[HTML][HTML] From students with love: An empirical study on learner goals, self-regulated learning and sense-making of learning analytics in higher education

I Jivet, M Scheffel, M Schmitz, S Robbers… - The Internet and Higher …, 2020 - Elsevier
Unequal stakeholder engagement is a common pitfall of adoption approaches of learning
analytics in higher education leading to lower buy-in and flawed tools that fail to meet the …

Towards collaboration translucence: Giving meaning to multimodal group data

V Echeverria, R Martinez-Maldonado… - Proceedings of the …, 2019 - dl.acm.org
Collocated, face-to-face teamwork remains a pervasive mode of working, which is hard to
replicate online. Team members' embodied, multimodal interaction with each other and …

Visualizing data to support judgement, inference, and decision making in learning analytics: Insights from cognitive psychology and visualization science

SSJ Alhadad - Journal of Learning Analytics, 2018 - learning-analytics.info
Understanding human judgement and decision making during visual inspection of data is of
both practical and theoretical interest. While visualizing data is a commonly employed …

What do you mean by collaboration analytics? A conceptual model

R Martinez-Maldonado, D Gašević… - Journal of Learning …, 2021 - opus.lib.uts.edu.au
Using data to generate a deeper understanding of collaborative learning is not new, but
automatically analyzing log data has enabled new means of identifying key indicators of …

The engagement of university teachers with predictive learning analytics

C Herodotou, C Maguire, N McDowell, M Hlosta… - Computers & …, 2021 - Elsevier
Predictive learning analytics (PLA) is an educational innovation that has the potential to
enhance the teaching practice and facilitate student learning and success. Yet, the degree of …

The multimodal matrix as a quantitative ethnography methodology

S Buckingham Shum, V Echeverria… - Advances in Quantitative …, 2019 - Springer
This paper seeks to contribute to the emerging field of Quantitative Ethnography (QE) by
demonstrating its utility to solve a complex challenge in Learning Analytics: the provision of …

Learning-centred translucence: An approach to understand how teachers talk about classroom data

R Prestigiacomo, R Hadgraft, J Hunter… - Proceedings of the …, 2020 - dl.acm.org
Teachers are increasingly being encouraged to embrace evidence-based practices.
Learning analytics (LA) offer great promise in supporting these by providing evidence for …

VizChat: Enhancing Learning Analytics Dashboards with Contextualised Explanations Using Multimodal Generative AI Chatbots

L Yan, L Zhao, V Echeverria, Y Jin, R Alfredo… - … Conference on Artificial …, 2024 - Springer
Learning analytics dashboards (LADs) serve as pivotal tools in transforming complex
learner data into actionable insights for educational stakeholders. Despite their potential, the …

Development of actionable insights for regulating students' collaborative writing of scientific texts

C Hoffmann, N Mandran, C d'Ham, S Rebaudo… - European Conference …, 2022 - Springer
We develop indicators for teachers to monitor and regulate students' collaborative writing on
a web-based science learning environment. Visualizations of carefully selected indicators …

[PDF][PDF] Human-centered approaches to data-informed feedback

YS Tsai, R Martinez-Maldonado - Handbook of Learning …, 2022 - research.monash.edu
Learning analytics seeks to support and enhance learning through data-informed feedback
practices. As learning analytics emphasizes an iterative loop from learner to data, metrics …