Lost or found? Discovering data needed for research
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Abstract (arXiv)
Finding data is a necessary precursor to being able to reuse data, although relatively little large-scale empirical evidence exists about how researchers discover, make sense of and (re)use data for research. This study presents evidence from the largest known survey investigating how researchers discover and use data that they do not create themselves. We examine the data needs and discovery strategies of respondents, propose a typology for data reuse and probe the role of social interactions and literature search in data discovery. We consider how data communities can be conceptualized according to data uses and propose practical applications of our findings for designers of data discovery systems and repositories. Specifically, we consider how to design for a diversity of practices, how communities of use can serve as an entry point for design and the role of metadata in supporting both sensemaking and social interactions.
Key facts. Cited by 6 papers in the map (data through 7 Oct 2026). First posted on arXiv 1 Sep 2019.
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Citing papers per year: 2023: 1; 2024: 1; 2025: 3; 2026: 1.
6 papers.
- 2025ChatPD: An LLM-driven Paper-Dataset Networking Systemcited by 7
- 2023DataChat: Prototyping a Conversational Agent for Dataset Search and Visualizationcited by 2
- 2025Flexible metadata harvesting for ecology using large language modelscited by 1
- 2024Relationships are Complicated! An Analysis of Relationships Between Datasets on the Webcited by 0
- 2025From keywords to semantics: Perceptions of large language models in data discoverycited by 0
- 2026SeDa: A Unified System for Dataset Discovery and Multi-Entity Augmented Semantic Explorationcited by 0
- 2026SeDa: A Unified System for Dataset Discovery and Multi-Entity Augmented Semantic Exploration8 Mar 2026
- 2025From keywords to semantics: Perceptions of large language models in data discovery1 Oct 2025
- 2025Flexible metadata harvesting for ecology using large language models21 Aug 2025
- 2025ChatPD: An LLM-driven Paper-Dataset Networking System28 May 2025
- 2024Relationships are Complicated! An Analysis of Relationships Between Datasets on the Web26 Aug 2024
- 2023DataChat: Prototyping a Conversational Agent for Dataset Search and Visualization26 May 2023