DataWeaver: Authoring Data-Driven Narratives through the Integrated Composition of Visualization and Text

dc.contributor.authorFu, Yuen_US
dc.contributor.authorBromley, Dennisen_US
dc.contributor.authorSetlur, Vidyaen_US
dc.contributor.editorAigner, Wolfgangen_US
dc.contributor.editorAndrienko, Nataliaen_US
dc.contributor.editorWang, Beien_US
dc.date.accessioned2025-05-26T06:35:59Z
dc.date.available2025-05-26T06:35:59Z
dc.date.issued2025
dc.description.abstractData-driven storytelling has gained prominence in journalism and other data reporting fields. However, the process of creating these stories remains challenging, often requiring the integration of effective visualizations with compelling narratives to form a cohesive, interactive presentation. To help streamline this process, we present an integrated authoring framework and system, DATAWEAVER, that supports both visualization-to-text and text-to-visualization composition. DATAWEAVER enables users to create data narratives anchored to data facts derived from ''call-out'' interactions, i.e., user-initiated highlights of visualization elements that prompt relevant narrative content. In addition to this ''vis-to-text'' composition, DATAWEAVER also supports a ''text-initiated'' approach, generating relevant interactive visualizations from existing narratives. Key findings from an evaluation with 13 participants highlighted the utility and usability of DATAWEAVER and the effectiveness of its integrated authoring framework. The evaluation also revealed opportunities to enhance the framework by refining filtering mechanisms and visualization recommendations and better support authoring creativity by introducing advanced customization options.en_US
dc.description.sectionheadersStorytelling, Integration of Visualization and Text
dc.description.seriesinformationComputer Graphics Forum
dc.identifier.doi10.1111/cgf.70098
dc.identifier.issn1467-8659
dc.identifier.pages12 pages
dc.identifier.urihttps://doi.org/10.1111/cgf.70098
dc.identifier.urihttps://diglib.eg.org/handle/10.1111/cgf70098
dc.publisherThe Eurographics Association and John Wiley & Sons Ltd.en_US
dc.rightsAttribution 4.0 International License
dc.rights.urihttps://creativecommons.org/licenses/by/4.0/
dc.subjectCCS Concepts: Human-centered computing → Visualization systems and tools; Interactive systems and tools
dc.subjectHuman centered computing → Visualization systems and tools
dc.subjectInteractive systems and tools
dc.titleDataWeaver: Authoring Data-Driven Narratives through the Integrated Composition of Visualization and Texten_US
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