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
  • [1] Decision making in Engineering Education using Learning Analytics
    Ibrahim, Ahmad
    [J]. INTERNATIONAL JOURNAL OF ENGINEERING EDUCATION, 2018, 34 (03) : 845 - 845
  • [2] LEARNING ANALYTICS SOFTWARE TOOL SUPPORTING DECISION MAKING IN HIGHER EDUCATION
    Doneva, Rositsa
    Gaftandzhieva, Silvia
    Bliznakov, Milen
    Bandeva, Stanislava
    [J]. INTERNATIONAL JOURNAL ON INFORMATION TECHNOLOGIES AND SECURITY, 2020, 12 (02): : 37 - 46
  • [3] Are Higher Education Institutions Prepared for Learning Analytics?
    Ifenthaler D.
    [J]. TechTrends, 2017, 61 (4) : 366 - 371
  • [4] The adoption and use of learning analytics tools to improve decision making in higher learning institutions: An extension of technology acceptance model
    Mukred, Muaadh
    Mokhtar, Umi Asma '
    Hawash, Burkan
    AlSalman, Hussain
    Zohaib, Muhammad
    [J]. HELIYON, 2024, 10 (04)
  • [5] Evaluation of a Maturity Model for the Adoption of Learning Analytics in Higher Education Institutions
    Soares Xavier Freitas, Elyda Laisa
    de Souza, Fernando Fonseca
    Garcia, Vinicius Cardoso
    Rocha Falcao, Taciana Pontual
    Moreira Marques, Elaine Cristina
    Mello, Rafael Ferreira
    [J]. REVISTA LATINOAMERICANA DE TECNOLOGIA EDUCATIVA-RELATEC, 2020, 19 (02): : 101 - 113
  • [6] Supporting academic decision making at higher educational institutions using machine learning-based algorithms
    Yuri Nieto
    Vicente García-Díaz
    Carlos Montenegro
    Rubén González Crespo
    [J]. Soft Computing, 2019, 23 : 4145 - 4153
  • [7] Supporting academic decision making at higher educational institutions using machine learning-based algorithms
    Nieto, Yuri
    Garcia-Diaz, Vicente
    Montenegro, Carlos
    Gonzalez Crespo, Ruben
    [J]. SOFT COMPUTING, 2019, 23 (12) : 4145 - 4153
  • [8] Academic leadership and decision-making in institutions of higher learning in Zimbabwe: Trends and tribulations
    Ngwenya, Victor C.
    Phuthi, Nduduz
    [J]. SA JOURNAL OF HUMAN RESOURCE MANAGEMENT, 2022, 20
  • [9] Toward a Learning Analytics System in Bulgarian Higher Education Institutions
    Gaftandzhieva, Silvia
    Doneva, Rositsa
    [J]. TEM JOURNAL-TECHNOLOGY EDUCATION MANAGEMENT INFORMATICS, 2019, 8 (03): : 1058 - 1062
  • [10] The Benefits of Learning Analytics to Higher Education Institutions: A Scoping Review
    Quadri, Adedayo Taofeek
    Shukor, Nurbiha A.
    [J]. INTERNATIONAL JOURNAL OF EMERGING TECHNOLOGIES IN LEARNING, 2021, 16 (23) : 4 - 15