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Ferguson, Rebecca – Journal of Learning Analytics, 2019
This response to Neil Selwyn's paper, 'What's the problem with learning analytics?', relates his work to the ethical challenges associated with learning analytics and proposes six ethical challenges for the field.
Descriptors: Ethics, Data Analysis, Barriers, Justice
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Yilmaz, Fahri; Çakir, Hasan – Journal of Learning and Teaching in Digital Age, 2021
The purpose of this study is to define learning analytics, to introduce concepts related to learning analytics and to introduce potential study topics related to learning analytics. Today's education model has changed with evolving social and economic conditions over time. This change in education has created such new situations as individualized…
Descriptors: Learning Analytics, Definitions, Educational Change, Individualized Instruction
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Zilvinskis, John; Willis, James E., III – InSight: A Journal of Scholarly Teaching, 2019
The idea of learning analytics has become popularized within higher education, yet many educators are uncertain about what is entailed when implementing these technologies into practice. The following article serves as an overview to the field of learning analytics for faculty, educators for whom the expectations to use these technologies…
Descriptors: Learning Analytics, Higher Education, Definitions, Student Evaluation
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Flanagan, Brendan; Ogata, Hiroaki – Knowledge Management & E-Learning, 2018
In recent years, learning analytics has become a hot topic with many institutes deploying learning management systems and learning analytics tools. In this paper, we introduce learning analytics platforms that have been established in two top national Japanese universities. These initiatives are part of a broader research project into creating…
Descriptors: Foreign Countries, Learning Analytics, Higher Education, Integrated Learning Systems
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Nyland, Rob; Croft, Benjamin; Jung, Eulho – Online Learning, 2021
Learning analytics is a recent innovation that holds promise for improving retention in fully online programs. However, only a few case studies exist to show models for and outcomes of the implementation of learning analytics systems. This paper reports on a learning analytics implementation in a fully online, multidisciplinary program designed…
Descriptors: Pilot Projects, Learning Analytics, Intervention, Barriers
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Phillips, Tanner; Ozogul, Gamze – TechTrends: Linking Research and Practice to Improve Learning, 2020
In this study the authors conducted an empirical, bibliometric analysis of current literature in learning analytics. The authors performed a citation network analysis and found three dominant clusters of research. A qualitative thematic review of publications in these clusters revealed distinct context, goals, and topics. The largest cluster…
Descriptors: Learning Analytics, Educational Research, Bibliometrics, Citation Analysis
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Johnson, Jeffrey Alan – New Directions for Higher Education, 2017
The many complex challenges posed by learning analytics can best be understood within a framework of structural justice, which focuses on the ways in which the informational, operational, and organizational structures of learning analytics influence students' capacities for self-development and self-determination. This places primary…
Descriptors: Educational Research, Data Analysis, Justice, Student Development
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Guzmán-Valenzuela, Carolina; Gómez-González, Carolina; Rojas-Murphy Tagle, Andrés; Lorca-Vyhmeister, Alejandro – International Journal of Educational Technology in Higher Education, 2021
In a context where learning mediated by technology has gained prominence in higher education, learning analytics has become a powerful tool to collect and analyse data with the aim of improving students' learning. However, learning analytics is part of a young community and its developments deserve further exploration. Some critical stances claim…
Descriptors: Learning Analytics, Higher Education, Educational Research, Communities of Practice
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Law, Nancy; Liang, Leming – Journal of Learning Analytics, 2020
Efforts to realize the potential of learning analytics (LA) to contribute to improving student learning and learning design have brought important advances. A review of successful cases of learning analytics applications reveals that: (1) there is a tight coupling between the learning outcome (LO) goals, task sequence design, and the learning…
Descriptors: Learning Analytics, Instructional Design, Integrated Curriculum, Curriculum Design
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Mangaroska, Katerina; Giannakos, Michail – IEEE Transactions on Learning Technologies, 2019
As the fields of learning analytics and learning design mature, the convergence and synergies between the two are becoming an important area for research. This paper intends to summarize the main outcomes of a systematic review of empirical evidence on learning analytics for learning design. Moreover, this paper presents an overview of what and…
Descriptors: Data Analysis, Instructional Design, Learning Activities, Databases
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Ferguson, Rebecca; Clow, Doug; Griffiths, Dai; Brasher, Andrew – Journal of Learning Analytics, 2019
Learning analytics involve the measurement, collection, analysis, and reporting of data about learners and their contexts, in order to understand and optimize learning and the environments in which it occurs. Since emerging as a distinct field in 2011, learning analytics has grown rapidly, and early adopters around the world are developing and…
Descriptors: Educational Research, Data Collection, Data Analysis, Educational Technology
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Ifenthaler, Dirk – TechTrends: Linking Research and Practice to Improve Learning, 2017
Higher education institutions and involved stakeholders can derive multiple benefits from learning analytics by using different data analytics strategies to produce summative, real-time, and predictive insights and recommendations. However, are institutions and academic as well as administrative staff prepared for learning analytics? A learning…
Descriptors: Higher Education, Learning, Data Analysis, Technology Uses in Education
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Crescenzi-Lanna, Lucrezia – British Journal of Educational Technology, 2020
Learning Analytics and Multimodal Learning Analytics are changing the way of analysing the learning process while students interact with an educational content. This paper presents a systematic literature review aimed at describing practices in recent Multimodal Learning Analytics and Learning Analytics research literature in order to identify…
Descriptors: Learning Modalities, Learning Analytics, Student Behavior, Progress Monitoring
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Selwyn, Neil – Journal of Learning Analytics, 2019
This article summarizes some emerging concerns as learning analytics become implemented throughout education. The article takes a sociotechnical perspective -- positioning learning analytics as shaped by a range of social, cultural, political, and economic factors. In this manner, various concerns are outlined regarding the propensity of learning…
Descriptors: Learning Analytics, Criticism, Politics of Education, Educational Objectives
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Karaoglan Yilmaz, Fatma Gizem; Yilmaz, Ramazan – Technology, Knowledge and Learning, 2020
There is a growing interest in the use of learning analytics in higher education institutions. Learning analytics also appear to have the potential to be used to provide personalized feedback and support in online learning. However, when the literature is examined, the use of learning analytics for this purpose appears as a gap to be investigated.…
Descriptors: Student Attitudes, Individualized Instruction, Electronic Learning, Feedback (Response)
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