At the intersection of human and algorithmic decision-making in distributed learning

被引:3
|
作者
Prinsloo, Paul [1 ]
Slade, Sharon [2 ]
Khalil, Mohammad [3 ]
机构
[1] Univ South Africa, Unisa, Coll Econ & Management Sci, Open & Distance Learning ODL,Dept Business Manage, Pretoria, South Africa
[2] Earth Trust, London, England
[3] Univ Bergen, Ctr Sci Learning & Technol SLATE, Bergen, Norway
关键词
Artificial intelligence (AI); distributed learning; human-algorithmic decision-making; STUDENT SUCCESS; EDUCATION; FRAMEWORK;
D O I
10.1080/15391523.2022.2121343
中图分类号
G40 [教育学];
学科分类号
040101 ; 120403 ;
摘要
This article seeks to explore different combinations of human and Artificial Intelligence (AI) decision-making in the context of distributed learning. Distributed learning institutions face specific challenges such as high levels of student attrition and ensuring quality, cost-effective student support at scale using a range of technologies, such as AI. While there is an expanding body of research on AI in education (AIEd), this conceptual article proposes that combinations of human-algorithmic decision-making systems need careful and critical consideration, not only for their potential, but also for their appropriateness and ethical considerations. We operationalize a framework designed to consider robot autonomy at four key events in students' learning journeys, namely (1) admission and registration; (2) student advising and support; (3) augmenting pedagogy; and (4) formative and summative assessment. We conclude the article by providing pointers for operationalizing options in human-algorithmic decision-making in distributed teaming contexts.
引用
收藏
页码:34 / 47
页数:14
相关论文
共 50 条
  • [21] THE "BLACK BOX" OF JUDICIAL DECISION-MAKING: BETWEEN HUMAN AND ALGORITHMIC JUDGEMENT
    Arduini, Sonia
    BIOLAW JOURNAL-RIVISTA DI BIODIRITTO, 2021, (02): : 453 - 470
  • [22] Province of Origin, Decision-Making Bias, and Responses to Bureaucratic Versus Algorithmic Decision-Making
    Wang, Ge
    Zhang, Zhejun
    Xie, Shenghua
    Guo, Yue
    PUBLIC ADMINISTRATION REVIEW, 2025,
  • [23] Structure Learning in Human Sequential Decision-Making
    Acuna, Daniel E.
    Schrater, Paul
    PLOS COMPUTATIONAL BIOLOGY, 2010, 6 (12)
  • [24] Algorithmic Driven Decision-Making Systems in Education
    Ferrero, Federico
    Gewerc, Adriana
    2019 XIV LATIN AMERICAN CONFERENCE ON LEARNING TECHNOLOGIES (LACLO 2019), 2020, : 166 - 173
  • [25] The value of responsibility gaps in algorithmic decision-making
    Munch, Lauritz
    Mainz, Jakob
    Bjerring, Jens Christian
    ETHICS AND INFORMATION TECHNOLOGY, 2023, 25 (01)
  • [26] Fairness, Equality, and Power in Algorithmic Decision-Making
    Kasy, Maximilian
    Abebe, Rediet
    PROCEEDINGS OF THE 2021 ACM CONFERENCE ON FAIRNESS, ACCOUNTABILITY, AND TRANSPARENCY, FACCT 2021, 2021, : 576 - 586
  • [27] A RIGHT TO AN EXPLANATION OF ALGORITHMIC DECISION-MAKING IN CHINA
    Lin, Huanmin
    Wu, Hong
    HONG KONG LAW JOURNAL, 2022, 52 : 1163 - +
  • [28] The value of responsibility gaps in algorithmic decision-making
    Lauritz Munch
    Jakob Mainz
    Jens Christian Bjerring
    Ethics and Information Technology, 2023, 25
  • [29] ALGORITHMIC STRUCTURING OF DIALOG DECISION-MAKING SYSTEMS
    ARAKSYAN, VV
    ENGINEERING CYBERNETICS, 1984, 22 (04): : 120 - 124
  • [30] Pushing the Limits of Fairness in Algorithmic Decision-Making
    Shah, Nisarg
    PROCEEDINGS OF THE THIRTY-SECOND INTERNATIONAL JOINT CONFERENCE ON ARTIFICIAL INTELLIGENCE, IJCAI 2023, 2023, : 7051 - 7056