Connecting the dots–A literature review on learning analytics indicators from a learning design perspective

A Ahmad, J Schneider, D Griffiths… - Journal of Computer …, 2024 - Wiley Online Library
Background During the past decade, the increasingly heterogeneous field of learning
analytics has been critiqued for an over‐emphasis on data‐driven approaches at the …

Text mining in education—A bibliometrics-based systematic review

A Ahadi, A Singh, M Bower, M Garrett - Education Sciences, 2022 - mdpi.com
Advances in Information Technology (IT) and computer science have without a doubt had a
significant impact on our daily lives. The past few decades have witnessed the advancement …

Where is the evidence? A call to action for learning analytics

R Ferguson, D Clow - Proceedings of the seventh international learning …, 2017 - dl.acm.org
Where is the evidence for learning analytics? In particular, where is the evidence that it
improves learning in practice? Can we rely on it? Currently, there are vigorous debates …

Big data comes to school: Implications for learning, assessment, and research

B Cope, M Kalantzis - Aera Open, 2016 - journals.sagepub.com
The prospect of “big data” at once evokes optimistic views of an information-rich future and
concerns about surveillance that adversely impacts our personal and private lives. This …

Automated analysis of reflection in writing: Validating machine learning approaches

TD Ullmann - International Journal of Artificial Intelligence in …, 2019 - Springer
Reflective writing is an important educational practice to train reflective thinking. Currently,
researchers must manually analyze these writings, limiting practice and research because …

The evidence of impact and ethical considerations of Multimodal Learning Analytics: A Systematic Literature Review

H Alwahaby, M Cukurova, Z Papamitsiou… - The multimodal learning …, 2022 - Springer
There is a growing interest in the research and use of multimodal data in learning analytics.
This paper presents a systematic literature review of multimodal learning analytics (MMLA) …

Reflective writing analytics for actionable feedback

A Gibson, A Aitken, Á Sándor… - Proceedings of the …, 2017 - dl.acm.org
Reflective writing can provide a powerful way for students to integrate professional
experience and academic learning. However, writing reflectively requires high quality …

Facilitating learners' self‐assessment during formative writing tasks using writing analytics toolkit

L Tang, K Shen, H Le, Y Shen, S Tan… - Journal of Computer …, 2024 - Wiley Online Library
Background Learners' writing skills are critical to their academic and professional
development. Previous studies have shown that learners' self‐assessment during writing is …

Learning analytics: A glance of evolution, status, and trends according to a proposed taxonomy

A Peña‐Ayala - Wiley Interdisciplinary Reviews: Data Mining …, 2018 - Wiley Online Library
Before the emergence of computer‐based educational systems (CBES) whose aims of
providing teaching and learning experiences to hundreds even thousands of users, an …

Designing for student-facing learning analytics

K Kitto, M Lupton, K Davis, Z Waters - Australasian Journal of …, 2017 - ajet.org.au
Despite a narrative that sees learning analytics (LA) as a field that aims to enhance student
learning, few student-facing solutions have emerged. This can make it difficult for educators …