Educational data mining and learning analytics for 21st century higher education: A review and synthesis

H Aldowah, H Al-Samarraie, WM Fauzy - Telematics and Informatics, 2019 - Elsevier
The potential influence of data mining analytics on the students' learning processes and
outcomes has been realized in higher education. Hence, a comprehensive review of …

A systematic review on educational data mining

A Dutt, MA Ismail, T Herawan - Ieee Access, 2017 - ieeexplore.ieee.org
Presently, educational institutions compile and store huge volumes of data, such as student
enrolment and attendance records, as well as their examination results. Mining such data …

Data mining in education

C Romero, S Ventura - Wiley Interdisciplinary Reviews: Data …, 2013 - Wiley Online Library
Applying data mining (DM) in education is an emerging interdisciplinary research field also
known as educational data mining (EDM). It is concerned with developing methods for …

Learning analytics: drivers, developments and challenges

R Ferguson - International Journal of Technology …, 2012 - inderscienceonline.com
Learning analytics is a significant area of technology-enhanced learning that has emerged
during the last decade. This review of the field begins with an examination of the …

Educational data mining: a review of the state of the art

C Romero, S Ventura - … on Systems, Man, and Cybernetics, Part …, 2010 - ieeexplore.ieee.org
Educational data mining (EDM) is an emerging interdisciplinary research area that deals
with the development of methods to explore data originating in an educational context. EDM …

The state of educational data mining in 2009: A review and future visions

RSJD Baker, K Yacef - Journal of …, 2009 - jedm.educationaldatamining.org
We review the history and current trends in the field of Educational Data Mining (EDM). We
consider the methodological profile of research in the early years of EDM, compared to in …

Classification and prediction based data mining algorithms to predict slow learners in education sector

P Kaur, M Singh, GS Josan - Procedia Computer Science, 2015 - Elsevier
Abstract Educational Data Mining field concentrate on Prediction more often as compare to
generate exact results for future purpose. In order to keep a check on the changes occurring …

Educational data mining: A survey from 1995 to 2005

C Romero, S Ventura - Expert systems with applications, 2007 - Elsevier
Currently there is an increasing interest in data mining and educational systems, making
educational data mining as a new growing research community. This paper surveys the …

Data mining in course management systems: Moodle case study and tutorial

C Romero, S Ventura, E García - Computers & education, 2008 - Elsevier
Educational data mining is an emerging discipline, concerned with developing methods for
exploring the unique types of data that come from the educational context. This work is a …

Examining the effect of academic procrastination on achievement using LMS data in e-learning

JW You - Journal of educational technology & society, 2015 - JSTOR
This study aimed to investigate the effect of academic procrastination on e-learning course
achievement. Because all of the interactions among students, instructors, and contents in an …