Mining big data in education: Affordances and challenges

C Fischer, ZA Pardos, RS Baker… - Review of Research …, 2020 - journals.sagepub.com
The emergence of big data in educational contexts has led to new data-driven approaches
to support informed decision making and efforts to improve educational effectiveness. Digital …

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 …

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 …

Evaluating the impact of careless responding on aggregated-scores: To filter unmotivated examinees or not?

JA Rios, H Guo, L Mao, OL Liu - International Journal of Testing, 2017 - Taylor & Francis
When examinees' test-taking motivation is questionable, practitioners must determine
whether careless responding is of practical concern and if so, decide on the best approach …

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 …

Harnessing the potential of trace data and linguistic analysis to predict learner performance in a multi‐text writing task

M Raković, S Iqbal, T Li, Y Fan, S Singh… - Journal of Computer …, 2023 - Wiley Online Library
Background Assignments that involve writing based on several texts are challenging to
many learners. Formative feedback supporting learners in these tasks should be informed …

Understanding the keystroke log: the effect of writing task on keystroke features

R Conijn, J Roeser, M Van Zaanen - Reading and Writing, 2019 - Springer
Keystroke logging is used to automatically record writers' unfolding ty** process and to get
insight into moments when they struggle composing text. However, it is not clear which and …

Association of keyboarding fluency and writing performance in online-delivered assessment

T Gong, M Zhang, C Li - Assessing Writing, 2022 - Elsevier
Keyboard-based writing has become increasingly important in everyday living and
professional working. However, keyboarding literacy is presumed in most situations; there …

Exploring the interplay between EFL learners' L2 writing boredom, writing motivation, and boredom co** strategies

M Solhi, A Derakhshan, M Pawlak… - Language Teaching …, 2024 - journals.sagepub.com
This study set out to scrutinize the interplay between 338 (218 male and 120 female) English
as a second or foreign language learners' second language writing boredom (L2WB) and …

Learning analytics in the era of large language models

E Mazzullo, O Bulut, T Wongvorachan, B Tan - Analytics, 2023 - mdpi.com
Learning analytics (LA) has the potential to significantly improve teaching and learning, but
there are still many areas for improvement in LA research and practice. The literature …