[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
Learning analytics can improve learning practice by transforming the ways we support
learning processes. This study is based on the analysis of 252 papers on learning analytics …

Visual learning analytics of educational data: A systematic literature review and research agenda

C Vieira, P Parsons, V Byrd - Computers & Education, 2018 - Elsevier
We present a systematic literature review of the emerging field of visual learning analytics.
We review existing work in this field from two perspectives: First, we analyze existing …

Let's not forget: Learning analytics are about learning

D Gašević, S Dawson, G Siemens - TechTrends, 2015 - Springer
The analysis of data collected from the interaction of users with educational and information
technology has attracted much attention as a promising approach for advancing our …

Learning analytics and educational data mining in practice: A systematic literature review of empirical evidence

Z Papamitsiou, AA Economides - Journal of Educational Technology & …, 2014 - JSTOR
This paper aims to provide the reader with a comprehensive background for understanding
current knowledge on Learning Analytics (LA) and Educational Data Mining (EDM) and its …

[HTML][HTML] Explainable artificial intelligence in education

H Khosravi, SB Shum, G Chen, C Conati… - … and Education: Artificial …, 2022 - Elsevier
There are emerging concerns about the Fairness, Accountability, Transparency, and Ethics
(FATE) of educational interventions supported by the use of Artificial Intelligence (AI) …

Translating learning into numbers: A generic framework for learning analytics

W Greller, H Drachsler - Journal of Educational Technology & Society, 2012 - JSTOR
With the increase in available educational data, it is expected that Learning Analytics will
become a powerful means to inform and support learners, teachers and their institutions in …

A large-scale implementation of predictive learning analytics in higher education: The teachers' role and perspective

C Herodotou, B Rienties, A Boroowa, Z Zdrahal… - Educational Technology …, 2019 - Springer
By collecting longitudinal learner and learning data from a range of resources, predictive
learning analytics (PLA) are used to identify learners who may not complete a course …

Learning analytics dashboard applications

K Verbert, E Duval, J Klerkx… - American Behavioral …, 2013 - journals.sagepub.com
This article introduces learning analytics dashboards that visualize learning traces for
learners and teachers. We present a conceptual framework that helps to analyze learning …

[PDF][PDF] Application of big data in education data mining and learning analytics–a literature review

K Sin, L Muthu - ICTACT journal on soft computing, 2015 - academia.edu
The usage of learning management systems in education has been increasing in the last
few years. Students have started using mobile phones, primarily smart phones that have …

Learning dashboards: an overview and future research opportunities

K Verbert, S Govaerts, E Duval, JL Santos… - Personal and Ubiquitous …, 2014 - Springer
In this paper, we present work on learning analytics that aims to support learners and
teachers through dashboard applications, ranging from small mobile applications to …