A survey on predictive models of learning analytics

S Ranjeeth, TP Latchoumi, PV Paul - Procedia Computer Science, 2020 - Elsevier
In recent years, the evolution of research in the domain of education focuses on learning
analytics which provides vital insights on education outcome by collecting valuable data …

[PDF][PDF] Learning analytics in higher education

N Sclater, A Peasgood, J Mullan - London: Jisc. Accessed February, 2016 - academia.edu
Executive summary Every time a student interacts with their university–be that going to the
library, logging into their virtual learning environment or submitting assessments online–they …

Integrating multiple data sources for learning analytics—review of literature

J Samuelsen, W Chen, B Wasson - Research and Practice in Technology …, 2019 - Springer
Learning analytics (LA) promises understanding and optimization of learning and learning
environments. To enable richer insights regarding questions related to learning and …

Learning analytics: Using data-informed decision-making to improve teaching and learning

AF Wise - Contemporary technologies in education: Maximizing …, 2019 - Springer
This chapter describes three characteristics of Learning Analytics work that distinguish it
from prior educational research to give readers a concise overview of what makes learning …

Developing a learning analytics intervention in e-learning to enhance students' learning performance: A case study

SN Kew, Z Tasir - Education and Information Technologies, 2022 - Springer
Abstract The emergence of Learning Analytics has brought benefits to the educational field,
as it can be used to analyse authentic data from students to identify the problems …

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 …

Educational data mining and learning analytics: past, present and future

M Şahİn, H Yurdugül - Bartın University Journal of Faculty of …, 2020 - dergipark.org.tr
Educational data mining andlearning analytics have recently emerged as two important
fields aimed atrendering e-learning environments more effective. Aim of this study seeks …

Design principles for learning analytics information systems in higher education

A Nguyen, T Tuunanen, L Gardner… - European Journal of …, 2021 - Taylor & Francis
This paper reports a design science research (DSR) study that develops, demonstrates and
evaluates a set of design principles for information systems (IS) that utilise learning analytics …

Smart educational tools and learning management systems: supportive framework

HMN Iqbal, R Parra-Saldivar, R Zavala-Yoe… - International journal on …, 2020 - Springer
Owing to the fast pace of growing educational needs, the deployment of smart educational
tools along with highly productive and effective learning management systems are of …

Learning analytics to support teaching skills: A systematic literature review

LM Oliva-Cordova, A Garcia-Cabot… - IEEE …, 2021 - ieeexplore.ieee.org
Learning Analytics is a vast concept and a rapidly growing field in higher education used by
professors to measure, collect and analyze digital learning records to improve learning …