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
As the fields of learning analytics and learning design mature, the convergence and
synergies between the two are becoming an important area for research. This paper intends …

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 …

License to evaluate: Preparing learning analytics dashboards for educational practice

I Jivet, M Scheffel, M Specht, H Drachsler - Proceedings of the 8th …, 2018 - dl.acm.org
Learning analytics can bridge the gap between learning sciences and data analytics,
leveraging the expertise of both fields in exploring the vast amount of data generated in …

Learning analytics in online learning environment: A systematic review on the focuses and the types of student-related analytics data

SN Kew, Z Tasir - Technology, Knowledge and Learning, 2022 - Springer
The application of learning analytics in an online learning environment is increasing among
researchers in educational fields because it can assist in providing standard and …

Ethical issues in learning analytics: A review of the field

D Tzimas, S Demetriadis - Educational Technology Research and …, 2021 - Springer
Learning analytics (LA) collects, analyses, and reports big data about learners to optimise
learning. LA ethics is an interdisciplinary field of study that addresses moral, legal, and …

Estimating the cognitive value of YouTube's educational videos: A learning analytics approach

A Shoufan - Computers in Human Behavior, 2019 - Elsevier
The literature provides some evidence for the effectiveness of online educational videos in
students' learning. Also, general features of educational videos such as production style and …

Khan academy effectiveness: The case of math secondary students' perceptions

HE Vidergor, P Ben-Amram - Computers & Education, 2020 - Elsevier
It is argued that Khan Academy (KA) is a useful platform for learning math. However, little
research has been conducted on how learners perceive using KA. The case study examined …

Methodological Approach and Technological Framework to break the current limitations of MOOC model

Á Fidalgo-Blanco, ML Sein-Echaluce… - 2015 - gredos.usal.es
[EN] A methodological approach and technological framework are proposed to improve
learning outcomes in Massive Open Online Courses (MOOCs), taking into account the …

On the use of soft computing methods in educational data mining and learning analytics research: A review of years 2010–2018

A Charitopoulos, M Rangoussi… - International Journal of …, 2020 - Springer
The aim of this paper is to survey recent research publications that use Soft Computing
methods to answer education-related problems based on the analysis of educational data …