Academic Decision Making Model for Higher Education Institutions using Learning Analytics

被引:0
|
作者
Vanessa Nieto, Yuri [1 ]
Garcia Diaz, Vicente [2 ]
Enrique Montenegro, Carlos [3 ]
机构
[1] CUN, Corporac Unificada Nacl Educ Super, Bogota, Colombia
[2] Univ Oviedo, Oviedo, Spain
[3] Univ Dist Francisco Jose de Caldas, Bogota, Colombia
关键词
learning analytics; data mining; Extract Transform and Load (ETL); machine learning; software architecture;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Through the processes set out by Learning Analytics, this paper describes a decision making model which supports the managers of higher education institutions at the moment of making academic decisions. In the analysis and requirements phase, the importance of creating and categorizing indicators is presented in detail, thereby facilitating the finding of hidden patterns in the educational information. Our work in this field includes the modelling and construction of software architecture in which the work of said indicators is included. Finally, the implementation of this new decision making support tool is shown as the result during a pilot test carried out in a Public University in Latin America.
引用
收藏
页码:27 / 32
页数:6
相关论文
共 50 条
  • [41] Exploring the benefits and challenges of learning analytics in higher education institutions: a systematic literature review
    El Alfy, Shahira
    Gomez, Jorge Marx
    Dani, Anita
    INFORMATION DISCOVERY AND DELIVERY, 2019, 47 (01) : 25 - 34
  • [42] Visual Analytics for Increasing Efficiency of Higher Education Institutions
    Geryk, Jan
    Popelinsky, Lubomir
    BUSINESS INFORMATION SYSTEMS WORKSHOPS (BIS 2014), 2014, 183 : 117 - 127
  • [43] Learning Analytics for Data- Driven Decision Making: Enhancing Instructional Personalization and Student Engagement in Online Higher Education
    Al-Zahrani, Abdulrahman M.
    Alasmari, Talal
    INTERNATIONAL JOURNAL OF ONLINE PEDAGOGY AND COURSE DESIGN, 2023, 13 (01) : 1 - 18
  • [44] Guaranteeing Correctness of Machine Learning Based Decision Making at Higher Educational Institutions
    Nauman, Muhammad
    Akhtar, Nadeem
    Alhudhaif, Adi
    Alothaim, Abdulrahman
    IEEE ACCESS, 2021, 9 : 92864 - 92880
  • [45] E-LEARNING AS PART OF ACADEMIC INFORMATION SYSTEMS AT HIGHER EDUCATION INSTITUTIONS
    Stofkova, Z.
    Novakova, E.
    11TH INTERNATIONAL CONFERENCE OF EDUCATION, RESEARCH AND INNOVATION (ICERI2018), 2018, : 10582 - 10589
  • [46] Using Learning Analytics to Improve Students' Enrollments in Higher Education
    Sghir, Nabila
    Adadi, Amina
    El Mouden, Zakariyaa Ait
    Lahmer, Mohammed
    2022 2ND INTERNATIONAL CONFERENCE ON INNOVATIVE RESEARCH IN APPLIED SCIENCE, ENGINEERING AND TECHNOLOGY (IRASET'2022), 2022, : 824 - 828
  • [47] DIGITAL LEARNING ANALYTICS IN HIGHER EDUCATION
    Sousa, M. J.
    Rocha, A.
    EDULEARN18: 10TH INTERNATIONAL CONFERENCE ON EDUCATION AND NEW LEARNING TECHNOLOGIES, 2018, : 787 - 793
  • [48] Blended learning motivation model for instructors in higher education institutions
    Ibrahim, Mohammed Mansur
    Nat, Muesser
    INTERNATIONAL JOURNAL OF EDUCATIONAL TECHNOLOGY IN HIGHER EDUCATION, 2019, 16 (1)
  • [49] SELECTION OF ACADEMIC TUTORS IN HIGHER EDUCATION USING DECISION TREES
    Urbina Najera, Argelia B.
    de la Calleja, Jorge
    REVISTA ESPANOLA DE ORIENTACION Y PSICOPEDAGOGIA, 2018, 29 (01): : 108 - 124
  • [50] Blended learning motivation model for instructors in higher education institutions
    Mohammed Mansur Ibrahim
    Muesser Nat
    International Journal of Educational Technology in Higher Education, 16