Perceiving learning at a glance: A systematic literature review of learning dashboard research

BA Schwendimann… - IEEE transactions on …, 2016 - ieeexplore.ieee.org
This paper presents a systematic literature review of the state-of-the-art of research on
learning dashboards in the fields of Learning Analytics and Educational Data Mining …

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 …

Learning technology models that support personalization within blended learning environments in higher education

HA Alamri, S Watson, W Watson - TechTrends, 2021 - Springer
Personalized learning has the potential to transfer the focus of higher education from
teacher-centered to learner-centered environments. The purpose of this integrative literature …

Linking learning behavior analytics and learning science concepts: Designing a learning analytics dashboard for feedback to support learning regulation

G Sedrakyan, J Malmberg, K Verbert, S Järvelä… - Computers in Human …, 2020 - Elsevier
Technological advancements have generated a strong interest in exploring learner behavior
data through learning analytics to provide both learner and instructor with process-oriented …

Learning analytics methods, benefits, and challenges in higher education: A systematic literature review.

JT Avella, M Kebritchi, SG Nunn, T Kanai - Online Learning, 2016 - ERIC
Higher education for the 21st century continues to promote discoveries in the field through
learning analytics (LA). The problem is that the rapid embrace of of LA diverts educators' …

B ig D ata and analytics in higher education: Opportunities and challenges

B Daniel - British journal of educational technology, 2015 - Wiley Online Library
Institutions of higher education are operating in an increasingly complex and competitive
environment. This paper identifies contemporary challenges facing institutions of higher …

Artificial neural networks for educational data mining in higher education: A systematic literature review

E Okewu, P Adewole, S Misra… - Applied Artificial …, 2021 - Taylor & Francis
Efforts to raise the bar of higher education so as to respond to dynamic societal/industry
needs have led to a number of initiatives, including artificial neural network (ANN) based …

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

C Herodotou, B Rienties, A Boroowa, Z Zdrahal… - … technology research and …, 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 …

Big Data and data science: A critical review of issues for educational research

BK Daniel - British Journal of Educational Technology, 2019 - Wiley Online Library
Big Data refers to large and disparate volumes of data generated by people, applications
and machines. It is gaining increasing attention from a variety of domains, including …

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 …