VizChat: enhancing learning analytics dashboards with contextualised explanations using multimodal generative AI chatbots

L Yan, L Zhao, V Echeverria, Y **, 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 …

Revealing interaction dynamics: Multi-level visual exploration of user strategies with an interactive digital environment

P Yu, A Nordman, M Koc-Januchta… - … on Visualization and …, 2024 - ieeexplore.ieee.org
We present a visual analytics approach for multi-level visual exploration of users' interaction
strategies in an interactive digital environment. The use of interactive touchscreen exhibits in …

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

Y **, K Yang, L Yan, V Echeverria, L Zhao… - arxiv preprint arxiv …, 2024 - arxiv.org
Learning analytics dashboards (LADs) simplify complex learner data into accessible
visualisations, providing actionable insights for educators and students. However, their …

“It's a Good Idea to Put It Into Words”: Writing 'Rudders' in the Initial Stages of Visualization Design

C Stokes, C Hu, MA Hearst - IEEE Transactions on Visualization …, 2024 - ieeexplore.ieee.org
Written language is a useful tool for non-visual creative activities like composing essays and
planning searches. This paper investigates the integration of written language into the …

From Data Stories to Dialogues: A Randomised Controlled Trial of Generative AI Agents and Data Storytelling in Enhancing Data Visualisation Comprehension

L Yan, R Martinez-Maldonado, Y **… - arxiv preprint arxiv …, 2024 - arxiv.org
Generative AI (GenAI) agents offer a potentially scalable approach to support
comprehending complex data visualisations, a skill many individuals struggle with. While …

MDSF: Context-Aware Multi-Dimensional Data Storytelling Framework based on Large language Model

C Zhang, C Li, S Gao - arxiv preprint arxiv:2501.01014, 2025 - arxiv.org
The exponential growth of data and advancements in big data technologies have created a
demand for more efficient and automated approaches to data analysis and storytelling …

The role of data visualization in strategic decision making: Case studies from the tech industry

OB Seyi-Lande, E Johnson, GS Adeleke… - Computer Science & IT …, 2024 - fepbl.com
In the fast-paced and data-driven environment of the tech industry, strategic decision-making
is paramount for organizations to maintain relevance and competitiveness. This paper …

Teaching Data Storytelling in a Computational Thinking Course for Students in Communications Careers

JL Crawford-Visbal, LC Tirado, LAG Saltachin… - … on Interactive Digital …, 2024 - Springer
Data storytelling is an emerging, multidisciplinary field that employs data to change pre-
conceived notions of audiences using pieces of information and data visualization …

Seeing How the Sausage is Made: Data Storytelling as Means and Method in a Computer Science Writing Course

M Trim, E Butler - Proceedings of the 42nd ACM International …, 2024 - dl.acm.org
As data corpus-driven tools and technologies increasingly push users to passively search
for an answer, rather than search to understand, we believe that technical and computing …

Conversational Data Stories

V Grimm, J Rubart, P Söhlke - Proceedings of the 7th Workshop on …, 2024 - dl.acm.org
Data stories are about revealing and communicating insights from complex data. In this
paper, we propose conversational data stories, which support end users in understanding …