIRA DE ENFERMAGEM, 2024, 77 (05)
  • [26] University lecturers acceptance of moodle platform in the context of the COVID-19 pandemic
    Taamneh, Abdallah
    Alsaad, Abdallah
    Elrehail, Hamzah
    Al-Okaily, Manaf
    Lutfi, Abdalwali
    Sergio, Rommel Pilapil
    GLOBAL KNOWLEDGE MEMORY AND COMMUNICATION, 2023, 72 (6/7) : 666 - 684
  • [27] Effects of the COVID-19 Pandemic on University Students' Mental Health: A Literature Review
    Zarowski, Beatta
    Giokaris, Demetrios
    Green, Olga
    CUREUS JOURNAL OF MEDICAL SCIENCE, 2024, 16 (02)
  • [28] Suicide and Suicidal Behaviors in the Context of COVID-19 Pandemic in Bangladesh: A Systematic Review
    Mamun, Mohammed A.
    PSYCHOLOGY RESEARCH AND BEHAVIOR MANAGEMENT, 2021, 14 : 695 - 704
  • [29] Wellbeing among university students during the COVID-19 pandemic: a systematic review of longitudinal studies
    Lemyre, Anais
    Palmer-Cooper, Emma
    Messina, Jane P.
    PUBLIC HEALTH, 2023, 222 : 125 - 133
  • [30] Health Literacy Among University Students in the COVID-19 Pandemic: A Systematic Review
    Arzaghi, Mohammadreza
    Tizro, Neda
    Ghannadikhosh, Parna
    Dadkhah, Parisa Alsadat
    Mohammadi-Dashtaki, Razieh
    Behzadi, Saleh
    Sohrabivafa, Fereshteh
    Naghavi, Kiana
    Abbasi, Ali Sanaye
    Darroudi, Ali
    Abbasalizadeh, Mohammad
    Kheirandish, Ali
    Poudineh, Mohadeseh
    Deravi, Niloofar
    Sedghi, Fateme
    Fakhrabadi, Hamed
    ACTA MEDICA INDONESIANA, 2024, 56 (01) : 26 - 38