An overview and comparison of supervised data mining techniques for student exam performance prediction

N Tomasevic, N Gvozdenovic, S Vranes - Computers & education, 2020 - Elsevier
Recent increase in the availability of learning data has given educational data mining an
importance and momentum, in order to better understand and optimize the learning process …

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 …

Learning analytics

D Ifenthaler, H Drachsler - Handbuch Bildungstechnologie, 2020 - Springer
Zusammenfassung Der Forschungsbereich um Learning Analytics hat sich in den
vergangenen fünf Jahren rasant entwickelt. Learning Analytics verwenden statische Daten …

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 …

Getting value from Business Intelligence systems: A review and research agenda

VH Trieu - Decision Support Systems, 2017 - Elsevier
Much of the research on Business Intelligence (BI) has examined the ability of BI systems to
help organizations address challenges and opportunities. However, the literature is …

Artificial intelligence-enabled prediction model of student academic performance in online engineering education

P Jiao, F Ouyang, Q Zhang, AH Alavi - Artificial Intelligence Review, 2022 - Springer
Online education has been facing difficulty in predicting the academic performance of
students due to the lack of usage of learning process, summative data and a precise …

Ethical and privacy principles for learning analytics

A Pardo, G Siemens - British journal of educational technology, 2014 - Wiley Online Library
The massive adoption of technology in learning processes comes with an equally large
capacity to track learners. Learning analytics aims at using the collected information to …

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 …

In search for the most informative data for feedback generation: Learning analytics in a data-rich context

DT Tempelaar, B Rienties, B Giesbers - Computers in Human Behavior, 2015 - Elsevier
Learning analytics seek to enhance the learning processes through systematic
measurements of learning related data and to provide informative feedback to learners and …

Learning analytics: The emergence of a discipline

G Siemens - American Behavioral Scientist, 2013 - journals.sagepub.com
Recently, learning analytics (LA) has drawn the attention of academics, researchers, and
administrators. This interest is motivated by the need to better understand teaching …