Utilising learning analytics to support study success in higher education: a systematic review

D Ifenthaler, JYK Yau - Educational Technology Research and …, 2020 - Springer
Study success includes the successful completion of a first degree in higher education to the
largest extent, and the successful completion of individual learning tasks to the smallest …

The efficacy of learning analytics interventions in higher education: A systematic review

A Larrabee Sønderlund, E Hughes… - British Journal of …, 2019 - Wiley Online Library
Educational institutions are increasingly turning to learning analytics to identify and
intervene with students at risk of underperformance or discontinuation. However, the extent …

Reflections on different learning analytics indicators for supporting study success

JYK Yau, D Ifenthaler - International Journal of …, 2020 - madoc.bib.uni-mannheim.de
Common factors, which are related to study success include students' sociodemographic
factors, cognitive capacity, or prior academic performance, and individual attributes as well …

Critical success factors for implementing learning analytics in higher education: A mixed-method inquiry

JA Clark, Y Liu, P Isaias - Australasian Journal of Educational …, 2020 - ajet.org.au
Critical success factors (CSFs) have been around since the late 1970s and have been used
extensively in information systems implementations. CSFs provide a comprehensive …

Exploring the benefits and challenges of learning analytics in higher education institutions: A systematic literature review

S El Alfy, J Marx Gómez, A Dani - Information Discovery and Delivery, 2019 - emerald.com
Purpose The potential capabilities and benefits that learning analytics can provide are not
fully utilized. A current stream of research suggests that learning analytics has more to offer …

[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 …

Learning analytics challenges to overcome in higher education institutions

P Leitner, M Ebner, M Ebner - Utilizing learning analytics to support study …, 2019 - Springer
While a large number of scientific publications explain the development of prototypes or the
implementation of case studies in detail, descriptions of the challenges and proper solutions …

A review of learning analytics intervention in higher education (2011–2018)

BT Wong, KC Li - Journal of Computers in Education, 2020 - Springer
Intervention has long been practised in higher education to provide assistance for at-risk or
underachieving learners. With the development of learning analytics, the delivery of …

Learning analytics in higher education: an analysis of case studies

BTM Wong - Asian Association of Open Universities Journal, 2017 - emerald.com
Learning analytics in higher education: an analysis of case studies | Emerald Insight Books
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Identification of 'at risk'students using learning analytics: the ethical dilemmas of intervention strategies in a higher education institution

C Lawson, C Beer, D Rossi, T Moore… - … Technology Research and …, 2016 - Springer
Learning analytics is an emerging field in which sophisticated analytic tools are used to
inform and improve learning and teaching. Researchers within a regional university in …