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 …

Designing human-centered learning analytics and artificial intelligence in education solutions: a systematic literature review

P Topali, A Ortega-Arranz… - Behaviour & …, 2024 - Taylor & Francis
The recent advances in educational technology enabled the development of solutions that
collect and analyse data from learning scenarios to inform the decision-making processes …

An instrument for measuring teachers' trust in AI-based educational technology

T Nazaretsky, M Cukurova, G Alexandron - LAK22: 12th international …, 2022 - dl.acm.org
Evidence from various domains underlines the key role that human factors, and especially,
trust, play in the adoption of technology by practitioners. In the case of Artificial Intelligence …

Co-designing a real-time classroom orchestration tool to support teacher-AI complementarity.

K Holstein, BM McLaren, V Aleven - Grantee Submission, 2019 - ERIC
Involving stakeholders throughout the creation of new educational technologies can help
ensure their usefulness and usability in real-world contexts. However, given the complexity …

[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 …

Evidence‐based multimodal learning analytics for feedback and reflection in collaborative learning

L Yan, V Echeverria, Y **… - British Journal of …, 2024 - Wiley Online Library
Multimodal learning analytics (MMLA) offers the potential to provide evidence‐based
insights into complex learning phenomena such as collaborative learning. Yet, few MMLA …

Designing in Context: Reaching beyond Usability in Learning Analytics Dashboard Design.

J Ahn, F Campos, M Hays, D DiGiacomo - Journal of Learning Analytics, 2019 - ERIC
Researchers and developers of learning analytics (LA) systems are increasingly adopting
human-centred design (HCD) approaches, with growing need to understand how to apply …

Beyond the learning analytics dashboard: Alternative ways to communicate student data insights combining visualisation, narrative and storytelling

GM Fernandez Nieto, K Kitto… - … learning analytics and …, 2022 - dl.acm.org
Learning Analytics (LA) dashboards have become a popular medium for communicating to
teachers analytical insights obtained from student data. However, recent research indicates …

The classroom as a dashboard: Co-designing wearable cognitive augmentation for K-12 teachers

K Holstein, G Hong, M Tegene, BM McLaren… - Proceedings of the 8th …, 2018 - dl.acm.org
When used in classrooms, personalized learning software allows students to work at their
own pace, while freeing up the teacher to spend more time working one-on-one with …

Human-centered design principles for actionable learning analytics

Y Dimitriadis, R Martínez-Maldonado… - … on E-learning and ICT in …, 2021 - Springer
Designing for effective and efficient pedagogical interventions and orchestration in complex
technology-enhanced learning (TEL) ecosystems is an increasingly challenging issue …