WonderFlow: Narration-Centric Design of Animated Data Videos
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Abstract (arXiv)
Creating an animated data video enriched with audio narration takes a significant amount of time and effort and requires expertise. Users not only need to design complex animations, but also turn written text scripts into audio narrations and synchronize visual changes with the narrations. This paper presents WonderFlow, an interactive authoring tool, that facilitates narration-centric design of animated data videos. WonderFlow allows authors to easily specify a semantic link between text and the corresponding chart elements. Then it automatically generates audio narration by leveraging text-to-speech techniques and aligns the narration with an animation. WonderFlow provides a visualization structure-aware animation library designed to ease chart animation creation, enabling authors to apply pre-designed animation effects to common visualization components. It also allows authors to preview and iteratively refine their data videos in a unified system, without having to switch between different creation tools. To evaluate WonderFlow's effectiveness and usability, we created an example gallery and conducted a user study and expert interviews. The results demonstrated that WonderFlow is easy to use and simplifies the creation of data videos with narration-animation interplay.
Key facts. Cited by 7 papers in the map (data through 7 Oct 2026). First posted on arXiv 8 Aug 2023.
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Citing papers per year: 2023: 1; 2024: 2; 2025: 2; 2026: 2.
7 papers.
- 2024WaitGPT: Monitoring and Steering Conversational LLM Agent in Data Analysis with On-the-Fly Code Visualizationcited by 38
- 2024From Data to Story: Towards Automatic Animated Data Video Creation with LLM-based Multi-Agent Systemscited by 16
- 2023Where Are We So Far? Understanding Data Storytelling Tools from the Perspective of Human-AI Collaborationcited by 13
- 2025OpusAnimation: Code-Based Dynamic Chart Generationcited by 3
- 2025Reflection on Data Storytelling Tools in the Generative AI Era from the Human-AI Collaboration Perspectivecited by 1
- 2026DATAREEL: Automated Data-Driven Video Story Generation with Animationscited by 1
- 2026Speech-Synchronized Whiteboard Generation via VLM-Driven Structured Drawing Representationscited by 0
- 2026DATAREEL: Automated Data-Driven Video Story Generation with Animations28 Apr 2026
- 2026Speech-Synchronized Whiteboard Generation via VLM-Driven Structured Drawing Representations26 Mar 2026
- 2025OpusAnimation: Code-Based Dynamic Chart Generation2 Oct 2025
- 2025Reflection on Data Storytelling Tools in the Generative AI Era from the Human-AI Collaboration Perspective4 Mar 2025
- 2024From Data to Story: Towards Automatic Animated Data Video Creation with LLM-based Multi-Agent Systems7 Aug 2024
- 2024WaitGPT: Monitoring and Steering Conversational LLM Agent in Data Analysis with On-the-Fly Code Visualization3 Aug 2024
- 2023Where Are We So Far? Understanding Data Storytelling Tools from the Perspective of Human-AI Collaboration27 Sep 2023