activity
20232026
most citedHuman-Centred Learning Analytics and AI in Education: a Systematic Literature Review

234 citations · 333 across the 14 of their papers we have counts for

collaborators

15 papers

cs.HC2026

Decoding the Dashboard: Data Comics to Support Students' Understanding of Learning Analytics Visualisations

Mikaela Elizabeth Milesi, Vanessa Echeverria, Lixiang Yan +7

Learning analytics dashboards (LADs) are intended to help students make sense of their learning data to support reflection and decision-making. However, their visualisations can be…

cs.HC2026★ 4 cited

"Piecing Data Connections Together Like a Puzzle": Effects of Increasing Task Complexity on the Effectiveness of Data Storytelling Enhanced Visualisations

Mikaela Elizabeth Milesi, Paola Mejia-Domenzain, Laura Brandl +6

The emerging concept of data storytelling (DS) suggests that enhancing visualisations with annotations and narratives can make complex data more insightful than conventional visual…

cs.HC2026

Data Comics for Education: Evaluating Effectiveness, Benefits, and the Ethics of AI-Assisted Creation

Zirui Shan, Vanessa Echeverria, Yuheng Li +2

In today's data-driven world, students often struggle with interpreting visualisations due to limited visualisation literacy. Data comics have emerged as a promising medium to enha…

cs.HC2026

Scalable LLM-based Coding of Dialogue in Healthcare Simulation: Balancing Coding Performance, Processing Time, and Environmental Impact

Kiyoshige Garces, Gloria Milena Fernandez-Nieto, Linxuan Zhao +4

Research shows that dialogue, the interactive process through which participants articulate their thinking, plays a central role in constructing shared understanding, coordinating…

cs.HC2026

Relational AI in Education: Reciprocity, Participatory Design, and Indigenous Worldviews

Roberto Martinez-Maldonado, Vanessa Echeverria, Jenna Hawes +5

Education is not merely the transmission of information or the optimisation of individual performance; it is a fundamentally social, constructive, and relational practice. However,…

cs.HC2025

Capturing and Sharing Know-How through Visual Process Representations: A Human-Centred Approach to Teacher Workflows

Gloria Fernández-Nieto, Vanessa Echeverria, Yuheng Li +5

Knowledge Management is crucial for capturing and transferring expertise within universities, especially in high staff turnover contexts where expertise loss disrupts teaching. Doc…

cs.HC2025★ 19 cited

TeamVision: An AI-powered Learning Analytics System for Supporting Reflection in Team-based Healthcare Simulation

Vanessa Echeverria, Linxuan Zhao, Riordan Alfredo +13

Healthcare simulations help learners develop teamwork and clinical skills in a risk-free setting, promoting reflection on real-world practices through structured debriefs. However,…

cs.HC2024★ 2 cited

Chatting with a Learning Analytics Dashboard: The Role of Generative AI Literacy on Learner Interaction with Conventional and Scaffolding Chatbots

Yueqiao Jin, Kaixun Yang, Lixiang Yan +8

Learning analytics dashboards (LADs) simplify complex learner data into accessible visualisations, providing actionable insights for educators and students. However, their educatio…

cs.LG2024★ 1 cited

From Complexity to Parsimony: Integrating Latent Class Analysis to Uncover Multimodal Learning Patterns in Collaborative Learning

Lixiang Yan, Dragan Gašević, Linxuan Zhao +3

Multimodal Learning Analytics (MMLA) leverages advanced sensing technologies and artificial intelligence to capture complex learning processes, but integrating diverse data sources…

cs.HC2024★ 1 cited

The Effects of Generative AI Agents and Scaffolding on Enhancing Students' Comprehension of Visual Learning Analytics

Lixiang Yan, Roberto Martinez-Maldonado, Yueqiao Jin +7

Visual learning analytics (VLA) is becoming increasingly adopted in educational technologies and learning analytics dashboards to convey critical insights to students and educators…

cs.CY2024★ 24 cited

Generative AI in Higher Education: A Global Perspective of Institutional Adoption Policies and Guidelines

Yueqiao Jin, Lixiang Yan, Vanessa Echeverria +2

Integrating generative AI (GAI) into higher education is crucial for preparing a future generation of GAI-literate students. Yet a thorough understanding of the global institutiona…

cs.CY2024★ 2 cited

FATE in MMLA: A Student-Centred Exploration of Fairness, Accountability, Transparency, and Ethics in Multimodal Learning Analytics

Yueqiao Jin, Vanessa Echeverria, Lixiang Yan +5

Multimodal Learning Analytics (MMLA) integrates novel sensing technologies and artificial intelligence algorithms, providing opportunities to enhance student reflection during comp…

cs.HC2024★ 42 cited

Data Storytelling in Data Visualisation: Does it Enhance the Efficiency and Effectiveness of Information Retrieval and Insights Comprehension?

Honbo Shao, Roberto Martinez-Maldonado, Vanessa Echeverria +2

Data storytelling (DS) is rapidly gaining attention as an approach that integrates data, visuals, and narratives to create data stories that can help a particular audience to compr…

cs.CY2023★ 234 cited

Human-Centred Learning Analytics and AI in Education: a Systematic Literature Review

Riordan Alfredo, Vanessa Echeverria, Yueqiao Jin +4

The rapid expansion of Learning Analytics (LA) and Artificial Intelligence in Education (AIED) offers new scalable, data-intensive systems but also raises concerns about data priva…

cs.HC2023★ 4 cited

Human-AI Collaboration in Thematic Analysis using ChatGPT: A User Study and Design Recommendations

Lixiang Yan, Vanessa Echeverria, Gloria Fernandez Nieto +5

Generative artificial intelligence (GenAI) offers promising potential for advancing human-AI collaboration in qualitative research. However, existing works focused on conventional…