The Deliver principle recognises population data research as part of a global scientific commons that delivers public benefit. To do so  effectively, data infrastructures must be resilient, responsive and fit for purpose, ensuring accuracy, integrity and service standards. The regular review and clear communication of meaningful public benefit, in crises and routine use, are essential. 

Resources

National Data Guardian Public Benefit Guidance

NDG guidance enabling better public benefit evaluations when data is to be used in planning, research and innovation. The guidance outlines how to assess whether research and projects using data serve public good. Promoting clear and consistent evaluations of benefit as well as legal and ethical responsibilities.
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The Alan Turing institute - A Guide to AI ethics

A guide to AI ethics, including responsible design and implementation of AI systems in the public sector. The guide provides guidance and governance processes to ensure AI projects deliver public benefit while safeguarding rights, by identifying potential harms caused by AI systems.
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