Why is AI not a Panacea for Data Workers? An Interview Study on Human-AI Collaboration in Data Storytelling

17 April 2023

Huamin Qu

Papers citing "Why is AI not a Panacea for Data Workers? An Interview Study on Human-AI Collaboration in Data Storytelling"

22 / 22 papers shown

Title
Reflection on Data Storytelling Tools in the Generative AI Era from the Human-AI Collaboration Perspective Haotian Li Y. Wang Huamin Qu 29 0 0 04 Mar 2025
FactFlow: Automatic Fact Sheet Generation and Customization from Tabular Dataset via AI Chain Design & Implementation Minh Duc Vu Jieshan Chen Zhenchang Xing Qinghua Lu Xiwei Xu Qian Fu 61 0 0 25 Feb 2025
Constraint representation towards precise data-driven storytelling Yu-Zhe Shi Haotian Li Lecheng Ruan Huamin Qu 49 3 0 10 Oct 2024
From Data to Story: Towards Automatic Animated Data Video Creation with LLM-based Multi-Agent Systems Leixian Shen Haotian Li Yun Wang Huamin Qu VGen 26 7 0 07 Aug 2024
What's Next? Exploring Utilization, Challenges, and Future Directions of AI-Generated Image Tools in Graphic Design Yuying Tang M. Ciancia Zhigang Wang Ze-Feng Gao 33 5 0 19 Jun 2024
Exploring the Impact of AI-generated Image Tools on Professional and Non-professional Users in the Art and Design Fields Yuying Tang Ningning Zhang M. Ciancia Zhigang Wang 28 6 0 15 Jun 2024
Epigraphics: Message-Driven Infographics Authoring Tongyu Zhou Jeff Huang G. Chan 19 8 0 15 Apr 2024
OutlineSpark: Igniting AI-powered Presentation Slides Creation from Computational Notebooks through Outlines Fengjie Wang Yanna Lin Leni Yang Haotian Li Mingyang Gu Min Zhu Huamin Qu 29 8 0 14 Mar 2024
LEVA: Using Large Language Models to Enhance Visual Analytics Yuheng Zhao Yixing Zhang Yu Zhang Xinyi Zhao Junjie Wang Zekai Shao Cagatay Turkay Siming Chen VLM 25 25 0 09 Mar 2024
Data Storytelling in Data Visualisation: Does it Enhance the Efficiency and Effectiveness of Information Retrieval and Insights Comprehension? Hongbo Shao Roberto Martínez-Maldonado Vanessa Echeverría Lixiang Yan D. Gašević 19 12 0 20 Feb 2024
Understanding Nonlinear Collaboration between Human and AI Agents: A Co-design Framework for Creative Design Jiayi Zhou Renzhong Li Junxiu Tang Tan Tang Haotian Li Weiwei Cui Yingcai Wu 24 37 0 14 Jan 2024
Where Are We So Far? Understanding Data Storytelling Tools from the Perspective of Human-AI Collaboration Haotian Li Yun Wang Huamin Qu 24 37 0 27 Sep 2023
Reviving Static Charts into Live Charts Lu Ying Yun Wang Haotian Li Shuguang Dou Haidong Zhang Xinyang Jiang Huamin Qu Yingcai Wu 34 16 0 06 Sep 2023
Data Player: Automatic Generation of Data Videos with Narration-Animation Interplay Leixian Shen Yizhi Zhang Haidong Zhang Yun Wang VGen DiffM 33 31 0 09 Aug 2023
DataTales: Investigating the use of Large Language Models for Authoring Data-Driven Articles N. Sultanum Arjun Srinivasan 17 33 0 08 Aug 2023
WonderFlow: Narration-Centric Design of Animated Data Videos Yun Wang Leixian Shen Zhengxin You Xinhuan Shu Bongshin Lee John Thompson Haidong Zhang Dongmei Zhang VGen 26 11 0 08 Aug 2023
InkSight: Leveraging Sketch Interaction for Documenting Chart Findings in Computational Notebooks Yanna Lin Haotian Li Leni Yang Aoyu Wu Huamin Qu 22 29 0 16 Jul 2023
InfoColorizer: Interactive Recommendation of Color Palettes for Infographics Linping Yuan Ziqi Zhou Jian Zhao Yiqiu Guo F. Du Huamin Qu 29 46 0 03 Feb 2021
Falx: Synthesis-Powered Visualization Authoring Chenglong Wang Yu Feng Rastislav Bodík Işıl Dillig Alvin Cheung Amy J. Ko 84 47 0 01 Feb 2021
Designing AI for Trust and Collaboration in Time-Constrained Medical Decisions: A Sociotechnical Lens Maia L. Jacobs Jeffrey He Melanie F. Pradier Barbara D. Lam Andrew C Ahn T. McCoy R. Perlis Finale Doshi-Velez Krzysztof Z. Gajos 37 143 0 01 Feb 2021
Whither AutoML? Understanding the Role of Automation in Machine Learning Workflows Doris Xin Eva Yiwei Wu D. Lee Niloufar Salehi Aditya G. Parameswaran 34 71 0 13 Jan 2021
Human-AI Collaboration in Data Science: Exploring Data Scientists' Perceptions of Automated AI Dakuo Wang Justin D. Weisz Michael J. Muller Parikshit Ram Werner Geyer Casey Dugan Y. Tausczik Horst Samulowitz Alexander G. Gray 153 312 0 05 Sep 2019