Learning analytics in higher education—a literature review

P Leitner, M Khalil, M Ebner - Learning analytics: Fundaments …, 2017 - Springer
… the state of the art of Learning Analytics (LA) in the Higher Education (HE) arena. Therefore,
we used mixed-method analysis and searched through three popular libraries, including the …

[图书][B] Handbook of learning analytics

C Lang, G Siemens, A Wise, D Gasevic - 2017 - academia.edu
… The handbook goes beyond presenting learning analytics concepts, state-of-the-art techniques
for analyzing different kinds of educational data, and selected applications and success …

State of art of data mining and learning analytics tools in higher education

M Salihoun - … Journal of Emerging Technologies in Learning (iJET), 2020 - learntechlib.org
… of Big Data technologies in education and presents some of the … research on educational
data mining and learning analysis. … data mining (EDM) and learning analysis (LA) to become an …

Teaching and learning analytics to support teacher inquiry: A systematic literature review

S Sergis, DG Sampson - Learning analytics: Fundaments, applications …, 2017 - Springer
Learning Analytics. The insights gained from the systematic literature review aim to (a)
transparently outline the existing state-of-the-art following a structured analysisLearning Analytics

Educational data mining and learning analytics: An updated survey

C Romero, S Ventura - Wiley interdisciplinary reviews: Data …, 2020 - Wiley Online Library
… Taking action is the ultimate goal of any learning analytics process and the results of follow-up
actions will determine the success or failure of our analytical efforts (Siemens, 2013). So, …

Learning Analytics with Small Datasets—State of the Art and Beyond

NBC Nguyen, T Karunaratne - Education Sciences, 2024 - mdpi.com
… Hence, we skipped the “learning analytics” and “teaching analytics” keywords since JLA
was primarily used for LA and teaching analytics. We performed two searches separately, first …

Privacy-preserving learning analytics: challenges and techniques

ME Gursoy, A Inan, ME Nergiz… - … on Learning …, 2016 - ieeexplore.ieee.org
… such methods on learning analytics by approaching the … a learning analytics expert, and
(2) the learning analytics expert … of privacy preserving learning analytics tasks using both …

Implementation of learning analytics framework for MOOCs using state-of-the-art in-memory computing

RN Laveti, S Kuppili, J Ch, SN Pal… - … E-learning & E-learning …, 2017 - ieeexplore.ieee.org
… ] and machine learning libraries such as R [14], Scikitlearn [15], MateX [16] and Mahout [17],
are freely available. We have designed and developed a learning analytics system using R, …

[HTML][HTML] The current landscape of learning analytics in higher education

O Viberg, M Hatakka, O Bälter, A Mavroudi - Computers in human behavior, 2018 - Elsevier
… practice by transforming the ways we support learning processes. This study is based on
the analysis of 252 papers on learning analytics in higher education published between 2012 …

Learning analytics for learning design: A systematic literature review of analytics-driven design to enhance learning

K Mangaroska, M Giannakos - IEEE Transactions on Learning …, 2018 - ieeexplore.ieee.org
learning analytics and learninglearning analytics for learning design. Moreover, this paper
presents an overview of what and how learning analytics have been used to inform learning