# Case Studies and Research

We refer to case studies and research throughout this toolkit, but for ease of reference they are all indexed here.&#x20;

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[Data governance processes and tools](https://theodi.org/news-and-events/blog/enhancing-data-governance-processes-and-tools/) with Natural England (public sector publisher)

[Improving impact](https://theodi.org/news-and-events/blog/impact-by-design-our-approach-to-openactive/) with Open Active (Sport England initiative to standardise data about opportunities for physical exercise and promote innovation)

[Leading industry wide data infrastructure](https://theodi.org/insights/projects/enabling-innovation-across-the-water-sector-with-stream/) with the Stream project (utility providers).

[Impact](https://theodi.org/search/?q=impact) case studies with various publishers
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[Talking Datasets: Understanding dataset sensemaking behaviour](https://www.sciencedirect.com/science/article/pii/S1071581920301646)

[Dataset Reuse: Towards translating principles to practice](https://www.sciencedirect.com/science/article/pii/S2666389920301847#sec8)

[The trials and tribulations of working with structured data](https://dl.acm.org/doi/10.1145/3025453.3025838)

[A survey of data quality requirements that matter for machine learning datasets](https://dl.acm.org/doi/10.1145/3592616)

[When Citizens Meet Data: An Investigation of citizen engagement in data-driven innovation programmes ](https://www.cambridge.org/core/journals/data-and-policy/article/when-data-meets-citizens-an-investigation-of-citizen-engagement-in-datadriven-innovation-programmes/70E83BE85AD96F3A29CB8B905B81D4CC)

[Developing Microeconomic Indicators Through Open Data Reuse](https://data.europa.eu/sites/default/files/sustainability-data-portal-infrastructure_2_developing-indicators.pdf)\
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[The Future of Open Data Portals](https://data.europa.eu/sites/default/files/edp_analyticalreport_n8.pdf)

[Data Prompting: Assessing the Potential of Conversational Generative AI for Dataset Discovery](https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4928179)

[Croissant: A Metadata Format for ML Ready Datasets](https://arxiv.org/pdf/2403.19546)

[The MediaFutures Toolkit](https://mediafuturestoolkit.gitbook.io/media-futures-toolkit)
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