Learning analytics in higher education—a literature review

P Leitner, M Khalil, M Ebner - … , applications, and trends: A view of the …, 2017 - Springer
This chapter looks into examining research studies of the last five years and presents the
state of the art of Learning Analytics (LA) in the Higher Education (HE) arena. Therefore, we …

[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 …

Privacy and analytics: it's a DELICATE issue a checklist for trusted learning analytics

H Drachsler, W Greller - … of the sixth international conference on …, 2016 - dl.acm.org
The widespread adoption of Learning Analytics (LA) and Educational Data Mining (EDM)
has somewhat stagnated recently, and in some prominent cases even been reversed …

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 …

Map** the ethics of learning analytics in higher education: A systematic literature review of empirical research

T Cerratto Pargman, C McGrath - Journal of Learning Analytics, 2021 - diva-portal.org
Ethics is a prominent topic in learning analytics that has been commented on from
conceptual viewpoints. For a broad range of emerging technologies, systematic literature …

Quality indicators for learning analytics

M Scheffel, H Drachsler, S Stoyanov… - Journal of Educational …, 2014 - JSTOR
This article proposes a framework of quality indicators for learning analytics that aims to
standardise the evaluation of learning analytics tools and to provide a mean to capture …

Student Attitudes toward Learning Analytics in Higher Education: “The Fitbit Version of the Learning World”

LD Roberts, JA Howell, K Seaman… - Frontiers in …, 2016 - frontiersin.org
Increasingly, higher education institutions are exploring the potential of learning analytics to
predict student retention, understand learning behaviors, and improve student learning …

Working together in learning analytics towards the co-creation of value.

M Dollinger, D Liu, N Arthars, JM Lodge - Journal of Learning Analytics, 2019 - ERIC
The value of technology lies not only with the service or functionality of the tool, but also with
its subsequent value to the people who use it. New learning analytics (LA) software and …

Student privacy self-management: Implications for learning analytics

P Prinsloo, S Slade - Proceedings of the fifth international conference on …, 2015 - dl.acm.org
Optimizing the harvesting and analysis of student data promises to clear the fog surrounding
the key drivers of student success and retention, and provide potential for improved student …

Student retention and learning analytics: A snapshot of Australian practices and a framework for advancement

C Colvin, T Rogers, A Wade, S Dawson, D Gasevic… - 2015 - research.ed.ac.uk
The analysis of data from user interactions with technologies is literally changing how
organisations function, prioritise and compete in an international market. All industries have …